[2025-12-05T20:15:03.391657] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-05T20:15:03.573922] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-05T20:15:03.748828] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-05T20:15:03.923080] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-05T20:15:03.923557] [WARN ] [STATE     ] State set to: WAITING
[2025-12-05T20:15:03.923643] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-05T20:15:03.969675] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-05T20:15:03.974109] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-05), and is a dependency of this service.
[2025-12-05T20:15:04.009457] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-05T20:15:04.045422] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-05T20:15:04.080942] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-05T20:15:04.081193] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-05T20:15:04.081262] [INFO ] [CACHE     ] Starting cache update
[2025-12-05T20:15:04.081302] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-05T20:15:04.085122] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-05T20:15:04.085378] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-05T20:15:04.085421] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-05T20:15:04.085456] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-05T20:15:04.085499] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-05T20:15:04.152139] [DEBUG] [REMOTE    ] Fetched 3626 unique symbols from directory listing.
[2025-12-05T20:15:04.161040] [INFO ] [sig       ] Skipping 3626 symbols with existing configuration
[2025-12-05T20:15:04.161176] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2025-12-05T20:15:04.163042] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-05T20:15:04.163091] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-05T20:15:04.281022] [DEBUG] [REMOTE    ] Fetched 3626 unique symbols from directory listing.
[2025-12-05T20:15:04.285271] [INFO ] [sig       ] Found 3626 active symbols to forecast
[2025-12-05T20:15:04.288701] [INFO ] [sig       ] [1/3626] Forecasting A...
[2025-12-05T20:15:04.288773] [INFO ] [sig       ] Generating forecast for: A
[2025-12-05T20:15:04.288812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-05T20:15:04.301096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2025-12-05T20:15:04.301450] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-05T20:15:04.302355] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-05T20:15:04.302408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:04.302440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:04.302468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:04.302528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:04.360913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:04.361877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:04.361980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:04.362014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:04.488871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:04.489031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:04.489080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:04.489130] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:04.492849] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=18.21%)
[2025-12-05T20:15:04.493190] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-05T20:15:04.493338] [INFO ] [sig       ] A: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:04.632462] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/A.txt
[2025-12-05T20:15:04.632603] [INFO ] [sig       ] [1/3626] Completed A in 0.3s | 2.91 sym/s | Total: 0.3s | ETA: 20.8m
[2025-12-05T20:15:04.632645] [INFO ] [sig       ] [2/3626] Forecasting AAL...
[2025-12-05T20:15:04.632674] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-05T20:15:04.632705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-05T20:15:04.645193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-05T20:15:04.645667] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-05T20:15:04.646729] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-05T20:15:04.646791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:04.646833] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:04.646870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:04.646948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:04.708385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:04.709325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:04.709419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:04.709453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:04.831344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:04.831500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:04.831542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:04.831592] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:04.835163] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-05T20:15:04.835478] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-05T20:15:04.835639] [INFO ] [sig       ] AAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:04.976561] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AAL.txt
[2025-12-05T20:15:04.976792] [INFO ] [sig       ] [2/3626] Completed AAL in 0.3s | 2.91 sym/s | Total: 0.7s | ETA: 20.8m
[2025-12-05T20:15:04.976841] [INFO ] [sig       ] [3/3626] Forecasting AAOI...
[2025-12-05T20:15:04.976873] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-05T20:15:04.976906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-05T20:15:04.993224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-05T20:15:04.993960] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-05T20:15:04.995204] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-05T20:15:04.995269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:04.995304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:04.995333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:04.995392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:05.055713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:05.056885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:05.057039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:05.057094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:05.185025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:05.185251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:05.185299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:05.185328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:05.189751] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-05T20:15:05.190242] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-05T20:15:05.190420] [INFO ] [sig       ] AAOI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:05.339946] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AAOI.txt
[2025-12-05T20:15:05.340149] [INFO ] [sig       ] [3/3626] Completed AAOI in 0.4s | 2.85 sym/s | Total: 1.1s | ETA: 21.2m
[2025-12-05T20:15:05.340194] [INFO ] [sig       ] [4/3626] Forecasting AAON...
[2025-12-05T20:15:05.340228] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-05T20:15:05.340261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-05T20:15:05.353870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2025-12-05T20:15:05.354468] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-05T20:15:05.355477] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-05T20:15:05.355533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:05.355566] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:05.355616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:05.355677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:05.416251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:05.417437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:05.417539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:05.417592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:05.539131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:05.539359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:05.539403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:05.539431] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:05.543441] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-12-05T20:15:05.543789] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-05T20:15:05.543946] [INFO ] [sig       ] AAON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:05.684860] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AAON.txt
[2025-12-05T20:15:05.685096] [INFO ] [sig       ] [4/3626] Completed AAON in 0.3s | 2.86 sym/s | Total: 1.4s | ETA: 21.1m
[2025-12-05T20:15:05.685141] [INFO ] [sig       ] [5/3626] Forecasting AAP...
[2025-12-05T20:15:05.685174] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-05T20:15:05.685208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-05T20:15:05.698736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-05T20:15:05.699206] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-05T20:15:05.700125] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-05T20:15:05.700183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:05.700215] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:05.700241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:05.700310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:05.765059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:05.765978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:05.766083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:05.766123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:05.891240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:05.891475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:05.891523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:05.891555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:05.895684] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=93.85%)
[2025-12-05T20:15:05.896026] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-05T20:15:05.896186] [INFO ] [sig       ] AAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:06.051650] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AAP.txt
[2025-12-05T20:15:06.051851] [INFO ] [sig       ] [5/3626] Completed AAP in 0.4s | 2.84 sym/s | Total: 1.8s | ETA: 21.3m
[2025-12-05T20:15:06.051893] [INFO ] [sig       ] [6/3626] Forecasting AAPB...
[2025-12-05T20:15:06.051924] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-05T20:15:06.051955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-05T20:15:06.066471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-05T20:15:06.067037] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-05T20:15:06.067996] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-05T20:15:06.068048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:06.068082] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:06.068108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:06.068166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:06.127033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:06.128213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:06.128312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:06.128347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:06.248202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:06.248454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:06.248502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:06.248533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:06.252393] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-05T20:15:06.252739] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-05T20:15:06.252892] [INFO ] [sig       ] AAPB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:06.397861] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AAPB.txt
[2025-12-05T20:15:06.398105] [INFO ] [sig       ] [6/3626] Completed AAPB in 0.3s | 2.84 sym/s | Total: 2.1s | ETA: 21.2m
[2025-12-05T20:15:06.398146] [INFO ] [sig       ] [7/3626] Forecasting AAPD...
[2025-12-05T20:15:06.398176] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-05T20:15:06.398211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-05T20:15:06.411609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2025-12-05T20:15:06.412130] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-05T20:15:06.413065] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-05T20:15:06.413133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:06.413166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:06.413193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:06.413251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:06.474743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:06.475900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:06.476006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:06.476038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:06.603675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:06.603910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:06.603961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:06.603990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:06.608821] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=29.74%)
[2025-12-05T20:15:06.609611] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-05T20:15:06.609864] [INFO ] [sig       ] AAPD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:06.747876] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AAPD.txt
[2025-12-05T20:15:06.748048] [INFO ] [sig       ] [7/3626] Completed AAPD in 0.3s | 2.85 sym/s | Total: 2.5s | ETA: 21.2m
[2025-12-05T20:15:06.748088] [INFO ] [sig       ] [8/3626] Forecasting AAPL...
[2025-12-05T20:15:06.748118] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-05T20:15:06.748156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-05T20:15:06.759601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-05T20:15:06.759909] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-05T20:15:06.760706] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-05T20:15:06.760756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:06.760786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:06.760811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:06.760866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:06.818217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:06.819366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:06.819473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:06.819510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:06.947987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:06.948205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:06.948251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:06.948280] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:06.952397] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=26.51%)
[2025-12-05T20:15:06.952872] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-05T20:15:06.953052] [INFO ] [sig       ] AAPL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:07.096506] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AAPL.txt
[2025-12-05T20:15:07.096712] [INFO ] [sig       ] [8/3626] Completed AAPL in 0.3s | 2.85 sym/s | Total: 2.8s | ETA: 21.2m
[2025-12-05T20:15:07.096756] [INFO ] [sig       ] [9/3626] Forecasting AAXJ...
[2025-12-05T20:15:07.096785] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-05T20:15:07.096817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-05T20:15:07.110024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-05T20:15:07.110537] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-05T20:15:07.111564] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-05T20:15:07.111654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:07.111697] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:07.111726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:07.111787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:07.168804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:07.169973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:07.170077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:07.170111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:07.300395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:07.300634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:07.300681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:07.300711] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:07.304741] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-05T20:15:07.305062] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-05T20:15:07.305211] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:07.444707] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AAXJ.txt
[2025-12-05T20:15:07.444892] [INFO ] [sig       ] [9/3626] Completed AAXJ in 0.3s | 2.85 sym/s | Total: 3.2s | ETA: 21.1m
[2025-12-05T20:15:07.444931] [INFO ] [sig       ] [10/3626] Forecasting AB...
[2025-12-05T20:15:07.444962] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-05T20:15:07.444994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-05T20:15:07.457384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2025-12-05T20:15:07.457843] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-05T20:15:07.458751] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-05T20:15:07.458802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:07.458888] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:07.458916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:07.458974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:07.516205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:07.517370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:07.517470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:07.517503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:07.642720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:07.642938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:07.642984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:07.643012] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:07.646905] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=24.34%)
[2025-12-05T20:15:07.647235] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-05T20:15:07.647380] [INFO ] [sig       ] AB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:07.787727] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AB.txt
[2025-12-05T20:15:07.787953] [INFO ] [sig       ] [10/3626] Completed AB in 0.3s | 2.86 sym/s | Total: 3.5s | ETA: 21.1m
[2025-12-05T20:15:07.787998] [INFO ] [sig       ] [11/3626] Forecasting ABCB...
[2025-12-05T20:15:07.788029] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-05T20:15:07.788061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-05T20:15:07.800389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-05T20:15:07.800826] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-05T20:15:07.801725] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-05T20:15:07.801776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:07.801807] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:07.801833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:07.801890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:07.861197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:07.862322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:07.862434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:07.862467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:07.990421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:07.990698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:07.990757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:07.990787] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:07.994707] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-05T20:15:07.995040] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-05T20:15:07.995223] [INFO ] [sig       ] ABCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:08.141507] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABCB.txt
[2025-12-05T20:15:08.141734] [INFO ] [sig       ] [11/3626] Completed ABCB in 0.4s | 2.85 sym/s | Total: 3.9s | ETA: 21.1m
[2025-12-05T20:15:08.141776] [INFO ] [sig       ] [12/3626] Forecasting ABCL...
[2025-12-05T20:15:08.141807] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-05T20:15:08.141840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-05T20:15:08.155564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-05T20:15:08.156092] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-05T20:15:08.157009] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-05T20:15:08.157061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:08.157094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:08.157121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:08.157178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:08.216799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:08.217989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:08.218097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:08.218135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:08.347552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:08.347783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:08.347865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:08.347894] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:08.351716] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: UP (p=91.39%)
[2025-12-05T20:15:08.352044] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-05T20:15:08.352186] [INFO ] [sig       ] ABCL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:08.503022] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABCL.txt
[2025-12-05T20:15:08.503197] [INFO ] [sig       ] [12/3626] Completed ABCL in 0.4s | 2.85 sym/s | Total: 4.2s | ETA: 21.2m
[2025-12-05T20:15:08.503240] [INFO ] [sig       ] [13/3626] Forecasting ABEO...
[2025-12-05T20:15:08.503269] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-05T20:15:08.503301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-05T20:15:08.515241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-05T20:15:08.515631] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-05T20:15:08.516553] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-05T20:15:08.516630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:08.516664] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:08.516690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:08.516748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:08.578722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:08.579707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:08.579799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:08.579834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:08.706059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:08.706215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:08.706267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:08.706331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:08.709813] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-05T20:15:08.710123] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-05T20:15:08.710262] [INFO ] [sig       ] ABEO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:08.851422] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABEO.txt
[2025-12-05T20:15:08.851554] [INFO ] [sig       ] [13/3626] Completed ABEO in 0.3s | 2.85 sym/s | Total: 4.6s | ETA: 21.1m
[2025-12-05T20:15:08.851617] [INFO ] [sig       ] [14/3626] Forecasting ABG...
[2025-12-05T20:15:08.851648] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-05T20:15:08.851678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-05T20:15:08.866107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2025-12-05T20:15:08.866370] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-05T20:15:08.867163] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-05T20:15:08.867215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:08.867246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:08.867272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:08.867329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:08.923888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:08.924483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:08.924559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:08.924609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:09.042206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:09.042354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:09.042393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:09.042420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:09.045734] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-05T20:15:09.046011] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-05T20:15:09.046163] [INFO ] [sig       ] ABG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:09.186274] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABG.txt
[2025-12-05T20:15:09.186410] [INFO ] [sig       ] [14/3626] Completed ABG in 0.3s | 2.86 sym/s | Total: 4.9s | ETA: 21.1m
[2025-12-05T20:15:09.186452] [INFO ] [sig       ] [15/3626] Forecasting ABL...
[2025-12-05T20:15:09.186480] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-05T20:15:09.186509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-05T20:15:09.197771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABL'.
[2025-12-05T20:15:09.198069] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-05T20:15:09.198870] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-05T20:15:09.198922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:09.198954] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:09.198981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:09.199039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:09.256926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:09.257531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:09.257624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:09.257660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:09.374198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:09.374336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:09.374374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:09.374402] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:09.377765] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-05T20:15:09.378066] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-05T20:15:09.378191] [INFO ] [sig       ] ABL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:09.516338] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABL.txt
[2025-12-05T20:15:09.516459] [INFO ] [sig       ] [15/3626] Completed ABL in 0.3s | 2.87 sym/s | Total: 5.2s | ETA: 21.0m
[2025-12-05T20:15:09.516496] [INFO ] [sig       ] [16/3626] Forecasting ABM...
[2025-12-05T20:15:09.516525] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-05T20:15:09.516555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-05T20:15:09.527863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-05T20:15:09.528211] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-05T20:15:09.529012] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-05T20:15:09.529062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:09.529093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:09.529121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:09.529177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:09.591670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:09.592617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:09.592730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:09.592765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:09.714130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:09.714263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:09.714301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:09.714328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:09.717650] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=85.80%)
[2025-12-05T20:15:09.717945] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-05T20:15:09.718077] [INFO ] [sig       ] ABM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:09.857370] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABM.txt
[2025-12-05T20:15:09.857482] [INFO ] [sig       ] [16/3626] Completed ABM in 0.3s | 2.87 sym/s | Total: 5.6s | ETA: 20.9m
[2025-12-05T20:15:09.857519] [INFO ] [sig       ] [17/3626] Forecasting ABNB...
[2025-12-05T20:15:09.857548] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-05T20:15:09.857595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-05T20:15:09.869718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2025-12-05T20:15:09.870009] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-05T20:15:09.870886] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-05T20:15:09.870937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:09.870967] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:09.870993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:09.871048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:09.926762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:09.927400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:09.927480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:09.927511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:10.045391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:10.045520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:10.045558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:10.045603] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:10.048897] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-05T20:15:10.049178] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-05T20:15:10.049308] [INFO ] [sig       ] ABNB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:10.184554] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABNB.txt
[2025-12-05T20:15:10.184678] [INFO ] [sig       ] [17/3626] Completed ABNB in 0.3s | 2.88 sym/s | Total: 5.9s | ETA: 20.9m
[2025-12-05T20:15:10.184716] [INFO ] [sig       ] [18/3626] Forecasting ABOS...
[2025-12-05T20:15:10.184745] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-05T20:15:10.184772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-05T20:15:10.196357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-05T20:15:10.196646] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-05T20:15:10.197422] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-05T20:15:10.197473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:10.197517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:10.197544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:10.197619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:10.253665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:10.254246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:10.254321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:10.254352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:10.376174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:10.376313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:10.376353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:10.376380] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:10.379857] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-05T20:15:10.380135] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-05T20:15:10.380262] [INFO ] [sig       ] ABOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:10.517400] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABOS.txt
[2025-12-05T20:15:10.517522] [INFO ] [sig       ] [18/3626] Completed ABOS in 0.3s | 2.89 sym/s | Total: 6.2s | ETA: 20.8m
[2025-12-05T20:15:10.517560] [INFO ] [sig       ] [19/3626] Forecasting ABSI...
[2025-12-05T20:15:10.517606] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-05T20:15:10.517638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-05T20:15:10.531639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-05T20:15:10.532071] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-05T20:15:10.532952] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-05T20:15:10.533006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:10.533038] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:10.533065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:10.533122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:10.591301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:10.592256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:10.592378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:10.592413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:10.717670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:10.717859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:10.717904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:10.717933] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:10.721523] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=68.29%)
[2025-12-05T20:15:10.721838] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-05T20:15:10.721976] [INFO ] [sig       ] ABSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:10.863734] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABSI.txt
[2025-12-05T20:15:10.863862] [INFO ] [sig       ] [19/3626] Completed ABSI in 0.3s | 2.89 sym/s | Total: 6.6s | ETA: 20.8m
[2025-12-05T20:15:10.863900] [INFO ] [sig       ] [20/3626] Forecasting ABUS...
[2025-12-05T20:15:10.863929] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-05T20:15:10.863958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-05T20:15:10.874893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2025-12-05T20:15:10.875157] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-05T20:15:10.875939] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-05T20:15:10.875989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:10.876020] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:10.876046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:10.876108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:10.933632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:10.935008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:10.935161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:10.935197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:11.053527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:11.053789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:11.053838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:11.053866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:11.058260] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=22.71%)
[2025-12-05T20:15:11.058672] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-05T20:15:11.058833] [INFO ] [sig       ] ABUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:11.200257] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABUS.txt
[2025-12-05T20:15:11.200485] [INFO ] [sig       ] [20/3626] Completed ABUS in 0.3s | 2.89 sym/s | Total: 6.9s | ETA: 20.8m
[2025-12-05T20:15:11.200534] [INFO ] [sig       ] [21/3626] Forecasting ABVC...
[2025-12-05T20:15:11.200564] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-05T20:15:11.200628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-05T20:15:11.213304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-05T20:15:11.213678] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-05T20:15:11.214470] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-05T20:15:11.214521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:11.214552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:11.214595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:11.214654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:11.269688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:11.270285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:11.270364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:11.270395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:11.386712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:11.386846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:11.386884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:11.386911] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:11.390209] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-05T20:15:11.390479] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-05T20:15:11.390633] [INFO ] [sig       ] ABVC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:11.527690] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABVC.txt
[2025-12-05T20:15:11.527811] [INFO ] [sig       ] [21/3626] Completed ABVC in 0.3s | 2.90 sym/s | Total: 7.2s | ETA: 20.7m
[2025-12-05T20:15:11.527854] [INFO ] [sig       ] [22/3626] Forecasting ABVE...
[2025-12-05T20:15:11.527884] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-05T20:15:11.527914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-05T20:15:11.538835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-05T20:15:11.539083] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-05T20:15:11.539878] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-05T20:15:11.539928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:11.539958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:11.539984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:11.540038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:11.596742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:11.597355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:11.597435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:11.597468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:11.726706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:11.726867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:11.726908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:11.726936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:11.730418] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-05T20:15:11.730719] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-05T20:15:11.730856] [INFO ] [sig       ] ABVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:11.884685] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ABVE.txt
[2025-12-05T20:15:11.884817] [INFO ] [sig       ] [22/3626] Completed ABVE in 0.4s | 2.90 sym/s | Total: 7.6s | ETA: 20.7m
[2025-12-05T20:15:11.884857] [INFO ] [sig       ] [23/3626] Forecasting ABVX...
[2025-12-05T20:15:11.884885] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-05T20:15:11.884915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-05T20:15:11.895488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2025-12-05T20:15:11.895761] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-05T20:15:11.896522] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-05T20:15:11.896600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:11.896635] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:11.896663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:11.896719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:11.958354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:11.959312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:11.959404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:11.959437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:12.083285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:12.083447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:12.083490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:12.083521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:12.087181] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2025-12-05T20:15:12.087475] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-05T20:15:12.087647] [INFO ] [sig       ] ABVX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:12.232183] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ABVX.txt
[2025-12-05T20:15:12.232349] [INFO ] [sig       ] [23/3626] Completed ABVX in 0.3s | 2.90 sym/s | Total: 7.9s | ETA: 20.7m
[2025-12-05T20:15:12.232388] [INFO ] [sig       ] [24/3626] Forecasting ACA...
[2025-12-05T20:15:12.232420] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-05T20:15:12.232452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-05T20:15:12.243451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-05T20:15:12.243801] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-05T20:15:12.244656] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-05T20:15:12.244721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:12.244754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:12.244780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:12.244835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:12.304489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:12.305288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:12.305388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:12.305439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:12.434020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:12.434197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:12.434258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:12.434302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:12.438613] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-05T20:15:12.438956] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-05T20:15:12.439107] [INFO ] [sig       ] ACA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:12.583052] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACA.txt
[2025-12-05T20:15:12.583199] [INFO ] [sig       ] [24/3626] Completed ACA in 0.4s | 2.89 sym/s | Total: 8.3s | ETA: 20.7m
[2025-12-05T20:15:12.583240] [INFO ] [sig       ] [25/3626] Forecasting ACAD...
[2025-12-05T20:15:12.583268] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-05T20:15:12.583298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-05T20:15:12.594923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-05T20:15:12.595208] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-05T20:15:12.596012] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-05T20:15:12.596069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:12.596129] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:12.596165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:12.596227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:12.653059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:12.653888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:12.653969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:12.654002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:12.771731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:12.771886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:12.771926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:12.771970] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:12.775396] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-05T20:15:12.775701] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-05T20:15:12.775831] [INFO ] [sig       ] ACAD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:12.912625] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACAD.txt
[2025-12-05T20:15:12.912761] [INFO ] [sig       ] [25/3626] Completed ACAD in 0.3s | 2.90 sym/s | Total: 8.6s | ETA: 20.7m
[2025-12-05T20:15:12.912800] [INFO ] [sig       ] [26/3626] Forecasting ACB...
[2025-12-05T20:15:12.912830] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-05T20:15:12.912860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-05T20:15:12.923891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2025-12-05T20:15:12.924187] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-05T20:15:12.924973] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-05T20:15:12.925022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:12.925054] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:12.925080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:12.925138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:12.981745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:12.982555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:12.982654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:12.982687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:13.104094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:13.104246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:13.104286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:13.104314] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:13.107678] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=27.30%)
[2025-12-05T20:15:13.107974] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-05T20:15:13.108103] [INFO ] [sig       ] ACB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:13.251709] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACB.txt
[2025-12-05T20:15:13.251929] [INFO ] [sig       ] [26/3626] Completed ACB in 0.3s | 2.90 sym/s | Total: 9.0s | ETA: 20.7m
[2025-12-05T20:15:13.251976] [INFO ] [sig       ] [27/3626] Forecasting ACCO...
[2025-12-05T20:15:13.252007] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-05T20:15:13.252039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-05T20:15:13.264825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-05T20:15:13.265403] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-05T20:15:13.266416] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-05T20:15:13.266469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:13.266544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:13.266597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:13.266660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:13.325806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:13.327115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:13.327222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:13.327283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:13.455505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:13.455874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:13.455928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:13.455957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:13.460239] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: DOWN (p=43.95%)
[2025-12-05T20:15:13.460644] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-05T20:15:13.460834] [INFO ] [sig       ] ACCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:13.602315] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACCO.txt
[2025-12-05T20:15:13.602627] [INFO ] [sig       ] [27/3626] Completed ACCO in 0.4s | 2.90 sym/s | Total: 9.3s | ETA: 20.7m
[2025-12-05T20:15:13.602691] [INFO ] [sig       ] [28/3626] Forecasting ACDC...
[2025-12-05T20:15:13.602733] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-05T20:15:13.602778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-05T20:15:13.616842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2025-12-05T20:15:13.617346] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-05T20:15:13.618295] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-05T20:15:13.618349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:13.618381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:13.618408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:13.618466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:13.676380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:13.677471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:13.677608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:13.677646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:13.791820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:13.792053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:13.792100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:13.792127] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:13.795933] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-05T20:15:13.796239] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-05T20:15:13.796392] [INFO ] [sig       ] ACDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:13.938102] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACDC.txt
[2025-12-05T20:15:13.938298] [INFO ] [sig       ] [28/3626] Completed ACDC in 0.3s | 2.90 sym/s | Total: 9.6s | ETA: 20.7m
[2025-12-05T20:15:13.938342] [INFO ] [sig       ] [29/3626] Forecasting ACEL...
[2025-12-05T20:15:13.938371] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-05T20:15:13.938403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-05T20:15:13.950641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-05T20:15:13.951035] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-05T20:15:13.951978] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-05T20:15:13.952030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:13.952063] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:13.952109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:13.952168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:14.009199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:14.010305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:14.010405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:14.010437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:14.128946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:14.129249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:14.129300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:14.129348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:14.133269] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2025-12-05T20:15:14.133605] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-05T20:15:14.133750] [INFO ] [sig       ] ACEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:14.275350] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACEL.txt
[2025-12-05T20:15:14.275557] [INFO ] [sig       ] [29/3626] Completed ACEL in 0.3s | 2.90 sym/s | Total: 10.0s | ETA: 20.6m
[2025-12-05T20:15:14.275618] [INFO ] [sig       ] [30/3626] Forecasting ACGL...
[2025-12-05T20:15:14.275652] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-05T20:15:14.275685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-05T20:15:14.288462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-05T20:15:14.289011] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-05T20:15:14.289973] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-05T20:15:14.290024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:14.290055] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:14.290081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:14.290138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:14.349411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:14.350567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:14.350687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:14.350731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:14.475135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:14.475365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:14.475416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:14.475505] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:14.480027] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-05T20:15:14.480495] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-05T20:15:14.480684] [INFO ] [sig       ] ACGL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:14.623610] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACGL.txt
[2025-12-05T20:15:14.623808] [INFO ] [sig       ] [30/3626] Completed ACGL in 0.3s | 2.90 sym/s | Total: 10.3s | ETA: 20.6m
[2025-12-05T20:15:14.623858] [INFO ] [sig       ] [31/3626] Forecasting ACGLN...
[2025-12-05T20:15:14.623893] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-05T20:15:14.623925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-05T20:15:14.636895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-05T20:15:14.637375] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-05T20:15:14.638392] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-05T20:15:14.638445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:14.638477] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:14.638502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:14.638560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:14.697130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:14.698294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:14.698403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:14.698436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:14.826166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:14.826393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:14.826441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:14.826470] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:14.830674] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-05T20:15:14.831019] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-05T20:15:14.831174] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:14.975588] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACGLN.txt
[2025-12-05T20:15:14.975770] [INFO ] [sig       ] [31/3626] Completed ACGLN in 0.4s | 2.90 sym/s | Total: 10.7s | ETA: 20.7m
[2025-12-05T20:15:14.975822] [INFO ] [sig       ] [32/3626] Forecasting ACGLO...
[2025-12-05T20:15:14.975853] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-05T20:15:14.975884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-05T20:15:14.989140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2025-12-05T20:15:14.989633] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-05T20:15:14.990519] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-05T20:15:14.990595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:14.990630] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:14.990655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:14.990713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:15.047213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:15.048323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:15.048420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:15.048451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:15.167482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:15.167720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:15.167765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:15.167822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:15.171885] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-05T20:15:15.172250] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-05T20:15:15.172407] [INFO ] [sig       ] ACGLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:15.318810] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACGLO.txt
[2025-12-05T20:15:15.319057] [INFO ] [sig       ] [32/3626] Completed ACGLO in 0.3s | 2.90 sym/s | Total: 11.0s | ETA: 20.6m
[2025-12-05T20:15:15.319111] [INFO ] [sig       ] [33/3626] Forecasting ACHC...
[2025-12-05T20:15:15.319149] [INFO ] [sig       ] Generating forecast for: ACHC
[2025-12-05T20:15:15.319185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2025-12-05T20:15:15.332170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2025-12-05T20:15:15.332818] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2025-12-05T20:15:15.334035] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2025-12-05T20:15:15.334089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:15.334319] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:15.334357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:15.334425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:15.395469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:15.396708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:15.396849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:15.396890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:15.529860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:15.530083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:15.530129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:15.530158] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:15.534203] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2025-12-05T20:15:15.534528] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2025-12-05T20:15:15.534698] [INFO ] [sig       ] ACHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:15.681405] [INFO ] [LOCAL     ] Saved forecast: ACHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACHC.txt
[2025-12-05T20:15:15.681636] [INFO ] [sig       ] [33/3626] Completed ACHC in 0.4s | 2.90 sym/s | Total: 11.4s | ETA: 20.7m
[2025-12-05T20:15:15.681683] [INFO ] [sig       ] [34/3626] Forecasting ACI...
[2025-12-05T20:15:15.681738] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-05T20:15:15.681781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-05T20:15:15.694688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2025-12-05T20:15:15.695065] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-05T20:15:15.696060] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-05T20:15:15.696112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:15.696145] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:15.696171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:15.696229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:15.753899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:15.754913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:15.755011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:15.755047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:15.878245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:15.878487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:15.878534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:15.878563] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:15.882508] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=51.47%)
[2025-12-05T20:15:15.882847] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-05T20:15:15.883003] [INFO ] [sig       ] ACI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:16.028219] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACI.txt
[2025-12-05T20:15:16.028433] [INFO ] [sig       ] [34/3626] Completed ACI in 0.3s | 2.90 sym/s | Total: 11.7s | ETA: 20.7m
[2025-12-05T20:15:16.028474] [INFO ] [sig       ] [35/3626] Forecasting ACIC...
[2025-12-05T20:15:16.028505] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-05T20:15:16.028538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-05T20:15:16.041517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2025-12-05T20:15:16.042035] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-05T20:15:16.042974] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-05T20:15:16.043039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:16.043072] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:16.043098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:16.043154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:16.100828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:16.101957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:16.102058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:16.102091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:16.224923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:16.225190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:16.225236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:16.225263] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:16.229210] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-05T20:15:16.229524] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-05T20:15:16.229684] [INFO ] [sig       ] ACIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:16.370319] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACIC.txt
[2025-12-05T20:15:16.370488] [INFO ] [sig       ] [35/3626] Completed ACIC in 0.3s | 2.90 sym/s | Total: 12.1s | ETA: 20.7m
[2025-12-05T20:15:16.370529] [INFO ] [sig       ] [36/3626] Forecasting ACLS...
[2025-12-05T20:15:16.370558] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-05T20:15:16.370615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-05T20:15:16.383373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-05T20:15:16.383887] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-05T20:15:16.384807] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-05T20:15:16.384860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:16.384894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:16.384920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:16.384976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:16.445810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:16.446857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:16.446954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:16.446988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:16.570710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:16.570878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:16.570920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:16.570965] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:16.574804] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-05T20:15:16.575205] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-05T20:15:16.575357] [INFO ] [sig       ] ACLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:16.721015] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACLS.txt
[2025-12-05T20:15:16.721170] [INFO ] [sig       ] [36/3626] Completed ACLS in 0.4s | 2.90 sym/s | Total: 12.4s | ETA: 20.7m
[2025-12-05T20:15:16.721207] [INFO ] [sig       ] [37/3626] Forecasting ACLX...
[2025-12-05T20:15:16.721238] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-05T20:15:16.721268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-05T20:15:16.731997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-05T20:15:16.732367] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-05T20:15:16.733175] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-05T20:15:16.733227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:16.733256] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:16.733282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:16.733353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:16.791342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:16.792213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:16.792334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:16.792368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:16.915098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:16.915258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:16.915298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:16.915325] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:16.918833] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=49.57%)
[2025-12-05T20:15:16.919134] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-05T20:15:16.919267] [INFO ] [sig       ] ACLX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:17.059771] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACLX.txt
[2025-12-05T20:15:17.059927] [INFO ] [sig       ] [37/3626] Completed ACLX in 0.3s | 2.90 sym/s | Total: 12.8s | ETA: 20.6m
[2025-12-05T20:15:17.059966] [INFO ] [sig       ] [38/3626] Forecasting ACM...
[2025-12-05T20:15:17.059997] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-05T20:15:17.060030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-05T20:15:17.071405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2025-12-05T20:15:17.071753] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-05T20:15:17.072518] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-05T20:15:17.072570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:17.072626] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:17.072652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:17.072709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:17.131919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:17.132787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:17.132872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:17.132906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:17.253153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:17.253313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:17.253355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:17.253383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:17.256778] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=9.24%)
[2025-12-05T20:15:17.257053] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-05T20:15:17.257180] [INFO ] [sig       ] ACM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:17.393599] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACM.txt
[2025-12-05T20:15:17.393729] [INFO ] [sig       ] [38/3626] Completed ACM in 0.3s | 2.90 sym/s | Total: 13.1s | ETA: 20.6m
[2025-12-05T20:15:17.393768] [INFO ] [sig       ] [39/3626] Forecasting ACN...
[2025-12-05T20:15:17.393798] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-05T20:15:17.393828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-05T20:15:17.404481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2025-12-05T20:15:17.404761] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-05T20:15:17.405515] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-05T20:15:17.405566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:17.405625] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:17.405651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:17.405707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:17.467267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:17.468724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:17.468890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:17.468937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:17.594510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:17.594718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:17.594764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:17.594792] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:17.598641] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-05T20:15:17.598952] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-05T20:15:17.599096] [INFO ] [sig       ] ACN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:17.737995] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACN.txt
[2025-12-05T20:15:17.738151] [INFO ] [sig       ] [39/3626] Completed ACN in 0.3s | 2.90 sym/s | Total: 13.4s | ETA: 20.6m
[2025-12-05T20:15:17.738192] [INFO ] [sig       ] [40/3626] Forecasting ACNB...
[2025-12-05T20:15:17.738220] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-05T20:15:17.738252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-05T20:15:17.749746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-05T20:15:17.750118] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-05T20:15:17.750980] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-05T20:15:17.751031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:17.751063] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:17.751089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:17.751159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:17.808874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:17.809618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:17.809702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:17.809734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:17.922046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:17.922206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:17.922248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:17.922276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:17.925801] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=82.87%)
[2025-12-05T20:15:17.926074] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-05T20:15:17.926205] [INFO ] [sig       ] ACNB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:18.066490] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACNB.txt
[2025-12-05T20:15:18.066737] [INFO ] [sig       ] [40/3626] Completed ACNB in 0.3s | 2.90 sym/s | Total: 13.8s | ETA: 20.6m
[2025-12-05T20:15:18.066780] [INFO ] [sig       ] [41/3626] Forecasting ACON...
[2025-12-05T20:15:18.066812] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-05T20:15:18.066845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-05T20:15:18.079090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2025-12-05T20:15:18.079479] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-05T20:15:18.080367] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-05T20:15:18.080419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:18.080451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:18.080478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:18.080535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:18.137370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:18.138515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:18.138628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:18.138665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:18.251493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:18.251744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:18.251792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:18.251820] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:18.256225] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-05T20:15:18.256691] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-05T20:15:18.256865] [INFO ] [sig       ] ACON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:18.406123] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACON.txt
[2025-12-05T20:15:18.406307] [INFO ] [sig       ] [41/3626] Completed ACON in 0.3s | 2.90 sym/s | Total: 14.1s | ETA: 20.6m
[2025-12-05T20:15:18.406347] [INFO ] [sig       ] [42/3626] Forecasting ACP...
[2025-12-05T20:15:18.406382] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-05T20:15:18.406418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-05T20:15:18.419052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2025-12-05T20:15:18.419672] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-05T20:15:18.420560] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-05T20:15:18.420657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:18.420692] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:18.420720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:18.420781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:18.481258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:18.482437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:18.482541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:18.482593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:18.607404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:18.607641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:18.607689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:18.607724] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:18.616242] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-05T20:15:18.616793] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-05T20:15:18.616981] [INFO ] [sig       ] ACP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:18.766198] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACP.txt
[2025-12-05T20:15:18.766388] [INFO ] [sig       ] [42/3626] Completed ACP in 0.4s | 2.90 sym/s | Total: 14.5s | ETA: 20.6m
[2025-12-05T20:15:18.766431] [INFO ] [sig       ] [43/3626] Forecasting ACRE...
[2025-12-05T20:15:18.766460] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-05T20:15:18.766492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-05T20:15:18.779048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-05T20:15:18.779419] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-05T20:15:18.780229] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-05T20:15:18.780280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:18.780311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:18.780336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:18.780393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:18.836403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:18.837403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:18.837495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:18.837528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:18.958058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:18.958234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:18.958279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:18.958309] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:18.962039] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=88.89%)
[2025-12-05T20:15:18.962357] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-05T20:15:18.962506] [INFO ] [sig       ] ACRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:19.104939] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACRE.txt
[2025-12-05T20:15:19.105110] [INFO ] [sig       ] [43/3626] Completed ACRE in 0.3s | 2.90 sym/s | Total: 14.8s | ETA: 20.6m
[2025-12-05T20:15:19.105150] [INFO ] [sig       ] [44/3626] Forecasting ACRS...
[2025-12-05T20:15:19.105181] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-05T20:15:19.105211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-05T20:15:19.116540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-05T20:15:19.116907] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-05T20:15:19.117723] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-05T20:15:19.117773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:19.117863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:19.117891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:19.117947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:19.175723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:19.176656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:19.176754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:19.176802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:19.294551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:19.294721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:19.294761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:19.294789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:19.298217] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2025-12-05T20:15:19.298541] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-05T20:15:19.298699] [INFO ] [sig       ] ACRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:19.440444] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACRS.txt
[2025-12-05T20:15:19.440685] [INFO ] [sig       ] [44/3626] Completed ACRS in 0.3s | 2.90 sym/s | Total: 15.2s | ETA: 20.6m
[2025-12-05T20:15:19.440736] [INFO ] [sig       ] [45/3626] Forecasting ACTG...
[2025-12-05T20:15:19.440767] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-05T20:15:19.440801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-05T20:15:19.453487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-05T20:15:19.454054] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-05T20:15:19.455000] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-05T20:15:19.455054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:19.455088] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:19.455116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:19.455177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:19.514960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:19.516105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:19.516204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:19.516240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:19.642287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:19.642509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:19.642559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:19.642611] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:19.646855] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-05T20:15:19.647249] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-05T20:15:19.647403] [INFO ] [sig       ] ACTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:19.800967] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACTG.txt
[2025-12-05T20:15:19.801219] [INFO ] [sig       ] [45/3626] Completed ACTG in 0.4s | 2.90 sym/s | Total: 15.5s | ETA: 20.6m
[2025-12-05T20:15:19.801272] [INFO ] [sig       ] [46/3626] Forecasting ACVA...
[2025-12-05T20:15:19.801302] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-05T20:15:19.801337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-05T20:15:19.816247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2025-12-05T20:15:19.816694] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-05T20:15:19.817710] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-05T20:15:19.817770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:19.817840] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:19.817878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:19.817955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:19.878260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:19.879250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:19.879345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:19.879379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:19.996636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:19.996798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:19.996839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:19.996868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:20.000356] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-05T20:15:20.000672] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-05T20:15:20.000815] [INFO ] [sig       ] ACVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:20.161885] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACVA.txt
[2025-12-05T20:15:20.162055] [INFO ] [sig       ] [46/3626] Completed ACVA in 0.4s | 2.90 sym/s | Total: 15.9s | ETA: 20.6m
[2025-12-05T20:15:20.162097] [INFO ] [sig       ] [47/3626] Forecasting ACWI...
[2025-12-05T20:15:20.162128] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-05T20:15:20.162161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-05T20:15:20.173435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-05T20:15:20.173745] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-05T20:15:20.174538] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-05T20:15:20.174613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:20.174648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:20.174677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:20.174738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:20.232147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:20.232872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:20.232959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:20.232993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:20.363818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:20.363992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:20.364035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:20.364101] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:20.367612] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=20.82%)
[2025-12-05T20:15:20.367930] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-05T20:15:20.368063] [INFO ] [sig       ] ACWI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:20.507085] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACWI.txt
[2025-12-05T20:15:20.507248] [INFO ] [sig       ] [47/3626] Completed ACWI in 0.3s | 2.90 sym/s | Total: 16.2s | ETA: 20.6m
[2025-12-05T20:15:20.507290] [INFO ] [sig       ] [48/3626] Forecasting ACWX...
[2025-12-05T20:15:20.507322] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-05T20:15:20.507352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-05T20:15:20.518948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-05T20:15:20.519262] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-05T20:15:20.520093] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-05T20:15:20.520143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:20.520173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:20.520199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:20.520258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:20.576373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:20.577061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:20.577140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:20.577171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:20.703680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:20.703853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:20.703894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:20.703923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:20.707280] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-05T20:15:20.707545] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-05T20:15:20.707691] [INFO ] [sig       ] ACWX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:20.848618] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ACWX.txt
[2025-12-05T20:15:20.848852] [INFO ] [sig       ] [48/3626] Completed ACWX in 0.3s | 2.90 sym/s | Total: 16.6s | ETA: 20.6m
[2025-12-05T20:15:20.848896] [INFO ] [sig       ] [49/3626] Forecasting ACXP...
[2025-12-05T20:15:20.848928] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-05T20:15:20.848962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-05T20:15:20.861564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2025-12-05T20:15:20.862124] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-05T20:15:20.863155] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-05T20:15:20.863221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:20.863263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:20.863300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:20.863368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:20.922841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:20.923980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:20.924122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:20.924158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:21.041512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:21.041768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:21.041814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:21.041843] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:21.045564] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-05T20:15:21.045892] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-05T20:15:21.046036] [INFO ] [sig       ] ACXP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:21.185982] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ACXP.txt
[2025-12-05T20:15:21.186186] [INFO ] [sig       ] [49/3626] Completed ACXP in 0.3s | 2.90 sym/s | Total: 16.9s | ETA: 20.6m
[2025-12-05T20:15:21.186230] [INFO ] [sig       ] [50/3626] Forecasting ADBE...
[2025-12-05T20:15:21.186259] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-05T20:15:21.186293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-05T20:15:21.198353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-05T20:15:21.198804] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-05T20:15:21.199704] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-05T20:15:21.199754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:21.199785] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:21.199810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:21.199866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:21.260435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:21.261834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:21.261940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:21.261973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:21.387288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:21.387521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:21.387587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:21.387621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:21.391456] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-05T20:15:21.391776] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-05T20:15:21.391930] [INFO ] [sig       ] ADBE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:21.534416] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ADBE.txt
[2025-12-05T20:15:21.534637] [INFO ] [sig       ] [50/3626] Completed ADBE in 0.3s | 2.90 sym/s | Total: 17.2s | ETA: 20.6m
[2025-12-05T20:15:21.534683] [INFO ] [sig       ] [51/3626] Forecasting ADC...
[2025-12-05T20:15:21.534713] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-05T20:15:21.534745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-05T20:15:21.547218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2025-12-05T20:15:21.547778] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-05T20:15:21.548831] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-05T20:15:21.548886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:21.548921] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:21.548948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:21.549008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:21.608936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:21.610068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:21.610167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:21.610203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:21.732150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:21.732381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:21.732432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:21.732461] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:21.736546] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-12-05T20:15:21.736899] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-05T20:15:21.737057] [INFO ] [sig       ] ADC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:21.879349] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADC.txt
[2025-12-05T20:15:21.879587] [INFO ] [sig       ] [51/3626] Completed ADC in 0.3s | 2.90 sym/s | Total: 17.6s | ETA: 20.6m
[2025-12-05T20:15:21.879634] [INFO ] [sig       ] [52/3626] Forecasting ADEA...
[2025-12-05T20:15:21.879663] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-05T20:15:21.879696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-05T20:15:21.892190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-05T20:15:21.892684] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-05T20:15:21.893553] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-05T20:15:21.893627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:21.893659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:21.893686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:21.893744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:21.951642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:21.952815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:21.952917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:21.952950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:22.074557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:22.074822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:22.074869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:22.074896] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:22.078989] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-05T20:15:22.079333] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-05T20:15:22.079493] [INFO ] [sig       ] ADEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:22.223141] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ADEA.txt
[2025-12-05T20:15:22.223345] [INFO ] [sig       ] [52/3626] Completed ADEA in 0.3s | 2.90 sym/s | Total: 17.9s | ETA: 20.5m
[2025-12-05T20:15:22.223384] [INFO ] [sig       ] [53/3626] Forecasting ADI...
[2025-12-05T20:15:22.223415] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-05T20:15:22.223446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-05T20:15:22.235633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-05T20:15:22.236047] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-05T20:15:22.236984] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-05T20:15:22.237035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:22.237090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:22.237126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:22.237198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:22.299702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:22.300823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:22.300926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:22.300958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:22.432804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:22.433045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:22.433092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:22.433120] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:22.438011] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-05T20:15:22.438404] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-05T20:15:22.438592] [INFO ] [sig       ] ADI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:22.587956] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADI.txt
[2025-12-05T20:15:22.588116] [INFO ] [sig       ] [53/3626] Completed ADI in 0.4s | 2.90 sym/s | Total: 18.3s | ETA: 20.6m
[2025-12-05T20:15:22.588156] [INFO ] [sig       ] [54/3626] Forecasting ADM...
[2025-12-05T20:15:22.588187] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-05T20:15:22.588216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-05T20:15:22.599077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-05T20:15:22.599347] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-05T20:15:22.600151] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-05T20:15:22.600201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:22.600231] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:22.600258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:22.600314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:22.656491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:22.657177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:22.657282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:22.657315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:22.779118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:22.779406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:22.779474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:22.779522] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:22.786185] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-05T20:15:22.786836] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-05T20:15:22.787082] [INFO ] [sig       ] ADM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:22.944454] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADM.txt
[2025-12-05T20:15:22.944687] [INFO ] [sig       ] [54/3626] Completed ADM in 0.4s | 2.89 sym/s | Total: 18.7s | ETA: 20.6m
[2025-12-05T20:15:22.944732] [INFO ] [sig       ] [55/3626] Forecasting ADMA...
[2025-12-05T20:15:22.944766] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-05T20:15:22.944798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-05T20:15:22.958073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2025-12-05T20:15:22.958769] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-05T20:15:22.959741] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-05T20:15:22.959797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:22.959831] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:22.959858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:22.959917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:23.018476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:23.019630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:23.019733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:23.019767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:23.144140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:23.144380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:23.144427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:23.144456] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:23.148544] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-05T20:15:23.149103] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-05T20:15:23.149306] [INFO ] [sig       ] ADMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:23.302339] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADMA.txt
[2025-12-05T20:15:23.302544] [INFO ] [sig       ] [55/3626] Completed ADMA in 0.4s | 2.89 sym/s | Total: 19.0s | ETA: 20.6m
[2025-12-05T20:15:23.302610] [INFO ] [sig       ] [56/3626] Forecasting ADP...
[2025-12-05T20:15:23.302641] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-05T20:15:23.302672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-05T20:15:23.315271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-05T20:15:23.315627] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-05T20:15:23.316437] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-05T20:15:23.316490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:23.316524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:23.316551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:23.316629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:23.372368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:23.372994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:23.373073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:23.373104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:23.494424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:23.494614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:23.494657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:23.494688] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:23.498168] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-05T20:15:23.498452] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-05T20:15:23.498603] [INFO ] [sig       ] ADP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:23.637567] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADP.txt
[2025-12-05T20:15:23.637723] [INFO ] [sig       ] [56/3626] Completed ADP in 0.3s | 2.89 sym/s | Total: 19.3s | ETA: 20.6m
[2025-12-05T20:15:23.637765] [INFO ] [sig       ] [57/3626] Forecasting ADSE...
[2025-12-05T20:15:23.637821] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-05T20:15:23.637859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-05T20:15:23.651825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-05T20:15:23.652494] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-05T20:15:23.653672] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-05T20:15:23.653758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:23.653796] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:23.653824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:23.653898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:23.714160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:23.715512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:23.715667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:23.715703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:23.848517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:23.848787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:23.848840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:23.848871] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:23.853283] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-05T20:15:23.853844] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-05T20:15:23.854031] [INFO ] [sig       ] ADSE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:24.010152] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ADSE.txt
[2025-12-05T20:15:24.010443] [INFO ] [sig       ] [57/3626] Completed ADSE in 0.4s | 2.89 sym/s | Total: 19.7s | ETA: 20.6m
[2025-12-05T20:15:24.010489] [INFO ] [sig       ] [58/3626] Forecasting ADSK...
[2025-12-05T20:15:24.010521] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-05T20:15:24.010554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-05T20:15:24.024413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2025-12-05T20:15:24.025075] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-05T20:15:24.026186] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-05T20:15:24.026252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:24.026286] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:24.026333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:24.026395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:24.085179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:24.086410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:24.086535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:24.086568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:24.221088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:24.221337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:24.221384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:24.221413] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:24.225736] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-05T20:15:24.226243] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-05T20:15:24.226436] [INFO ] [sig       ] ADSK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:24.383120] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADSK.txt
[2025-12-05T20:15:24.383340] [INFO ] [sig       ] [58/3626] Completed ADSK in 0.4s | 2.89 sym/s | Total: 20.1s | ETA: 20.6m
[2025-12-05T20:15:24.383385] [INFO ] [sig       ] [59/3626] Forecasting ADTN...
[2025-12-05T20:15:24.383415] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-05T20:15:24.383448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-05T20:15:24.395867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-05T20:15:24.396339] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-05T20:15:24.397279] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-05T20:15:24.397332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:24.397364] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:24.397390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:24.397447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:24.456130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:24.457307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:24.457437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:24.457473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:24.582107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:24.582330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:24.582375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:24.582403] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:24.586909] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-05T20:15:24.587295] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-05T20:15:24.587452] [INFO ] [sig       ] ADTN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:24.735933] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ADTN.txt
[2025-12-05T20:15:24.736159] [INFO ] [sig       ] [59/3626] Completed ADTN in 0.4s | 2.89 sym/s | Total: 20.4s | ETA: 20.6m
[2025-12-05T20:15:24.736206] [INFO ] [sig       ] [60/3626] Forecasting ADTX...
[2025-12-05T20:15:24.736236] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-05T20:15:24.736269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-05T20:15:24.748472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-05T20:15:24.748873] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-05T20:15:24.749748] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-05T20:15:24.749798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:24.749830] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:24.749857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:24.749914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:24.811370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:24.812701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:24.812801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:24.812834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:24.924171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:24.924400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:24.924447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:24.924505] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:24.928567] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=31.96%)
[2025-12-05T20:15:24.928932] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-05T20:15:24.929086] [INFO ] [sig       ] ADTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:25.071662] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ADTX.txt
[2025-12-05T20:15:25.071902] [INFO ] [sig       ] [60/3626] Completed ADTX in 0.3s | 2.89 sym/s | Total: 20.8s | ETA: 20.6m
[2025-12-05T20:15:25.071954] [INFO ] [sig       ] [61/3626] Forecasting ADUS...
[2025-12-05T20:15:25.071987] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-05T20:15:25.072021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-05T20:15:25.084888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2025-12-05T20:15:25.085353] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-05T20:15:25.086345] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-05T20:15:25.086399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:25.086472] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:25.086501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:25.086562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:25.144739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:25.145854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:25.145951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:25.145984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:25.269656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:25.269890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:25.269936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:25.269964] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:25.273830] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=61.14%)
[2025-12-05T20:15:25.274182] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-05T20:15:25.274339] [INFO ] [sig       ] ADUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:25.418982] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADUS.txt
[2025-12-05T20:15:25.419186] [INFO ] [sig       ] [61/3626] Completed ADUS in 0.3s | 2.89 sym/s | Total: 21.1s | ETA: 20.6m
[2025-12-05T20:15:25.419230] [INFO ] [sig       ] [62/3626] Forecasting ADVM...
[2025-12-05T20:15:25.419258] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-12-05T20:15:25.419289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-12-05T20:15:25.432429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-12-05T20:15:25.432986] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-12-05T20:15:25.433940] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-12-05T20:15:25.433992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:25.434025] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:25.434052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:25.434113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:25.507196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:25.508382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:25.508483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:25.508542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:25.654988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:25.655260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:25.655323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:25.655356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:25.660189] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-05T20:15:25.660629] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-12-05T20:15:25.660819] [INFO ] [sig       ] ADVM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:25.816339] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADVM.txt
[2025-12-05T20:15:25.816603] [INFO ] [sig       ] [62/3626] Completed ADVM in 0.4s | 2.88 sym/s | Total: 21.5s | ETA: 20.6m
[2025-12-05T20:15:25.816661] [INFO ] [sig       ] [63/3626] Forecasting ADX...
[2025-12-05T20:15:25.816698] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-05T20:15:25.816741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-05T20:15:25.829720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-05T20:15:25.830117] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-05T20:15:25.830963] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-05T20:15:25.831014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:25.831046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:25.831072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:25.831127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:25.898009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:25.898920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:25.899012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:25.899046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:26.020306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:26.020474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:26.020516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:26.020544] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:26.024078] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-05T20:15:26.024403] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-05T20:15:26.024554] [INFO ] [sig       ] ADX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:26.169606] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ADX.txt
[2025-12-05T20:15:26.169770] [INFO ] [sig       ] [63/3626] Completed ADX in 0.4s | 2.88 sym/s | Total: 21.9s | ETA: 20.6m
[2025-12-05T20:15:26.169809] [INFO ] [sig       ] [64/3626] Forecasting AEE...
[2025-12-05T20:15:26.169840] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-05T20:15:26.169871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-05T20:15:26.181050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-05T20:15:26.181409] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-05T20:15:26.182191] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-05T20:15:26.182241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:26.182271] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:26.182312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:26.182368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:26.240184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:26.241086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:26.241171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:26.241206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:26.364842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:26.365010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:26.365051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:26.365116] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:26.368598] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-05T20:15:26.368873] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-05T20:15:26.369002] [INFO ] [sig       ] AEE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:26.507102] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEE.txt
[2025-12-05T20:15:26.507270] [INFO ] [sig       ] [64/3626] Completed AEE in 0.3s | 2.88 sym/s | Total: 22.2s | ETA: 20.6m
[2025-12-05T20:15:26.507309] [INFO ] [sig       ] [65/3626] Forecasting AEFC...
[2025-12-05T20:15:26.507341] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-05T20:15:26.507371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-05T20:15:26.518271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-05T20:15:26.518629] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-05T20:15:26.519400] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-05T20:15:26.519454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:26.519485] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:26.519511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:26.519591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:26.575683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:26.576515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:26.576617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:26.576651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:26.695869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:26.696029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:26.696069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:26.696097] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:26.699500] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=6.70%)
[2025-12-05T20:15:26.699786] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-05T20:15:26.699914] [INFO ] [sig       ] AEFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:26.836282] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AEFC.txt
[2025-12-05T20:15:26.836405] [INFO ] [sig       ] [65/3626] Completed AEFC in 0.3s | 2.88 sym/s | Total: 22.5s | ETA: 20.6m
[2025-12-05T20:15:26.836442] [INFO ] [sig       ] [66/3626] Forecasting AEG...
[2025-12-05T20:15:26.836472] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-05T20:15:26.836501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-05T20:15:26.847916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-05T20:15:26.848240] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-05T20:15:26.849070] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-05T20:15:26.849120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:26.849151] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:26.849176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:26.849232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:26.907313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:26.908521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:26.908637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:26.908673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:27.032754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:27.033015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:27.033067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:27.033098] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:27.037112] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-12-05T20:15:27.037430] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-05T20:15:27.037600] [INFO ] [sig       ] AEG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:27.179166] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AEG.txt
[2025-12-05T20:15:27.179390] [INFO ] [sig       ] [66/3626] Completed AEG in 0.3s | 2.88 sym/s | Total: 22.9s | ETA: 20.6m
[2025-12-05T20:15:27.179435] [INFO ] [sig       ] [67/3626] Forecasting AEHL...
[2025-12-05T20:15:27.179465] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-05T20:15:27.179499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-05T20:15:27.195166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-05T20:15:27.195642] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-05T20:15:27.196594] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-05T20:15:27.196647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:27.196680] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:27.196705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:27.196762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:27.255705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:27.256895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:27.257054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:27.257089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:27.384345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:27.384645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:27.384704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:27.384746] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:27.388898] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=94.68%)
[2025-12-05T20:15:27.389226] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-05T20:15:27.389384] [INFO ] [sig       ] AEHL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:27.532655] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEHL.txt
[2025-12-05T20:15:27.532861] [INFO ] [sig       ] [67/3626] Completed AEHL in 0.4s | 2.88 sym/s | Total: 23.2s | ETA: 20.6m
[2025-12-05T20:15:27.532904] [INFO ] [sig       ] [68/3626] Forecasting AEI...
[2025-12-05T20:15:27.532934] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-05T20:15:27.532971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-05T20:15:27.546306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-05T20:15:27.546757] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-05T20:15:27.547781] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-05T20:15:27.547860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:27.547894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:27.547921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:27.547980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:27.605944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:27.607156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:27.607260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:27.607294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:27.726527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:27.726770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:27.726818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:27.726848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:27.730828] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-12-05T20:15:27.731143] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-05T20:15:27.731286] [INFO ] [sig       ] AEI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:27.871815] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AEI.txt
[2025-12-05T20:15:27.872037] [INFO ] [sig       ] [68/3626] Completed AEI in 0.3s | 2.88 sym/s | Total: 23.6s | ETA: 20.6m
[2025-12-05T20:15:27.872082] [INFO ] [sig       ] [69/3626] Forecasting AEIS...
[2025-12-05T20:15:27.872113] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-05T20:15:27.872146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-05T20:15:27.884761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2025-12-05T20:15:27.885361] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-05T20:15:27.886299] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-05T20:15:27.886352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:27.886385] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:27.886411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:27.886470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:27.944628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:27.945713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:27.945811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:27.945845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:28.067054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:28.067288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:28.067333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:28.067360] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:28.071207] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-05T20:15:28.071543] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-05T20:15:28.071700] [INFO ] [sig       ] AEIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:28.216372] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AEIS.txt
[2025-12-05T20:15:28.216611] [INFO ] [sig       ] [69/3626] Completed AEIS in 0.3s | 2.88 sym/s | Total: 23.9s | ETA: 20.6m
[2025-12-05T20:15:28.216690] [INFO ] [sig       ] [70/3626] Forecasting AEM...
[2025-12-05T20:15:28.216723] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-05T20:15:28.216754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-05T20:15:28.230353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-05T20:15:28.230967] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-05T20:15:28.231979] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-05T20:15:28.232036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:28.232071] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:28.232097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:28.232156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:28.297751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:28.299117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:28.299227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:28.299270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:28.427132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:28.427355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:28.427399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:28.427428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:28.431214] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=76.52%)
[2025-12-05T20:15:28.431520] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-05T20:15:28.431789] [INFO ] [sig       ] AEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:28.571054] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEM.txt
[2025-12-05T20:15:28.571273] [INFO ] [sig       ] [70/3626] Completed AEM in 0.4s | 2.88 sym/s | Total: 24.3s | ETA: 20.6m
[2025-12-05T20:15:28.571318] [INFO ] [sig       ] [71/3626] Forecasting AEMD...
[2025-12-05T20:15:28.571350] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-05T20:15:28.571382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-05T20:15:28.584331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-05T20:15:28.584866] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-05T20:15:28.585757] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-05T20:15:28.585808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:28.585840] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:28.585867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:28.585925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:28.643910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:28.644989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:28.645126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:28.645161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:28.769752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:28.769980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:28.770026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:28.770055] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:28.774196] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2025-12-05T20:15:28.774655] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-05T20:15:28.774826] [INFO ] [sig       ] AEMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:28.918376] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEMD.txt
[2025-12-05T20:15:28.918677] [INFO ] [sig       ] [71/3626] Completed AEMD in 0.3s | 2.88 sym/s | Total: 24.6s | ETA: 20.6m
[2025-12-05T20:15:28.918732] [INFO ] [sig       ] [72/3626] Forecasting AEO...
[2025-12-05T20:15:28.918764] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-05T20:15:28.918800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-05T20:15:28.932760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-05T20:15:28.933356] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-05T20:15:28.934450] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-05T20:15:28.934506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:28.934539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:28.934565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:28.934646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:28.993606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:28.994818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:28.994936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:28.994978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:29.130683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:29.130914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:29.130962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:29.130991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:29.135235] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-05T20:15:29.135758] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-05T20:15:29.135946] [INFO ] [sig       ] AEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:29.284543] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEO.txt
[2025-12-05T20:15:29.284765] [INFO ] [sig       ] [72/3626] Completed AEO in 0.4s | 2.88 sym/s | Total: 25.0s | ETA: 20.6m
[2025-12-05T20:15:29.284810] [INFO ] [sig       ] [73/3626] Forecasting AEP...
[2025-12-05T20:15:29.284838] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-05T20:15:29.284870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-05T20:15:29.306386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-05T20:15:29.307149] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-05T20:15:29.308343] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-05T20:15:29.308398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:29.308432] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:29.308459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:29.308518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:29.368783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:29.369992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:29.370110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:29.370146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:29.513097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:29.513274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:29.513315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:29.513343] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:29.516738] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2025-12-05T20:15:29.517012] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-05T20:15:29.517143] [INFO ] [sig       ] AEP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:29.665018] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEP.txt
[2025-12-05T20:15:29.665189] [INFO ] [sig       ] [73/3626] Completed AEP in 0.4s | 2.88 sym/s | Total: 25.4s | ETA: 20.6m
[2025-12-05T20:15:29.665232] [INFO ] [sig       ] [74/3626] Forecasting AES...
[2025-12-05T20:15:29.665262] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-05T20:15:29.665292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-05T20:15:29.681250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2025-12-05T20:15:29.681628] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-05T20:15:29.682439] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-05T20:15:29.682491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:29.682526] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:29.682559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:29.682649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:29.748094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:29.749511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:29.749676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:29.749713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:29.882900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:29.883146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:29.883206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:29.883247] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:29.888443] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-05T20:15:29.889069] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-05T20:15:29.889316] [INFO ] [sig       ] AES: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:30.042458] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AES.txt
[2025-12-05T20:15:30.042759] [INFO ] [sig       ] [74/3626] Completed AES in 0.4s | 2.87 sym/s | Total: 25.8s | ETA: 20.6m
[2025-12-05T20:15:30.042816] [INFO ] [sig       ] [75/3626] Forecasting AESI...
[2025-12-05T20:15:30.042850] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-05T20:15:30.042885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-05T20:15:30.055719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-05T20:15:30.056125] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-05T20:15:30.056932] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-05T20:15:30.056983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:30.057015] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:30.057042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:30.057098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:30.113281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:30.114027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:30.114110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:30.114141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:30.228463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:30.228643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:30.228686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:30.228713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:30.232052] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-05T20:15:30.232323] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-05T20:15:30.232449] [INFO ] [sig       ] AESI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:30.372047] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AESI.txt
[2025-12-05T20:15:30.372176] [INFO ] [sig       ] [75/3626] Completed AESI in 0.3s | 2.88 sym/s | Total: 26.1s | ETA: 20.6m
[2025-12-05T20:15:30.372216] [INFO ] [sig       ] [76/3626] Forecasting AEVA...
[2025-12-05T20:15:30.372244] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-05T20:15:30.372274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-05T20:15:30.385423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-05T20:15:30.386073] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-05T20:15:30.387116] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-05T20:15:30.387178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:30.387214] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:30.387244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:30.387306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:30.447157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:30.448389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:30.448519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:30.448554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:30.577394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:30.577643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:30.577689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:30.577718] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:30.581745] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-05T20:15:30.582182] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-05T20:15:30.582354] [INFO ] [sig       ] AEVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:30.732190] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AEVA.txt
[2025-12-05T20:15:30.732403] [INFO ] [sig       ] [76/3626] Completed AEVA in 0.4s | 2.87 sym/s | Total: 26.4s | ETA: 20.6m
[2025-12-05T20:15:30.732448] [INFO ] [sig       ] [77/3626] Forecasting AEYE...
[2025-12-05T20:15:30.732477] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-05T20:15:30.732509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-05T20:15:30.746219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-05T20:15:30.746811] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-05T20:15:30.747765] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-05T20:15:30.747840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:30.747899] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:30.747929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:30.747997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:30.813003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:30.814307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:30.814427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:30.814462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:30.949243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:30.949487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:30.949533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:30.949565] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:30.953746] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-12-05T20:15:30.954183] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-05T20:15:30.954365] [INFO ] [sig       ] AEYE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:31.103784] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AEYE.txt
[2025-12-05T20:15:31.103984] [INFO ] [sig       ] [77/3626] Completed AEYE in 0.4s | 2.87 sym/s | Total: 26.8s | ETA: 20.6m
[2025-12-05T20:15:31.104027] [INFO ] [sig       ] [78/3626] Forecasting AFB...
[2025-12-05T20:15:31.104056] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-05T20:15:31.104102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-05T20:15:31.116952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2025-12-05T20:15:31.117520] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-05T20:15:31.118551] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-05T20:15:31.118626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:31.118696] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:31.118726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:31.118785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:31.176657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:31.177810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:31.177953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:31.177986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:31.310911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:31.311218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:31.311292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:31.311323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:31.315696] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2025-12-05T20:15:31.316179] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-05T20:15:31.316363] [INFO ] [sig       ] AFB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:31.463487] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AFB.txt
[2025-12-05T20:15:31.463682] [INFO ] [sig       ] [78/3626] Completed AFB in 0.4s | 2.87 sym/s | Total: 27.2s | ETA: 20.6m
[2025-12-05T20:15:31.463728] [INFO ] [sig       ] [79/3626] Forecasting AFCG...
[2025-12-05T20:15:31.463757] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-05T20:15:31.463787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-05T20:15:31.475024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-05T20:15:31.475381] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-05T20:15:31.476186] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-05T20:15:31.476237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:31.476269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:31.476295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:31.476351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:31.532715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:31.533594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:31.533686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:31.533720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:31.655304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:31.655483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:31.655533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:31.655588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:31.659090] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-05T20:15:31.659357] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-05T20:15:31.659482] [INFO ] [sig       ] AFCG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:31.797007] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AFCG.txt
[2025-12-05T20:15:31.797141] [INFO ] [sig       ] [79/3626] Completed AFCG in 0.3s | 2.87 sym/s | Total: 27.5s | ETA: 20.6m
[2025-12-05T20:15:31.797180] [INFO ] [sig       ] [80/3626] Forecasting AFG...
[2025-12-05T20:15:31.797209] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-05T20:15:31.797238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-05T20:15:31.809229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-05T20:15:31.809637] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-05T20:15:31.810545] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-05T20:15:31.810621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:31.810656] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:31.810684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:31.810742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:31.869484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:31.870317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:31.870401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:31.870435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:31.989875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:31.990025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:31.990064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:31.990091] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:31.993525] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-05T20:15:31.993836] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-05T20:15:31.993974] [INFO ] [sig       ] AFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:32.129399] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AFG.txt
[2025-12-05T20:15:32.129529] [INFO ] [sig       ] [80/3626] Completed AFG in 0.3s | 2.87 sym/s | Total: 27.8s | ETA: 20.6m
[2025-12-05T20:15:32.129590] [INFO ] [sig       ] [81/3626] Forecasting AFGC...
[2025-12-05T20:15:32.129622] [INFO ] [sig       ] Generating forecast for: AFGC
[2025-12-05T20:15:32.129652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2025-12-05T20:15:32.141076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2025-12-05T20:15:32.141453] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2025-12-05T20:15:32.142267] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2025-12-05T20:15:32.142318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:32.142350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:32.142376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:32.142431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:32.198752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:32.199421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:32.199504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:32.199535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:32.306956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:32.307091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:32.307130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:32.307193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:32.310565] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-05T20:15:32.310857] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2025-12-05T20:15:32.310988] [INFO ] [sig       ] AFGC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:32.448978] [INFO ] [LOCAL     ] Saved forecast: AFGC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AFGC.txt
[2025-12-05T20:15:32.449104] [INFO ] [sig       ] [81/3626] Completed AFGC in 0.3s | 2.88 sym/s | Total: 28.2s | ETA: 20.5m
[2025-12-05T20:15:32.449145] [INFO ] [sig       ] [82/3626] Forecasting AFL...
[2025-12-05T20:15:32.449174] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-05T20:15:32.449203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-05T20:15:32.464929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-05T20:15:32.465417] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-05T20:15:32.466517] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-05T20:15:32.466601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:32.466650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:32.466690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:32.466773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:32.532220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:32.533158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:32.533248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:32.533284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:32.649622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:32.649790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:32.649832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:32.649861] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:32.653246] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=37.88%)
[2025-12-05T20:15:32.653514] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-05T20:15:32.653670] [INFO ] [sig       ] AFL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:32.794182] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AFL.txt
[2025-12-05T20:15:32.794322] [INFO ] [sig       ] [82/3626] Completed AFL in 0.3s | 2.88 sym/s | Total: 28.5s | ETA: 20.5m
[2025-12-05T20:15:32.794361] [INFO ] [sig       ] [83/3626] Forecasting AFRI...
[2025-12-05T20:15:32.794390] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-05T20:15:32.794425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-05T20:15:32.804673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2025-12-05T20:15:32.805076] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-05T20:15:32.805896] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-05T20:15:32.805947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:32.805979] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:32.806006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:32.806064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:32.866484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:32.867744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:32.867878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:32.867916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:32.964493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:32.964672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:32.964714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:32.964742] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:32.968172] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: UP (p=71.08%)
[2025-12-05T20:15:32.968444] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-05T20:15:32.968591] [INFO ] [sig       ] AFRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:33.111695] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AFRI.txt
[2025-12-05T20:15:33.111889] [INFO ] [sig       ] [83/3626] Completed AFRI in 0.3s | 2.88 sym/s | Total: 28.8s | ETA: 20.5m
[2025-12-05T20:15:33.111930] [INFO ] [sig       ] [84/3626] Forecasting AFRM...
[2025-12-05T20:15:33.111959] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-05T20:15:33.111992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-05T20:15:33.123751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2025-12-05T20:15:33.124157] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-05T20:15:33.125081] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-05T20:15:33.125133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:33.125168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:33.125195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:33.125260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:33.184216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:33.185268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:33.185363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:33.185398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:33.309483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:33.309664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:33.309708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:33.309750] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:33.313285] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2025-12-05T20:15:33.313564] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-05T20:15:33.313723] [INFO ] [sig       ] AFRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:33.454282] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AFRM.txt
[2025-12-05T20:15:33.454419] [INFO ] [sig       ] [84/3626] Completed AFRM in 0.3s | 2.88 sym/s | Total: 29.2s | ETA: 20.5m
[2025-12-05T20:15:33.454457] [INFO ] [sig       ] [85/3626] Forecasting AFYA...
[2025-12-05T20:15:33.454487] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-05T20:15:33.454516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-05T20:15:33.466097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-05T20:15:33.466494] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-05T20:15:33.467301] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-05T20:15:33.467351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:33.467383] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:33.467409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:33.467464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:33.524995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:33.525932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:33.526020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:33.526053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:33.651336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:33.651512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:33.651554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:33.651600] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:33.655231] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-05T20:15:33.655529] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-05T20:15:33.655688] [INFO ] [sig       ] AFYA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:33.792915] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AFYA.txt
[2025-12-05T20:15:33.793081] [INFO ] [sig       ] [85/3626] Completed AFYA in 0.3s | 2.88 sym/s | Total: 29.5s | ETA: 20.5m
[2025-12-05T20:15:33.793122] [INFO ] [sig       ] [86/3626] Forecasting AG...
[2025-12-05T20:15:33.793151] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-05T20:15:33.793183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-05T20:15:33.803888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-05T20:15:33.804228] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-05T20:15:33.805034] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-05T20:15:33.805085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:33.805117] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:33.805144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:33.805202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:33.863336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:33.864237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:33.864322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:33.864372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:33.988768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:33.989003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:33.989057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:33.989087] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:33.993224] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=72.33%)
[2025-12-05T20:15:33.993566] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-05T20:15:33.993751] [INFO ] [sig       ] AG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:34.133727] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AG.txt
[2025-12-05T20:15:34.133947] [INFO ] [sig       ] [86/3626] Completed AG in 0.3s | 2.88 sym/s | Total: 29.8s | ETA: 20.5m
[2025-12-05T20:15:34.133992] [INFO ] [sig       ] [87/3626] Forecasting AGCO...
[2025-12-05T20:15:34.134023] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-05T20:15:34.134057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-05T20:15:34.240140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-05T20:15:34.240493] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-05T20:15:34.241323] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-05T20:15:34.241377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:34.241410] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:34.241438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:34.241497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:34.302360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:34.303607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:34.303722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:34.303769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:34.430624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:34.430802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:34.430846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:34.430875] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:34.434380] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2025-12-05T20:15:34.434684] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-05T20:15:34.434816] [INFO ] [sig       ] AGCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:34.574110] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGCO.txt
[2025-12-05T20:15:34.574283] [INFO ] [sig       ] [87/3626] Completed AGCO in 0.4s | 2.87 sym/s | Total: 30.3s | ETA: 20.5m
[2025-12-05T20:15:34.574326] [INFO ] [sig       ] [88/3626] Forecasting AGD...
[2025-12-05T20:15:34.574358] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-05T20:15:34.574390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-05T20:15:34.586114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-05T20:15:34.586462] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-05T20:15:34.587267] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-05T20:15:34.587319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:34.587350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:34.587392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:34.587448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:34.643478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:34.644490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:34.644637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:34.644674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:34.783836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:34.784069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:34.784120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:34.784151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:34.788782] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-05T20:15:34.789161] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-05T20:15:34.789319] [INFO ] [sig       ] AGD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:34.929699] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGD.txt
[2025-12-05T20:15:34.929917] [INFO ] [sig       ] [88/3626] Completed AGD in 0.4s | 2.87 sym/s | Total: 30.6s | ETA: 20.5m
[2025-12-05T20:15:34.929966] [INFO ] [sig       ] [89/3626] Forecasting AGEN...
[2025-12-05T20:15:34.929997] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-05T20:15:34.930028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-05T20:15:34.942416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2025-12-05T20:15:34.942879] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-05T20:15:34.943775] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-05T20:15:34.943842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:34.943875] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:34.943902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:34.943960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:34.999736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:35.000887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:35.000987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:35.001020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:35.128023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:35.128208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:35.128251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:35.128280] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:35.132013] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2025-12-05T20:15:35.132348] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-05T20:15:35.132512] [INFO ] [sig       ] AGEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:35.299394] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGEN.txt
[2025-12-05T20:15:35.299540] [INFO ] [sig       ] [89/3626] Completed AGEN in 0.4s | 2.87 sym/s | Total: 31.0s | ETA: 20.5m
[2025-12-05T20:15:35.299600] [INFO ] [sig       ] [90/3626] Forecasting AGI...
[2025-12-05T20:15:35.299632] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-05T20:15:35.299661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-05T20:15:35.314246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-05T20:15:35.314654] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-05T20:15:35.315465] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-05T20:15:35.315518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:35.315550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:35.315598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:35.315663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:35.376271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:35.377005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:35.377091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:35.377124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:35.503255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:35.503425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:35.503466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:35.503494] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:35.507032] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=87.51%)
[2025-12-05T20:15:35.507324] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-05T20:15:35.507467] [INFO ] [sig       ] AGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:35.664975] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGI.txt
[2025-12-05T20:15:35.665144] [INFO ] [sig       ] [90/3626] Completed AGI in 0.4s | 2.87 sym/s | Total: 31.4s | ETA: 20.5m
[2025-12-05T20:15:35.665186] [INFO ] [sig       ] [91/3626] Forecasting AGIO...
[2025-12-05T20:15:35.665214] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-05T20:15:35.665244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-05T20:15:35.680807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-05T20:15:35.681342] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-05T20:15:35.682533] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-05T20:15:35.682628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:35.682685] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:35.682733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:35.682821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:35.769469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:35.770525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:35.770648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:35.770686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:35.938925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:35.939121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:35.939183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:35.939233] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:35.945105] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-05T20:15:35.945673] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-05T20:15:35.945904] [INFO ] [sig       ] AGIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:36.113200] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGIO.txt
[2025-12-05T20:15:36.113547] [INFO ] [sig       ] [91/3626] Completed AGIO in 0.4s | 2.86 sym/s | Total: 31.8s | ETA: 20.6m
[2025-12-05T20:15:36.113641] [INFO ] [sig       ] [92/3626] Forecasting AGM...
[2025-12-05T20:15:36.113688] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-05T20:15:36.113744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-05T20:15:36.130238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-05T20:15:36.130722] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-05T20:15:36.131642] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-05T20:15:36.131698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:36.131732] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:36.131761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:36.131819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:36.189656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:36.190557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:36.190663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:36.190698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:36.349765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:36.349951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:36.350010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:36.350056] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:36.355085] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-05T20:15:36.355603] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-05T20:15:36.355809] [INFO ] [sig       ] AGM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:36.507982] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGM.txt
[2025-12-05T20:15:36.508148] [INFO ] [sig       ] [92/3626] Completed AGM in 0.4s | 2.86 sym/s | Total: 32.2s | ETA: 20.6m
[2025-12-05T20:15:36.508188] [INFO ] [sig       ] [93/3626] Forecasting AGMH...
[2025-12-05T20:15:36.508218] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-05T20:15:36.508247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-05T20:15:36.520106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-05T20:15:36.520518] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-05T20:15:36.521612] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-05T20:15:36.521670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:36.521704] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:36.521731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:36.521787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:36.580477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:36.581423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:36.581511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:36.581544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:36.699604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:36.699767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:36.699815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:36.699844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:36.703389] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=67.29%)
[2025-12-05T20:15:36.703713] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-05T20:15:36.703851] [INFO ] [sig       ] AGMH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:36.851214] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGMH.txt
[2025-12-05T20:15:36.851378] [INFO ] [sig       ] [93/3626] Completed AGMH in 0.3s | 2.86 sym/s | Total: 32.6s | ETA: 20.6m
[2025-12-05T20:15:36.851422] [INFO ] [sig       ] [94/3626] Forecasting AGNC...
[2025-12-05T20:15:36.851464] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-05T20:15:36.851503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-05T20:15:36.862763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-05T20:15:36.863120] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-05T20:15:36.864047] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-05T20:15:36.864103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:36.864134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:36.864161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:36.864218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:36.922986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:36.923802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:36.923890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:36.923924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:37.052243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:37.052393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:37.052432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:37.052460] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:37.055832] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-05T20:15:37.056103] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-05T20:15:37.056229] [INFO ] [sig       ] AGNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:37.206229] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGNC.txt
[2025-12-05T20:15:37.206395] [INFO ] [sig       ] [94/3626] Completed AGNC in 0.4s | 2.86 sym/s | Total: 32.9s | ETA: 20.6m
[2025-12-05T20:15:37.206435] [INFO ] [sig       ] [95/3626] Forecasting AGNCL...
[2025-12-05T20:15:37.206465] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-05T20:15:37.206495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-05T20:15:37.217059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-05T20:15:37.217370] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-05T20:15:37.218188] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-05T20:15:37.218238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:37.218298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:37.218326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:37.218382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:37.274377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:37.275142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:37.275225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:37.275257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:37.381607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:37.381772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:37.381814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:37.381842] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:37.385266] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-05T20:15:37.385541] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-05T20:15:37.385700] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:37.524603] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGNCL.txt
[2025-12-05T20:15:37.524740] [INFO ] [sig       ] [95/3626] Completed AGNCL in 0.3s | 2.86 sym/s | Total: 33.2s | ETA: 20.6m
[2025-12-05T20:15:37.524780] [INFO ] [sig       ] [96/3626] Forecasting AGNCM...
[2025-12-05T20:15:37.524809] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-05T20:15:37.524839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-05T20:15:37.535544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-05T20:15:37.535849] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-05T20:15:37.536631] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-05T20:15:37.536681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:37.536713] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:37.536744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:37.536801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:37.592726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:37.593453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:37.593530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:37.593562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:37.703464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:37.703628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:37.703672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:37.703705] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:37.707000] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-05T20:15:37.707272] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-05T20:15:37.707394] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:37.845584] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGNCM.txt
[2025-12-05T20:15:37.845716] [INFO ] [sig       ] [96/3626] Completed AGNCM in 0.3s | 2.86 sym/s | Total: 33.6s | ETA: 20.6m
[2025-12-05T20:15:37.845753] [INFO ] [sig       ] [97/3626] Forecasting AGNCN...
[2025-12-05T20:15:37.845788] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-05T20:15:37.845817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-05T20:15:37.856186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2025-12-05T20:15:37.856466] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-05T20:15:37.857221] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-05T20:15:37.857271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:37.857303] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:37.857330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:37.857386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:37.913876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:37.914464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:37.914539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:37.914587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:38.031746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:38.031908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:38.031949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:38.031977] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:38.035401] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-05T20:15:38.035696] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-05T20:15:38.035833] [INFO ] [sig       ] AGNCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:38.171881] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGNCN.txt
[2025-12-05T20:15:38.172016] [INFO ] [sig       ] [97/3626] Completed AGNCN in 0.3s | 2.86 sym/s | Total: 33.9s | ETA: 20.5m
[2025-12-05T20:15:38.172057] [INFO ] [sig       ] [98/3626] Forecasting AGNCO...
[2025-12-05T20:15:38.172085] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-05T20:15:38.172115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-05T20:15:38.182538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-05T20:15:38.182889] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-05T20:15:38.183671] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-05T20:15:38.183723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:38.183754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:38.183780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:38.183836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:38.239589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:38.240311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:38.240394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:38.240427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:38.353189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:38.353336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:38.353376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:38.353438] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:38.356808] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=79.25%)
[2025-12-05T20:15:38.357073] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-05T20:15:38.357197] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:38.494890] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGNCO.txt
[2025-12-05T20:15:38.495012] [INFO ] [sig       ] [98/3626] Completed AGNCO in 0.3s | 2.86 sym/s | Total: 34.2s | ETA: 20.5m
[2025-12-05T20:15:38.495050] [INFO ] [sig       ] [99/3626] Forecasting AGNCP...
[2025-12-05T20:15:38.495078] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-05T20:15:38.495108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-05T20:15:38.506703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2025-12-05T20:15:38.506991] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-05T20:15:38.507760] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-05T20:15:38.507832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:38.507866] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:38.507892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:38.507961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:38.564000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:38.564610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:38.564686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:38.564718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:38.683764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:38.683929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:38.683968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:38.683996] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:38.687418] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-05T20:15:38.687759] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-05T20:15:38.687923] [INFO ] [sig       ] AGNCP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:38.825630] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGNCP.txt
[2025-12-05T20:15:38.825756] [INFO ] [sig       ] [99/3626] Completed AGNCP in 0.3s | 2.87 sym/s | Total: 34.5s | ETA: 20.5m
[2025-12-05T20:15:38.825795] [INFO ] [sig       ] [100/3626] Forecasting AGO...
[2025-12-05T20:15:38.825823] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-05T20:15:38.825851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-05T20:15:38.837009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2025-12-05T20:15:38.837266] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-05T20:15:38.838069] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-05T20:15:38.838119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:38.838151] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:38.838177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:38.838233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:38.894779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:38.895387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:38.895465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:38.895496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:39.016082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:39.016242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:39.016283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:39.016311] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:39.020246] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-05T20:15:39.020631] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-05T20:15:39.020778] [INFO ] [sig       ] AGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:39.159323] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGO.txt
[2025-12-05T20:15:39.159450] [INFO ] [sig       ] [100/3626] Completed AGO in 0.3s | 2.87 sym/s | Total: 34.9s | ETA: 20.5m
[2025-12-05T20:15:39.159489] [INFO ] [sig       ] [101/3626] Forecasting AGRO...
[2025-12-05T20:15:39.159519] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-05T20:15:39.159550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-05T20:15:39.171072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-05T20:15:39.171353] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-05T20:15:39.172160] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-05T20:15:39.172225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:39.172257] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:39.172283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:39.172339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:39.228514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:39.229130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:39.229205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:39.229236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:39.348865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:39.349016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:39.349054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:39.349082] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:39.352367] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2025-12-05T20:15:39.352650] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-05T20:15:39.352773] [INFO ] [sig       ] AGRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:39.490663] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGRO.txt
[2025-12-05T20:15:39.490789] [INFO ] [sig       ] [101/3626] Completed AGRO in 0.3s | 2.87 sym/s | Total: 35.2s | ETA: 20.5m
[2025-12-05T20:15:39.490828] [INFO ] [sig       ] [102/3626] Forecasting AGX...
[2025-12-05T20:15:39.490856] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-05T20:15:39.490885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-05T20:15:39.501822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-05T20:15:39.502094] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-05T20:15:39.502867] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-05T20:15:39.502917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:39.502948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:39.502974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:39.503030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:39.558941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:39.559627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:39.559705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:39.559747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:39.676367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:39.676505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:39.676544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:39.676590] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:39.679907] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-05T20:15:39.680167] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-05T20:15:39.680290] [INFO ] [sig       ] AGX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:39.825517] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AGX.txt
[2025-12-05T20:15:39.825736] [INFO ] [sig       ] [102/3626] Completed AGX in 0.3s | 2.87 sym/s | Total: 35.5s | ETA: 20.5m
[2025-12-05T20:15:39.825904] [INFO ] [sig       ] [103/3626] Forecasting AGYS...
[2025-12-05T20:15:39.825936] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-05T20:15:39.825967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-05T20:15:39.838897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-05T20:15:39.839233] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-05T20:15:39.840184] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-05T20:15:39.840245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:39.840287] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:39.840315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:39.840373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:39.901430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:39.902307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:39.902401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:39.902441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:40.023988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:40.024142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:40.024181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:40.024208] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:40.027876] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-05T20:15:40.028159] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-05T20:15:40.028290] [INFO ] [sig       ] AGYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:40.174333] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGYS.txt
[2025-12-05T20:15:40.174500] [INFO ] [sig       ] [103/3626] Completed AGYS in 0.3s | 2.87 sym/s | Total: 35.9s | ETA: 20.5m
[2025-12-05T20:15:40.174541] [INFO ] [sig       ] [104/3626] Forecasting AGZD...
[2025-12-05T20:15:40.174588] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-05T20:15:40.174623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-05T20:15:40.185709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-05T20:15:40.186142] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-05T20:15:40.187011] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-05T20:15:40.187064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:40.187096] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:40.187122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:40.187178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:40.249732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:40.250977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:40.251089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:40.251122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:40.364191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:40.364418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:40.364465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:40.364494] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:40.368412] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-05T20:15:40.368738] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-05T20:15:40.368878] [INFO ] [sig       ] AGZD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:40.508444] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AGZD.txt
[2025-12-05T20:15:40.508682] [INFO ] [sig       ] [104/3626] Completed AGZD in 0.3s | 2.87 sym/s | Total: 36.2s | ETA: 20.4m
[2025-12-05T20:15:40.508726] [INFO ] [sig       ] [105/3626] Forecasting AHCO...
[2025-12-05T20:15:40.508757] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-05T20:15:40.508789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-05T20:15:40.521208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-05T20:15:40.521699] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-05T20:15:40.522655] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-05T20:15:40.522715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:40.522749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:40.522775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:40.522834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:40.583887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:40.584882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:40.585017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:40.585053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:40.702526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:40.702718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:40.702771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:40.702805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:40.706339] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-05T20:15:40.706698] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-05T20:15:40.706842] [INFO ] [sig       ] AHCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:40.849059] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AHCO.txt
[2025-12-05T20:15:40.849189] [INFO ] [sig       ] [105/3626] Completed AHCO in 0.3s | 2.87 sym/s | Total: 36.6s | ETA: 20.4m
[2025-12-05T20:15:40.849227] [INFO ] [sig       ] [106/3626] Forecasting AHH...
[2025-12-05T20:15:40.849255] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-05T20:15:40.849285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-05T20:15:40.860215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2025-12-05T20:15:40.860504] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-05T20:15:40.861294] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-05T20:15:40.861346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:40.861378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:40.861405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:40.861462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:40.919485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:40.920139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:40.920218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:40.920251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:41.041490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:41.041653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:41.041693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:41.041720] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:41.044999] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2025-12-05T20:15:41.045280] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-05T20:15:41.045407] [INFO ] [sig       ] AHH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:41.188072] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AHH.txt
[2025-12-05T20:15:41.188227] [INFO ] [sig       ] [106/3626] Completed AHH in 0.3s | 2.87 sym/s | Total: 36.9s | ETA: 20.4m
[2025-12-05T20:15:41.188266] [INFO ] [sig       ] [107/3626] Forecasting AI...
[2025-12-05T20:15:41.188296] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-05T20:15:41.188326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-05T20:15:41.198919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2025-12-05T20:15:41.199251] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-05T20:15:41.200033] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-05T20:15:41.200082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:41.200113] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:41.200140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:41.200196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:41.255766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:41.256423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:41.256500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:41.256531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:41.379296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:41.379452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:41.379491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:41.379518] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:41.382851] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-12-05T20:15:41.383117] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-05T20:15:41.383242] [INFO ] [sig       ] AI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:41.525691] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AI.txt
[2025-12-05T20:15:41.525868] [INFO ] [sig       ] [107/3626] Completed AI in 0.3s | 2.87 sym/s | Total: 37.2s | ETA: 20.4m
[2025-12-05T20:15:41.525916] [INFO ] [sig       ] [108/3626] Forecasting AIA...
[2025-12-05T20:15:41.525949] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-05T20:15:41.525979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-05T20:15:41.537721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-05T20:15:41.538152] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-05T20:15:41.538944] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-05T20:15:41.538994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:41.539026] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:41.539053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:41.539109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:41.596181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:41.597054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:41.597172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:41.597206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:41.716408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:41.716561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:41.716643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:41.716675] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:41.720074] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2025-12-05T20:15:41.720360] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-05T20:15:41.720492] [INFO ] [sig       ] AIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:41.859362] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIA.txt
[2025-12-05T20:15:41.859530] [INFO ] [sig       ] [108/3626] Completed AIA in 0.3s | 2.87 sym/s | Total: 37.6s | ETA: 20.4m
[2025-12-05T20:15:41.859592] [INFO ] [sig       ] [109/3626] Forecasting AIFF...
[2025-12-05T20:15:41.859624] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-05T20:15:41.859654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-05T20:15:41.870362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-05T20:15:41.870709] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-05T20:15:41.871464] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-05T20:15:41.871514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:41.871545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:41.871592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:41.871652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:41.929626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:41.930335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:41.930419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:41.930452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:42.060128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:42.060359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:42.060404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:42.060433] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:42.064550] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=76.94%)
[2025-12-05T20:15:42.064909] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-05T20:15:42.065068] [INFO ] [sig       ] AIFF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:42.213242] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIFF.txt
[2025-12-05T20:15:42.213421] [INFO ] [sig       ] [109/3626] Completed AIFF in 0.4s | 2.87 sym/s | Total: 37.9s | ETA: 20.4m
[2025-12-05T20:15:42.213463] [INFO ] [sig       ] [110/3626] Forecasting AIG...
[2025-12-05T20:15:42.213494] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-05T20:15:42.213529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-05T20:15:42.226300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-05T20:15:42.226803] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-05T20:15:42.227668] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-05T20:15:42.227720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:42.227752] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:42.227779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:42.227858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:42.285811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:42.286797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:42.286891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:42.286927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:42.412186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:42.412353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:42.412395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:42.412423] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:42.415994] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=81.96%)
[2025-12-05T20:15:42.416342] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-05T20:15:42.416486] [INFO ] [sig       ] AIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:42.574603] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIG.txt
[2025-12-05T20:15:42.574803] [INFO ] [sig       ] [110/3626] Completed AIG in 0.4s | 2.87 sym/s | Total: 38.3s | ETA: 20.4m
[2025-12-05T20:15:42.574846] [INFO ] [sig       ] [111/3626] Forecasting AIMD...
[2025-12-05T20:15:42.574878] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-05T20:15:42.574909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-05T20:15:42.587150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-05T20:15:42.587525] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-05T20:15:42.588359] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-05T20:15:42.588409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:42.588441] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:42.588466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:42.588522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:42.643591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:42.644180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:42.644259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:42.644290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:42.755638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:42.755785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:42.755832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:42.755867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:42.759182] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2025-12-05T20:15:42.759446] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-05T20:15:42.759592] [INFO ] [sig       ] AIMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:42.896162] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AIMD.txt
[2025-12-05T20:15:42.896290] [INFO ] [sig       ] [111/3626] Completed AIMD in 0.3s | 2.88 sym/s | Total: 38.6s | ETA: 20.4m
[2025-12-05T20:15:42.896327] [INFO ] [sig       ] [112/3626] Forecasting AIO...
[2025-12-05T20:15:42.896355] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-05T20:15:42.896384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-05T20:15:42.906941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-05T20:15:42.907230] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-05T20:15:42.908081] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-05T20:15:42.908132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:42.908236] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:42.908279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:42.908362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:42.967131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:42.967837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:42.967928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:42.967960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:43.083348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:43.083487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:43.083529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:43.083566] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:43.086851] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2025-12-05T20:15:43.087115] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-05T20:15:43.087241] [INFO ] [sig       ] AIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:43.224524] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AIO.txt
[2025-12-05T20:15:43.224717] [INFO ] [sig       ] [112/3626] Completed AIO in 0.3s | 2.88 sym/s | Total: 38.9s | ETA: 20.4m
[2025-12-05T20:15:43.224757] [INFO ] [sig       ] [113/3626] Forecasting AIP...
[2025-12-05T20:15:43.224787] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-05T20:15:43.224816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-05T20:15:43.239253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-05T20:15:43.239673] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-05T20:15:43.240695] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-05T20:15:43.240760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:43.240804] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:43.240858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:43.240942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:43.312976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:43.313850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:43.313936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:43.313969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:43.431197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:43.431352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:43.431392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:43.431420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:43.434777] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=28.10%)
[2025-12-05T20:15:43.435047] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-05T20:15:43.435173] [INFO ] [sig       ] AIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:43.570967] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AIP.txt
[2025-12-05T20:15:43.571086] [INFO ] [sig       ] [113/3626] Completed AIP in 0.3s | 2.88 sym/s | Total: 39.3s | ETA: 20.4m
[2025-12-05T20:15:43.571124] [INFO ] [sig       ] [114/3626] Forecasting AIPI...
[2025-12-05T20:15:43.571153] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-05T20:15:43.571182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-05T20:15:43.582444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-05T20:15:43.582791] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-05T20:15:43.583609] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-05T20:15:43.583676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:43.583709] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:43.583734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:43.583790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:43.638934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:43.639543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:43.639640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:43.639673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:43.754288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:43.754449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:43.754488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:43.754516] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:43.757902] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: UP (p=69.27%)
[2025-12-05T20:15:43.758175] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-05T20:15:43.758306] [INFO ] [sig       ] AIPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:43.894704] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIPI.txt
[2025-12-05T20:15:43.894845] [INFO ] [sig       ] [114/3626] Completed AIPI in 0.3s | 2.88 sym/s | Total: 39.6s | ETA: 20.3m
[2025-12-05T20:15:43.894883] [INFO ] [sig       ] [115/3626] Forecasting AIQ...
[2025-12-05T20:15:43.894913] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-05T20:15:43.894943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-05T20:15:43.905501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2025-12-05T20:15:43.905813] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-05T20:15:43.906649] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-05T20:15:43.906702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:43.906735] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:43.906762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:43.906819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:43.965657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:43.966372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:43.966455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:43.966488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:44.087881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:44.088033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:44.088072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:44.088133] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:44.091744] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-05T20:15:44.092075] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-05T20:15:44.092213] [INFO ] [sig       ] AIQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:44.235117] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIQ.txt
[2025-12-05T20:15:44.235258] [INFO ] [sig       ] [115/3626] Completed AIQ in 0.3s | 2.88 sym/s | Total: 39.9s | ETA: 20.3m
[2025-12-05T20:15:44.235297] [INFO ] [sig       ] [116/3626] Forecasting AIRG...
[2025-12-05T20:15:44.235330] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-05T20:15:44.235361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-05T20:15:44.245648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2025-12-05T20:15:44.245942] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-05T20:15:44.246712] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-05T20:15:44.246762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:44.246794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:44.246825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:44.246893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:44.302007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:44.302645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:44.302722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:44.302753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:44.411516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:44.411688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:44.411728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:44.411756] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:44.415053] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-05T20:15:44.415314] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-05T20:15:44.415437] [INFO ] [sig       ] AIRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:44.552018] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIRG.txt
[2025-12-05T20:15:44.552145] [INFO ] [sig       ] [116/3626] Completed AIRG in 0.3s | 2.88 sym/s | Total: 40.3s | ETA: 20.3m
[2025-12-05T20:15:44.552183] [INFO ] [sig       ] [117/3626] Forecasting AIRJ...
[2025-12-05T20:15:44.552211] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-05T20:15:44.552240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-05T20:15:44.563533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-05T20:15:44.563899] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-05T20:15:44.564713] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-05T20:15:44.564764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:44.564794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:44.564818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:44.564874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:44.620658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:44.621293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:44.621372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:44.621403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:44.747513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:44.747679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:44.747718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:44.747746] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:44.751103] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=82.39%)
[2025-12-05T20:15:44.751363] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-05T20:15:44.751488] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:44.891048] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIRJ.txt
[2025-12-05T20:15:44.891172] [INFO ] [sig       ] [117/3626] Completed AIRJ in 0.3s | 2.88 sym/s | Total: 40.6s | ETA: 20.3m
[2025-12-05T20:15:44.891217] [INFO ] [sig       ] [118/3626] Forecasting AIRS...
[2025-12-05T20:15:44.891246] [INFO ] [sig       ] Generating forecast for: AIRS
[2025-12-05T20:15:44.891275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2025-12-05T20:15:44.901739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2025-12-05T20:15:44.902007] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2025-12-05T20:15:44.902765] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2025-12-05T20:15:44.902815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:44.902846] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:44.902872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:44.902927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:44.960267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:44.961133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:44.961236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:44.961270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:45.082375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:45.082489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:45.082525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:45.082553] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:45.085800] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2025-12-05T20:15:45.086057] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2025-12-05T20:15:45.086179] [INFO ] [sig       ] AIRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:45.225615] [INFO ] [LOCAL     ] Saved forecast: AIRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AIRS.txt
[2025-12-05T20:15:45.225729] [INFO ] [sig       ] [118/3626] Completed AIRS in 0.3s | 2.88 sym/s | Total: 40.9s | ETA: 20.3m
[2025-12-05T20:15:45.225767] [INFO ] [sig       ] [119/3626] Forecasting AISP...
[2025-12-05T20:15:45.225794] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-05T20:15:45.225823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-05T20:15:45.236439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-05T20:15:45.236727] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-05T20:15:45.237470] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-05T20:15:45.237688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:45.237733] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:45.237760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:45.237835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:45.294264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:45.295000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:45.295077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:45.295109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:45.414777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:45.414917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:45.414958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:45.415001] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:45.418301] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-05T20:15:45.418559] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-05T20:15:45.418703] [INFO ] [sig       ] AISP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:45.555409] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AISP.txt
[2025-12-05T20:15:45.555522] [INFO ] [sig       ] [119/3626] Completed AISP in 0.3s | 2.88 sym/s | Total: 41.3s | ETA: 20.3m
[2025-12-05T20:15:45.555567] [INFO ] [sig       ] [120/3626] Forecasting AIZN...
[2025-12-05T20:15:45.555615] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-05T20:15:45.555645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-05T20:15:45.567207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-05T20:15:45.567616] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-05T20:15:45.568472] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-05T20:15:45.568524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:45.568556] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:45.568600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:45.568672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:45.627531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:45.628445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:45.628534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:45.628567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:45.738332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:45.738504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:45.738544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:45.738589] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:45.742009] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-05T20:15:45.742285] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-05T20:15:45.742418] [INFO ] [sig       ] AIZN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:45.887312] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AIZN.txt
[2025-12-05T20:15:45.887471] [INFO ] [sig       ] [120/3626] Completed AIZN in 0.3s | 2.88 sym/s | Total: 41.6s | ETA: 20.3m
[2025-12-05T20:15:45.887512] [INFO ] [sig       ] [121/3626] Forecasting AJG...
[2025-12-05T20:15:45.887541] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-05T20:15:45.887590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-05T20:15:45.898990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-05T20:15:45.899352] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-05T20:15:45.900164] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-05T20:15:45.900215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:45.900247] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:45.900273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:45.900329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:45.957621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:45.958565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:45.958669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:45.958722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:46.081316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:46.081474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:46.081515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:46.081544] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:46.085000] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2025-12-05T20:15:46.085281] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-05T20:15:46.085411] [INFO ] [sig       ] AJG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:46.223487] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AJG.txt
[2025-12-05T20:15:46.223634] [INFO ] [sig       ] [121/3626] Completed AJG in 0.3s | 2.89 sym/s | Total: 41.9s | ETA: 20.2m
[2025-12-05T20:15:46.223674] [INFO ] [sig       ] [122/3626] Forecasting AKAM...
[2025-12-05T20:15:46.223703] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-05T20:15:46.223740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-05T20:15:46.234304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2025-12-05T20:15:46.234614] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-05T20:15:46.235374] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-05T20:15:46.235424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:46.235454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:46.235480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:46.235537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:46.290883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:46.291498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:46.291616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:46.291651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:46.416300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:46.416452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:46.416493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:46.416521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:46.419952] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=15.42%)
[2025-12-05T20:15:46.420235] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-05T20:15:46.420358] [INFO ] [sig       ] AKAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:46.558828] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AKAM.txt
[2025-12-05T20:15:46.558944] [INFO ] [sig       ] [122/3626] Completed AKAM in 0.3s | 2.89 sym/s | Total: 42.3s | ETA: 20.2m
[2025-12-05T20:15:46.558981] [INFO ] [sig       ] [123/3626] Forecasting AKBA...
[2025-12-05T20:15:46.559009] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-05T20:15:46.559040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-05T20:15:46.569829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2025-12-05T20:15:46.570129] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-05T20:15:46.570888] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-05T20:15:46.570939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:46.570974] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:46.571014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:46.571072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:46.626925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:46.627515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:46.627604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:46.627637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:46.749044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:46.749167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:46.749204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:46.749232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:46.752415] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=96.04%)
[2025-12-05T20:15:46.752693] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-05T20:15:46.752814] [INFO ] [sig       ] AKBA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:46.889228] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AKBA.txt
[2025-12-05T20:15:46.889346] [INFO ] [sig       ] [123/3626] Completed AKBA in 0.3s | 2.89 sym/s | Total: 42.6s | ETA: 20.2m
[2025-12-05T20:15:46.889382] [INFO ] [sig       ] [124/3626] Forecasting AKRO...
[2025-12-05T20:15:46.889411] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-12-05T20:15:46.889439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-12-05T20:15:46.899868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-12-05T20:15:46.900164] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-12-05T20:15:46.900933] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-12-05T20:15:46.900983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:46.901014] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:46.901040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:46.901096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:46.956879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:46.957465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:46.957539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:46.957586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:47.077990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:47.078148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:47.078187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:47.078217] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:47.081603] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2025-12-05T20:15:47.081870] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-12-05T20:15:47.081995] [INFO ] [sig       ] AKRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:47.217984] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AKRO.txt
[2025-12-05T20:15:47.218106] [INFO ] [sig       ] [124/3626] Completed AKRO in 0.3s | 2.89 sym/s | Total: 42.9s | ETA: 20.2m
[2025-12-05T20:15:47.218145] [INFO ] [sig       ] [125/3626] Forecasting AL...
[2025-12-05T20:15:47.218174] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-05T20:15:47.218204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-05T20:15:47.228857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2025-12-05T20:15:47.229163] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-05T20:15:47.229952] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-05T20:15:47.230005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:47.230040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:47.230066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:47.230122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:47.286819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:47.287407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:47.287480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:47.287512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:47.408086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:47.408231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:47.408268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:47.408297] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:47.411559] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=11.66%)
[2025-12-05T20:15:47.411839] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-05T20:15:47.411959] [INFO ] [sig       ] AL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:47.552439] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AL.txt
[2025-12-05T20:15:47.552620] [INFO ] [sig       ] [125/3626] Completed AL in 0.3s | 2.89 sym/s | Total: 43.3s | ETA: 20.2m
[2025-12-05T20:15:47.552668] [INFO ] [sig       ] [126/3626] Forecasting ALAB...
[2025-12-05T20:15:47.552697] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-05T20:15:47.552727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-05T20:15:47.564416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-05T20:15:47.564724] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-05T20:15:47.565735] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-05T20:15:47.565786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:47.565834] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:47.565863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:47.565920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:47.622555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:47.623429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:47.623511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:47.623542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:47.746483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:47.746641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:47.746683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:47.746713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:47.750087] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=47.19%)
[2025-12-05T20:15:47.750355] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-05T20:15:47.750475] [INFO ] [sig       ] ALAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:47.886510] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALAB.txt
[2025-12-05T20:15:47.886647] [INFO ] [sig       ] [126/3626] Completed ALAB in 0.3s | 2.89 sym/s | Total: 43.6s | ETA: 20.2m
[2025-12-05T20:15:47.886687] [INFO ] [sig       ] [127/3626] Forecasting ALB...
[2025-12-05T20:15:47.886715] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-05T20:15:47.886751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-05T20:15:47.897761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2025-12-05T20:15:47.898090] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-05T20:15:47.898925] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-05T20:15:47.898977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:47.899038] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:47.899083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:47.899143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:47.956146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:47.956824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:47.956902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:47.956935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:48.081627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:48.081788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:48.081830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:48.081859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:48.085292] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-12-05T20:15:48.085594] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-05T20:15:48.085726] [INFO ] [sig       ] ALB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:48.221992] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALB.txt
[2025-12-05T20:15:48.222116] [INFO ] [sig       ] [127/3626] Completed ALB in 0.3s | 2.89 sym/s | Total: 43.9s | ETA: 20.2m
[2025-12-05T20:15:48.222155] [INFO ] [sig       ] [128/3626] Forecasting ALC...
[2025-12-05T20:15:48.222183] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-05T20:15:48.222212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-05T20:15:48.232772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-05T20:15:48.233065] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-05T20:15:48.233890] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-05T20:15:48.233943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:48.233976] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:48.234003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:48.234060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:48.289884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:48.290480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:48.290554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:48.290604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:48.404928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:48.405072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:48.405109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:48.405137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:48.408388] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2025-12-05T20:15:48.408676] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-05T20:15:48.408795] [INFO ] [sig       ] ALC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:48.545327] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALC.txt
[2025-12-05T20:15:48.545449] [INFO ] [sig       ] [128/3626] Completed ALC in 0.3s | 2.89 sym/s | Total: 44.3s | ETA: 20.2m
[2025-12-05T20:15:48.545489] [INFO ] [sig       ] [129/3626] Forecasting ALCO...
[2025-12-05T20:15:48.545517] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-05T20:15:48.545546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-05T20:15:48.555706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-05T20:15:48.556002] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-05T20:15:48.556764] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-05T20:15:48.556814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:48.556871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:48.556900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:48.556957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:48.613468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:48.614219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:48.614299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:48.614331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:48.736250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:48.736404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:48.736444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:48.736473] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:48.739900] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=46.33%)
[2025-12-05T20:15:48.740174] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-05T20:15:48.740296] [INFO ] [sig       ] ALCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:48.883044] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALCO.txt
[2025-12-05T20:15:48.883731] [INFO ] [sig       ] [129/3626] Completed ALCO in 0.3s | 2.89 sym/s | Total: 44.6s | ETA: 20.1m
[2025-12-05T20:15:48.883965] [INFO ] [sig       ] [130/3626] Forecasting ALDX...
[2025-12-05T20:15:48.884008] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-05T20:15:48.884040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-05T20:15:48.895469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-05T20:15:48.895884] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-05T20:15:48.896684] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-05T20:15:48.896733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:48.896764] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:48.896789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:48.896844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:48.953883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:48.954771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:48.954858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:48.954891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:49.075368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:49.075527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:49.075588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:49.075621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:49.079020] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-05T20:15:49.079284] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-05T20:15:49.079406] [INFO ] [sig       ] ALDX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:49.261904] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALDX.txt
[2025-12-05T20:15:49.262040] [INFO ] [sig       ] [130/3626] Completed ALDX in 0.4s | 2.89 sym/s | Total: 45.0s | ETA: 20.2m
[2025-12-05T20:15:49.262080] [INFO ] [sig       ] [131/3626] Forecasting ALE...
[2025-12-05T20:15:49.262109] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-05T20:15:49.262139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-05T20:15:49.272738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-05T20:15:49.272997] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-05T20:15:49.273767] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-05T20:15:49.273818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:49.273850] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:49.273877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:49.273933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:49.329563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:49.330193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:49.330270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:49.330301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:49.448793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:49.448941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:49.448980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:49.449009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:49.452302] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=48.22%)
[2025-12-05T20:15:49.452562] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-05T20:15:49.452700] [INFO ] [sig       ] ALE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:49.593834] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALE.txt
[2025-12-05T20:15:49.593997] [INFO ] [sig       ] [131/3626] Completed ALE in 0.3s | 2.89 sym/s | Total: 45.3s | ETA: 20.1m
[2025-12-05T20:15:49.594039] [INFO ] [sig       ] [132/3626] Forecasting ALEC...
[2025-12-05T20:15:49.594068] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-05T20:15:49.594098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-05T20:15:49.605031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-05T20:15:49.605424] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-05T20:15:49.606268] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-05T20:15:49.606320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:49.606351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:49.606377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:49.606433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:49.669129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:49.670171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:49.670270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:49.670305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:49.793518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:49.793709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:49.793749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:49.793806] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:49.797181] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-05T20:15:49.797445] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-05T20:15:49.797564] [INFO ] [sig       ] ALEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:49.934380] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALEC.txt
[2025-12-05T20:15:49.934495] [INFO ] [sig       ] [132/3626] Completed ALEC in 0.3s | 2.89 sym/s | Total: 45.6s | ETA: 20.1m
[2025-12-05T20:15:49.934533] [INFO ] [sig       ] [133/3626] Forecasting ALEX...
[2025-12-05T20:15:49.934561] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-05T20:15:49.934610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-05T20:15:49.945183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2025-12-05T20:15:49.945458] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-05T20:15:49.946212] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-05T20:15:49.946263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:49.946293] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:49.946319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:49.946374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:50.001846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:50.002738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:50.002818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:50.002850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:50.115631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:50.115770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:50.115809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:50.115836] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:50.119110] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-05T20:15:50.119370] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-05T20:15:50.119490] [INFO ] [sig       ] ALEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:50.256367] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALEX.txt
[2025-12-05T20:15:50.256511] [INFO ] [sig       ] [133/3626] Completed ALEX in 0.3s | 2.89 sym/s | Total: 46.0s | ETA: 20.1m
[2025-12-05T20:15:50.256549] [INFO ] [sig       ] [134/3626] Forecasting ALG...
[2025-12-05T20:15:50.256601] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-05T20:15:50.256633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-05T20:15:50.267344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-05T20:15:50.267767] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-05T20:15:50.268614] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-05T20:15:50.268665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:50.268696] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:50.268723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:50.268780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:50.325592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:50.326672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:50.326755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:50.326786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:50.456781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:50.456951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:50.456992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:50.457023] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:50.460432] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-05T20:15:50.460715] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-05T20:15:50.460837] [INFO ] [sig       ] ALG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:50.597530] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALG.txt
[2025-12-05T20:15:50.597668] [INFO ] [sig       ] [134/3626] Completed ALG in 0.3s | 2.89 sym/s | Total: 46.3s | ETA: 20.1m
[2025-12-05T20:15:50.597706] [INFO ] [sig       ] [135/3626] Forecasting ALGM...
[2025-12-05T20:15:50.597735] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-05T20:15:50.597766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-05T20:15:50.609053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-05T20:15:50.609380] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-05T20:15:50.610178] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-05T20:15:50.610229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:50.610259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:50.610285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:50.610340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:50.669079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:50.669965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:50.670057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:50.670100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:50.797264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:50.797421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:50.797462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:50.797490] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:50.801031] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-05T20:15:50.801319] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-05T20:15:50.801462] [INFO ] [sig       ] ALGM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:50.938474] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALGM.txt
[2025-12-05T20:15:50.938616] [INFO ] [sig       ] [135/3626] Completed ALGM in 0.3s | 2.89 sym/s | Total: 46.6s | ETA: 20.1m
[2025-12-05T20:15:50.938659] [INFO ] [sig       ] [136/3626] Forecasting ALGN...
[2025-12-05T20:15:50.938687] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-05T20:15:50.938717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-05T20:15:50.949260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-05T20:15:50.949525] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-05T20:15:50.950295] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-05T20:15:50.950358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:50.950390] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:50.950417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:50.950472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:51.006546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:51.007192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:51.007269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:51.007300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:51.122545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:51.122711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:51.122758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:51.122786] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:51.126079] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-05T20:15:51.126341] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-05T20:15:51.126461] [INFO ] [sig       ] ALGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:51.264745] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALGN.txt
[2025-12-05T20:15:51.264899] [INFO ] [sig       ] [136/3626] Completed ALGN in 0.3s | 2.90 sym/s | Total: 47.0s | ETA: 20.1m
[2025-12-05T20:15:51.264937] [INFO ] [sig       ] [137/3626] Forecasting ALGS...
[2025-12-05T20:15:51.264966] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-05T20:15:51.264996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-05T20:15:51.279359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-05T20:15:51.279822] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-05T20:15:51.280779] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-05T20:15:51.280839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:51.280877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:51.280910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:51.280988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:51.345341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:51.346012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:51.346092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:51.346126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:51.466800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:51.466969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:51.467011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:51.467048] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:51.470619] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=55.25%)
[2025-12-05T20:15:51.470890] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-05T20:15:51.471023] [INFO ] [sig       ] ALGS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:51.610413] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALGS.txt
[2025-12-05T20:15:51.610549] [INFO ] [sig       ] [137/3626] Completed ALGS in 0.3s | 2.90 sym/s | Total: 47.3s | ETA: 20.1m
[2025-12-05T20:15:51.610603] [INFO ] [sig       ] [138/3626] Forecasting ALHC...
[2025-12-05T20:15:51.610633] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-05T20:15:51.610664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-05T20:15:51.622228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-05T20:15:51.622554] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-05T20:15:51.623613] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-05T20:15:51.623675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:51.623709] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:51.623737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:51.623792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:51.679519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:51.680148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:51.680231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:51.680262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:51.794186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:51.794276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:51.794310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:51.794336] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:51.797388] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-05T20:15:51.797660] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-05T20:15:51.797779] [INFO ] [sig       ] ALHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:51.938252] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALHC.txt
[2025-12-05T20:15:51.938362] [INFO ] [sig       ] [138/3626] Completed ALHC in 0.3s | 2.90 sym/s | Total: 47.6s | ETA: 20.1m
[2025-12-05T20:15:51.938400] [INFO ] [sig       ] [139/3626] Forecasting ALK...
[2025-12-05T20:15:51.938429] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-05T20:15:51.938457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-05T20:15:51.948913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-05T20:15:51.949212] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-05T20:15:51.949997] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-05T20:15:51.950048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:51.950084] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:51.950110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:51.950168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:52.008088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:52.008702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:52.008805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:52.008838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:52.128060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:52.128165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:52.128202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:52.128229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:52.131292] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-05T20:15:52.131548] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-05T20:15:52.131684] [INFO ] [sig       ] ALK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:52.270714] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALK.txt
[2025-12-05T20:15:52.270830] [INFO ] [sig       ] [139/3626] Completed ALK in 0.3s | 2.90 sym/s | Total: 48.0s | ETA: 20.1m
[2025-12-05T20:15:52.270880] [INFO ] [sig       ] [140/3626] Forecasting ALKS...
[2025-12-05T20:15:52.270910] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-05T20:15:52.270939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-05T20:15:52.283806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2025-12-05T20:15:52.284216] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-05T20:15:52.285108] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-05T20:15:52.285161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:52.285193] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:52.285220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:52.285277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:52.345219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:52.346355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:52.346456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:52.346506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:52.472791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:52.473165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:52.473210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:52.473238] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:52.477302] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2025-12-05T20:15:52.477654] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-05T20:15:52.478236] [INFO ] [sig       ] ALKS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:52.643824] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALKS.txt
[2025-12-05T20:15:52.644050] [INFO ] [sig       ] [140/3626] Completed ALKS in 0.4s | 2.90 sym/s | Total: 48.4s | ETA: 20.1m
[2025-12-05T20:15:52.644130] [INFO ] [sig       ] [141/3626] Forecasting ALL...
[2025-12-05T20:15:52.644185] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-05T20:15:52.644236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-05T20:15:52.659635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-05T20:15:52.660223] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-05T20:15:52.661424] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-05T20:15:52.661502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:52.661547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:52.661612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:52.661702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:52.727311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:52.728279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:52.728373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:52.728404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:52.848322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:52.848492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:52.848533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:52.848561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:52.852009] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=14.24%)
[2025-12-05T20:15:52.852279] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-05T20:15:52.852426] [INFO ] [sig       ] ALL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:52.990164] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALL.txt
[2025-12-05T20:15:52.990323] [INFO ] [sig       ] [141/3626] Completed ALL in 0.3s | 2.90 sym/s | Total: 48.7s | ETA: 20.1m
[2025-12-05T20:15:52.990368] [INFO ] [sig       ] [142/3626] Forecasting ALLE...
[2025-12-05T20:15:52.990427] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-05T20:15:52.990464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-05T20:15:53.002440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2025-12-05T20:15:53.002787] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-05T20:15:53.003565] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-05T20:15:53.003634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:53.003666] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:53.003692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:53.003749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:53.061491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:53.062224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:53.062303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:53.062336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:53.180927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:53.181078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:53.181119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:53.181147] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:53.184546] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-12-05T20:15:53.184833] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-05T20:15:53.184961] [INFO ] [sig       ] ALLE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:53.324016] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALLE.txt
[2025-12-05T20:15:53.324207] [INFO ] [sig       ] [142/3626] Completed ALLE in 0.3s | 2.90 sym/s | Total: 49.0s | ETA: 20.1m
[2025-12-05T20:15:53.324251] [INFO ] [sig       ] [143/3626] Forecasting ALLO...
[2025-12-05T20:15:53.324280] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-05T20:15:53.324311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-05T20:15:53.334924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-05T20:15:53.335180] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-05T20:15:53.335951] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-05T20:15:53.336001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:53.336032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:53.336064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:53.336133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:53.391804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:53.392650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:53.392734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:53.392766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:53.512585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:53.512739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:53.512794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:53.512823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:53.516163] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-05T20:15:53.516433] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-05T20:15:53.516553] [INFO ] [sig       ] ALLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:53.657961] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALLO.txt
[2025-12-05T20:15:53.658120] [INFO ] [sig       ] [143/3626] Completed ALLO in 0.3s | 2.90 sym/s | Total: 49.4s | ETA: 20.0m
[2025-12-05T20:15:53.658167] [INFO ] [sig       ] [144/3626] Forecasting ALLY...
[2025-12-05T20:15:53.658203] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-05T20:15:53.658236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-05T20:15:53.669106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-05T20:15:53.669397] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-05T20:15:53.670227] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-05T20:15:53.670278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:53.670311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:53.670338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:53.670394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:53.727950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:53.728661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:53.728739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:53.728773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:53.850624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:53.850786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:53.850827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:53.850854] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:53.854564] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-05T20:15:53.854846] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-05T20:15:53.854969] [INFO ] [sig       ] ALLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:53.992499] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALLY.txt
[2025-12-05T20:15:53.992646] [INFO ] [sig       ] [144/3626] Completed ALLY in 0.3s | 2.90 sym/s | Total: 49.7s | ETA: 20.0m
[2025-12-05T20:15:53.992686] [INFO ] [sig       ] [145/3626] Forecasting ALMS...
[2025-12-05T20:15:53.992716] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-05T20:15:53.992745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-05T20:15:54.004034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-05T20:15:54.004427] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-05T20:15:54.005226] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-05T20:15:54.005276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:54.005307] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:54.005332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:54.005387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:54.061157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:54.062004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:54.062085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:54.062117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:54.181565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:54.181739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:54.181781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:54.181810] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:54.185163] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=83.27%)
[2025-12-05T20:15:54.185436] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-05T20:15:54.185561] [INFO ] [sig       ] ALMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:54.328205] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALMS.txt
[2025-12-05T20:15:54.328352] [INFO ] [sig       ] [145/3626] Completed ALMS in 0.3s | 2.90 sym/s | Total: 50.0s | ETA: 20.0m
[2025-12-05T20:15:54.328390] [INFO ] [sig       ] [146/3626] Forecasting ALNY...
[2025-12-05T20:15:54.328420] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-05T20:15:54.328448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-05T20:15:54.340246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2025-12-05T20:15:54.340636] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-05T20:15:54.341406] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-05T20:15:54.341457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:54.341518] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:54.341546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:54.341619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:54.399295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:54.399956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:54.400050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:54.400091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:54.518120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:54.518249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:54.518286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:54.518313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:54.521598] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: DOWN (p=13.64%)
[2025-12-05T20:15:54.521857] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-05T20:15:54.521975] [INFO ] [sig       ] ALNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:54.658023] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALNY.txt
[2025-12-05T20:15:54.658148] [INFO ] [sig       ] [146/3626] Completed ALNY in 0.3s | 2.90 sym/s | Total: 50.4s | ETA: 20.0m
[2025-12-05T20:15:54.658186] [INFO ] [sig       ] [147/3626] Forecasting ALRM...
[2025-12-05T20:15:54.658214] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-05T20:15:54.658244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-05T20:15:54.668956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-05T20:15:54.669246] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-05T20:15:54.670008] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-05T20:15:54.670059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:54.670103] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:54.670131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:54.670188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:54.725705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:54.726345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:54.726418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:54.726449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:54.850937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:54.851111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:54.851158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:54.851186] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:54.854606] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-05T20:15:54.854866] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-05T20:15:54.854984] [INFO ] [sig       ] ALRM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:54.992433] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALRM.txt
[2025-12-05T20:15:54.992609] [INFO ] [sig       ] [147/3626] Completed ALRM in 0.3s | 2.90 sym/s | Total: 50.7s | ETA: 20.0m
[2025-12-05T20:15:54.992651] [INFO ] [sig       ] [148/3626] Forecasting ALRS...
[2025-12-05T20:15:54.992679] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-05T20:15:54.992709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-05T20:15:55.003507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-05T20:15:55.003908] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-05T20:15:55.004680] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-05T20:15:55.004730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:55.004761] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:55.004787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:55.004843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:55.060770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:55.061635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:55.061716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:55.061750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:55.183333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:55.183497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:55.183538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:55.183584] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:55.187008] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2025-12-05T20:15:55.187283] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-05T20:15:55.187410] [INFO ] [sig       ] ALRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:55.333994] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALRS.txt
[2025-12-05T20:15:55.334240] [INFO ] [sig       ] [148/3626] Completed ALRS in 0.3s | 2.90 sym/s | Total: 51.0s | ETA: 20.0m
[2025-12-05T20:15:55.334303] [INFO ] [sig       ] [149/3626] Forecasting ALSN...
[2025-12-05T20:15:55.334340] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-05T20:15:55.334375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-05T20:15:55.347219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-05T20:15:55.347660] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-05T20:15:55.348470] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-05T20:15:55.348522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:55.348553] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:55.348604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:55.348665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:55.407674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:55.408565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:55.408671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:55.408703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:55.524465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:55.524649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:55.524694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:55.524761] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:55.528104] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: DOWN (p=40.98%)
[2025-12-05T20:15:55.528370] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-05T20:15:55.528494] [INFO ] [sig       ] ALSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:55.669028] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALSN.txt
[2025-12-05T20:15:55.669203] [INFO ] [sig       ] [149/3626] Completed ALSN in 0.3s | 2.90 sym/s | Total: 51.4s | ETA: 20.0m
[2025-12-05T20:15:55.669249] [INFO ] [sig       ] [150/3626] Forecasting ALTG...
[2025-12-05T20:15:55.669282] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-05T20:15:55.669314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-05T20:15:55.680329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2025-12-05T20:15:55.680655] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-05T20:15:55.681409] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-05T20:15:55.681460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:55.681490] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:55.681516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:55.681594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:55.738321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:55.739015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:55.739096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:55.739134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:55.857374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:55.857532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:55.857606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:55.857640] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:55.861006] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-05T20:15:55.861272] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-05T20:15:55.861395] [INFO ] [sig       ] ALTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:56.001977] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALTG.txt
[2025-12-05T20:15:56.002147] [INFO ] [sig       ] [150/3626] Completed ALTG in 0.3s | 2.90 sym/s | Total: 51.7s | ETA: 20.0m
[2025-12-05T20:15:56.002192] [INFO ] [sig       ] [151/3626] Forecasting ALTI...
[2025-12-05T20:15:56.002222] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-05T20:15:56.002252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-05T20:15:56.012547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2025-12-05T20:15:56.012846] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-05T20:15:56.013611] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-05T20:15:56.013661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:56.013692] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:56.013718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:56.013774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:56.070781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:56.071560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:56.071654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:56.071686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:56.189346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:56.189506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:56.189548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:56.189594] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:56.192962] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=8.48%)
[2025-12-05T20:15:56.193241] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-05T20:15:56.193371] [INFO ] [sig       ] ALTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:56.340074] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALTI.txt
[2025-12-05T20:15:56.340222] [INFO ] [sig       ] [151/3626] Completed ALTI in 0.3s | 2.90 sym/s | Total: 52.1s | ETA: 20.0m
[2025-12-05T20:15:56.340261] [INFO ] [sig       ] [152/3626] Forecasting ALTS...
[2025-12-05T20:15:56.340289] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-05T20:15:56.340319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-05T20:15:56.350333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-05T20:15:56.350614] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-05T20:15:56.351355] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-05T20:15:56.351405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:56.351435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:56.351461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:56.351517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:56.407892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:56.408527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:56.408621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:56.408656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:56.545016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:56.545257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:56.545303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:56.545334] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:56.549722] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2025-12-05T20:15:56.550195] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-05T20:15:56.550417] [INFO ] [sig       ] ALTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:56.716429] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALTS.txt
[2025-12-05T20:15:56.716628] [INFO ] [sig       ] [152/3626] Completed ALTS in 0.4s | 2.90 sym/s | Total: 52.4s | ETA: 20.0m
[2025-12-05T20:15:56.716677] [INFO ] [sig       ] [153/3626] Forecasting ALTY...
[2025-12-05T20:15:56.716706] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-05T20:15:56.716739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-05T20:15:56.727685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-05T20:15:56.727991] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-05T20:15:56.728819] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-05T20:15:56.728871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:56.728903] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:56.728930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:56.728985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:56.787456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:56.788237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:56.788332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:56.788367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:56.896488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:56.896688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:56.896732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:56.896761] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:56.900166] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-05T20:15:56.900434] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-05T20:15:56.900557] [INFO ] [sig       ] ALTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:57.037280] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALTY.txt
[2025-12-05T20:15:57.037420] [INFO ] [sig       ] [153/3626] Completed ALTY in 0.3s | 2.90 sym/s | Total: 52.7s | ETA: 20.0m
[2025-12-05T20:15:57.037459] [INFO ] [sig       ] [154/3626] Forecasting ALVO...
[2025-12-05T20:15:57.037488] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-05T20:15:57.037517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-05T20:15:57.048714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-05T20:15:57.049097] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-05T20:15:57.049931] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-05T20:15:57.049982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:57.050013] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:57.050040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:57.050096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:57.107970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:57.108758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:57.108839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:57.108872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:57.229384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:57.229535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:57.229591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:57.229638] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:57.233041] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-05T20:15:57.233318] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-05T20:15:57.233444] [INFO ] [sig       ] ALVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:57.370251] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALVO.txt
[2025-12-05T20:15:57.370381] [INFO ] [sig       ] [154/3626] Completed ALVO in 0.3s | 2.90 sym/s | Total: 53.1s | ETA: 19.9m
[2025-12-05T20:15:57.370419] [INFO ] [sig       ] [155/3626] Forecasting ALX...
[2025-12-05T20:15:57.370446] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-05T20:15:57.370476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-05T20:15:57.382153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-05T20:15:57.382484] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-05T20:15:57.383270] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-05T20:15:57.383321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:57.383353] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:57.383379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:57.383435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:57.440862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:57.441818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:57.441904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:57.441935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:57.555165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:57.555330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:57.555371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:57.555399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:57.559592] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-05T20:15:57.559946] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-05T20:15:57.560089] [INFO ] [sig       ] ALX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:57.699849] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ALX.txt
[2025-12-05T20:15:57.699973] [INFO ] [sig       ] [155/3626] Completed ALX in 0.3s | 2.90 sym/s | Total: 53.4s | ETA: 19.9m
[2025-12-05T20:15:57.700010] [INFO ] [sig       ] [156/3626] Forecasting ALXO...
[2025-12-05T20:15:57.700038] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-05T20:15:57.700068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-05T20:15:57.710247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2025-12-05T20:15:57.710513] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-05T20:15:57.711276] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-05T20:15:57.711327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:57.711358] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:57.711384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:57.711440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:57.767013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:57.767645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:57.767759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:57.767816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:57.895058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:57.895255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:57.895321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:57.895367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:57.900327] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=39.67%)
[2025-12-05T20:15:57.900744] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-05T20:15:57.900933] [INFO ] [sig       ] ALXO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:58.042208] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALXO.txt
[2025-12-05T20:15:58.042371] [INFO ] [sig       ] [156/3626] Completed ALXO in 0.3s | 2.90 sym/s | Total: 53.8s | ETA: 19.9m
[2025-12-05T20:15:58.042410] [INFO ] [sig       ] [157/3626] Forecasting ALZN...
[2025-12-05T20:15:58.042440] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-05T20:15:58.042470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-05T20:15:58.053411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-05T20:15:58.053736] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-05T20:15:58.054477] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-05T20:15:58.054527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:58.054558] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:58.054608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:58.054666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:58.110568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:58.111210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:58.111286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:58.111318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:58.229758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:58.229914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:58.229954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:58.229981] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:58.233249] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-05T20:15:58.233503] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-05T20:15:58.233643] [INFO ] [sig       ] ALZN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:58.373464] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ALZN.txt
[2025-12-05T20:15:58.373600] [INFO ] [sig       ] [157/3626] Completed ALZN in 0.3s | 2.90 sym/s | Total: 54.1s | ETA: 19.9m
[2025-12-05T20:15:58.373640] [INFO ] [sig       ] [158/3626] Forecasting AM...
[2025-12-05T20:15:58.373669] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-05T20:15:58.373697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-05T20:15:58.384616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2025-12-05T20:15:58.384915] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-05T20:15:58.385698] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-05T20:15:58.385748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:58.385779] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:58.385826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:58.385884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:58.443185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:58.443801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:58.443876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:58.443908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:58.561400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:58.561539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:58.561595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:58.561625] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:58.564926] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-05T20:15:58.565182] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-05T20:15:58.565300] [INFO ] [sig       ] AM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:58.708220] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AM.txt
[2025-12-05T20:15:58.708386] [INFO ] [sig       ] [158/3626] Completed AM in 0.3s | 2.90 sym/s | Total: 54.4s | ETA: 19.9m
[2025-12-05T20:15:58.708425] [INFO ] [sig       ] [159/3626] Forecasting AMAL...
[2025-12-05T20:15:58.708452] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-05T20:15:58.708481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-05T20:15:58.718775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-05T20:15:58.719045] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-05T20:15:58.719829] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-05T20:15:58.719879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:58.719910] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:58.719936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:58.719991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:58.776235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:58.776873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:58.776947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:58.776979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:58.891871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:58.892026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:58.892065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:58.892093] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:58.895371] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: DOWN (p=48.74%)
[2025-12-05T20:15:58.895728] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-05T20:15:58.895851] [INFO ] [sig       ] AMAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:15:59.037110] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMAL.txt
[2025-12-05T20:15:59.037274] [INFO ] [sig       ] [159/3626] Completed AMAL in 0.3s | 2.90 sym/s | Total: 54.7s | ETA: 19.9m
[2025-12-05T20:15:59.037312] [INFO ] [sig       ] [160/3626] Forecasting AMBA...
[2025-12-05T20:15:59.037341] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-05T20:15:59.037370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-05T20:15:59.047267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-05T20:15:59.047527] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-05T20:15:59.048355] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-05T20:15:59.048405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:59.048436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:59.048463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:59.048518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:59.104107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:59.104913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:59.104993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:59.105025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:59.226449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:59.226617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:59.226658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:59.226685] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:59.229971] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2025-12-05T20:15:59.230233] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-05T20:15:59.230355] [INFO ] [sig       ] AMBA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:59.370065] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMBA.txt
[2025-12-05T20:15:59.370190] [INFO ] [sig       ] [160/3626] Completed AMBA in 0.3s | 2.90 sym/s | Total: 55.1s | ETA: 19.9m
[2025-12-05T20:15:59.370234] [INFO ] [sig       ] [161/3626] Forecasting AMBP...
[2025-12-05T20:15:59.370262] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-05T20:15:59.370292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-05T20:15:59.380622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-05T20:15:59.380907] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-05T20:15:59.381724] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-05T20:15:59.381776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:59.381808] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:59.381835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:59.381892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:59.441908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:59.442761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:59.442841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:59.442874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:59.558924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:59.559087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:59.559126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:59.559154] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:59.562410] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-05T20:15:59.562684] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-05T20:15:59.562804] [INFO ] [sig       ] AMBP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:15:59.708394] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMBP.txt
[2025-12-05T20:15:59.708531] [INFO ] [sig       ] [161/3626] Completed AMBP in 0.3s | 2.91 sym/s | Total: 55.4s | ETA: 19.9m
[2025-12-05T20:15:59.708587] [INFO ] [sig       ] [162/3626] Forecasting AMC...
[2025-12-05T20:15:59.708620] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-05T20:15:59.708656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-05T20:15:59.719468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-05T20:15:59.719795] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-05T20:15:59.720641] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-05T20:15:59.720694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:15:59.720727] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:15:59.720755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:15:59.720812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:15:59.779357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:15:59.780045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:15:59.780131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:15:59.780186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:15:59.899954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:15:59.900105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:15:59.900146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:15:59.900176] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:15:59.903527] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-05T20:15:59.903809] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-05T20:15:59.903933] [INFO ] [sig       ] AMC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:00.049904] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMC.txt
[2025-12-05T20:16:00.050057] [INFO ] [sig       ] [162/3626] Completed AMC in 0.3s | 2.91 sym/s | Total: 55.8s | ETA: 19.9m
[2025-12-05T20:16:00.050096] [INFO ] [sig       ] [163/3626] Forecasting AMCX...
[2025-12-05T20:16:00.050123] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-05T20:16:00.050153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-05T20:16:00.060874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-05T20:16:00.061292] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-05T20:16:00.062169] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-05T20:16:00.062224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:00.062292] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:00.062327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:00.062415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:00.126150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:00.127182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:00.127287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:00.127326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:00.251360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:00.251493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:00.251541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:00.251589] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:00.255052] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2025-12-05T20:16:00.255316] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-05T20:16:00.255437] [INFO ] [sig       ] AMCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:00.399050] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMCX.txt
[2025-12-05T20:16:00.399181] [INFO ] [sig       ] [163/3626] Completed AMCX in 0.3s | 2.90 sym/s | Total: 56.1s | ETA: 19.9m
[2025-12-05T20:16:00.399225] [INFO ] [sig       ] [164/3626] Forecasting AMD...
[2025-12-05T20:16:00.399259] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-05T20:16:00.399295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-05T20:16:00.410497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-05T20:16:00.410818] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-05T20:16:00.411641] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-05T20:16:00.411698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:00.411730] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:00.411757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:00.411813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:00.468306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:00.468991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:00.469069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:00.469101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:00.592408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:00.592565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:00.592624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:00.592652] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:00.595974] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-05T20:16:00.596230] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-05T20:16:00.596351] [INFO ] [sig       ] AMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:00.735995] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMD.txt
[2025-12-05T20:16:00.736139] [INFO ] [sig       ] [164/3626] Completed AMD in 0.3s | 2.91 sym/s | Total: 56.4s | ETA: 19.9m
[2025-12-05T20:16:00.736177] [INFO ] [sig       ] [165/3626] Forecasting AMDL...
[2025-12-05T20:16:00.736206] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-05T20:16:00.736235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-05T20:16:00.746686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-05T20:16:00.747020] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-05T20:16:00.747913] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-05T20:16:00.747965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:00.747999] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:00.748025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:00.748082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:00.805051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:00.805733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:00.805813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:00.805845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:00.941711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:00.941875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:00.941918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:00.941946] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:00.945853] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: UP (p=64.97%)
[2025-12-05T20:16:00.946151] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-05T20:16:00.946298] [INFO ] [sig       ] AMDL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:01.082765] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMDL.txt
[2025-12-05T20:16:01.082896] [INFO ] [sig       ] [165/3626] Completed AMDL in 0.3s | 2.91 sym/s | Total: 56.8s | ETA: 19.9m
[2025-12-05T20:16:01.082934] [INFO ] [sig       ] [166/3626] Forecasting AME...
[2025-12-05T20:16:01.082963] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-05T20:16:01.082992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-05T20:16:01.096296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-05T20:16:01.096609] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-05T20:16:01.097359] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-05T20:16:01.097409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:01.097439] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:01.097465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:01.097519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:01.164736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:01.165696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:01.165791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:01.165828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:01.286964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:01.287082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:01.287124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:01.287184] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:01.290706] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-05T20:16:01.290977] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-05T20:16:01.291119] [INFO ] [sig       ] AME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:01.434302] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AME.txt
[2025-12-05T20:16:01.434443] [INFO ] [sig       ] [166/3626] Completed AME in 0.4s | 2.90 sym/s | Total: 57.1s | ETA: 19.9m
[2025-12-05T20:16:01.434481] [INFO ] [sig       ] [167/3626] Forecasting AMG...
[2025-12-05T20:16:01.434511] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-05T20:16:01.434541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-05T20:16:01.445819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-05T20:16:01.446149] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-05T20:16:01.446969] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-05T20:16:01.447021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:01.447055] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:01.447083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:01.447140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:01.505464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:01.506299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:01.506382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:01.506416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:01.624022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:01.624184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:01.624225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:01.624254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:01.628397] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-05T20:16:01.628831] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-05T20:16:01.628982] [INFO ] [sig       ] AMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:01.776463] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMG.txt
[2025-12-05T20:16:01.776655] [INFO ] [sig       ] [167/3626] Completed AMG in 0.3s | 2.90 sym/s | Total: 57.5s | ETA: 19.8m
[2025-12-05T20:16:01.776707] [INFO ] [sig       ] [168/3626] Forecasting AMGN...
[2025-12-05T20:16:01.776739] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-05T20:16:01.776771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-05T20:16:01.790022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-05T20:16:01.790463] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-05T20:16:01.791384] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-05T20:16:01.791443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:01.791480] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:01.791511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:01.791602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:01.855880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:01.856804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:01.856887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:01.856920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:01.980904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:01.981063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:01.981105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:01.981134] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:01.984591] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-05T20:16:01.984869] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-05T20:16:01.984997] [INFO ] [sig       ] AMGN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:02.135316] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMGN.txt
[2025-12-05T20:16:02.135504] [INFO ] [sig       ] [168/3626] Completed AMGN in 0.4s | 2.90 sym/s | Total: 57.8s | ETA: 19.8m
[2025-12-05T20:16:02.135554] [INFO ] [sig       ] [169/3626] Forecasting AMH...
[2025-12-05T20:16:02.135612] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-05T20:16:02.135657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-05T20:16:02.146600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-05T20:16:02.146958] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-05T20:16:02.147863] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-05T20:16:02.147925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:02.147965] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:02.148002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:02.148080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:02.206507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:02.207429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:02.207520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:02.207554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:02.326805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:02.326959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:02.326999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:02.327026] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:02.330430] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=44.48%)
[2025-12-05T20:16:02.330710] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-05T20:16:02.330829] [INFO ] [sig       ] AMH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:02.467635] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMH.txt
[2025-12-05T20:16:02.467788] [INFO ] [sig       ] [169/3626] Completed AMH in 0.3s | 2.90 sym/s | Total: 58.2s | ETA: 19.8m
[2025-12-05T20:16:02.467851] [INFO ] [sig       ] [170/3626] Forecasting AMLX...
[2025-12-05T20:16:02.467883] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-05T20:16:02.467913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-05T20:16:02.479378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-05T20:16:02.479811] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-05T20:16:02.480675] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-05T20:16:02.480727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:02.480760] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:02.480787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:02.480844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:02.538026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:02.538901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:02.538982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:02.539016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:02.654769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:02.654916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:02.654955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:02.654982] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:02.658256] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=48.77%)
[2025-12-05T20:16:02.658519] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-05T20:16:02.658654] [INFO ] [sig       ] AMLX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:02.800899] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMLX.txt
[2025-12-05T20:16:02.801035] [INFO ] [sig       ] [170/3626] Completed AMLX in 0.3s | 2.91 sym/s | Total: 58.5s | ETA: 19.8m
[2025-12-05T20:16:02.801073] [INFO ] [sig       ] [171/3626] Forecasting AMN...
[2025-12-05T20:16:02.801101] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-05T20:16:02.801132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-05T20:16:02.811597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-05T20:16:02.811905] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-05T20:16:02.812696] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-05T20:16:02.812762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:02.812794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:02.812821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:02.812876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:02.868387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:02.869124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:02.869200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:02.869233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:02.987090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:02.987248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:02.987292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:02.987323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:02.990812] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2025-12-05T20:16:02.991088] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-05T20:16:02.991216] [INFO ] [sig       ] AMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:03.127328] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMN.txt
[2025-12-05T20:16:03.127458] [INFO ] [sig       ] [171/3626] Completed AMN in 0.3s | 2.91 sym/s | Total: 58.8s | ETA: 19.8m
[2025-12-05T20:16:03.127496] [INFO ] [sig       ] [172/3626] Forecasting AMP...
[2025-12-05T20:16:03.127524] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-05T20:16:03.127554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-05T20:16:03.137598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2025-12-05T20:16:03.137912] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-05T20:16:03.138673] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-05T20:16:03.138723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:03.138754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:03.138780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:03.138836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:03.195181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:03.195888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:03.195970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:03.196002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:03.316838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:03.317011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:03.317055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:03.317084] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:03.320775] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2025-12-05T20:16:03.321086] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-05T20:16:03.321231] [INFO ] [sig       ] AMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:03.459464] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMP.txt
[2025-12-05T20:16:03.459663] [INFO ] [sig       ] [172/3626] Completed AMP in 0.3s | 2.91 sym/s | Total: 59.2s | ETA: 19.8m
[2025-12-05T20:16:03.459708] [INFO ] [sig       ] [173/3626] Forecasting AMPG...
[2025-12-05T20:16:03.459737] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-05T20:16:03.459768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-05T20:16:03.470655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-05T20:16:03.470919] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-05T20:16:03.471709] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-05T20:16:03.471761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:03.471791] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:03.471817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:03.471873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:03.528146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:03.529063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:03.529180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:03.529215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:03.648752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:03.648919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:03.648961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:03.648990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:03.652340] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=80.05%)
[2025-12-05T20:16:03.652622] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-05T20:16:03.652749] [INFO ] [sig       ] AMPG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:03.789764] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMPG.txt
[2025-12-05T20:16:03.789890] [INFO ] [sig       ] [173/3626] Completed AMPG in 0.3s | 2.91 sym/s | Total: 59.5s | ETA: 19.8m
[2025-12-05T20:16:03.789928] [INFO ] [sig       ] [174/3626] Forecasting AMPH...
[2025-12-05T20:16:03.789957] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-05T20:16:03.789986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-05T20:16:03.800910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-05T20:16:03.801183] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-05T20:16:03.801980] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-05T20:16:03.802030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:03.802062] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:03.802087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:03.802143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:03.857463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:03.858141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:03.858220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:03.858252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:03.979232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:03.979376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:03.979414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:03.979441] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:03.982758] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=45.96%)
[2025-12-05T20:16:03.983014] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-05T20:16:03.983134] [INFO ] [sig       ] AMPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:04.121731] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMPH.txt
[2025-12-05T20:16:04.121952] [INFO ] [sig       ] [174/3626] Completed AMPH in 0.3s | 2.91 sym/s | Total: 59.8s | ETA: 19.8m
[2025-12-05T20:16:04.122006] [INFO ] [sig       ] [175/3626] Forecasting AMPL...
[2025-12-05T20:16:04.122038] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-05T20:16:04.122072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-05T20:16:04.135032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-05T20:16:04.135528] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-05T20:16:04.136471] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-05T20:16:04.136535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:04.136594] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:04.136626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:04.136684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:04.196558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:04.198100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:04.198228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:04.198270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:04.342176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:04.342437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:04.342489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:04.342519] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:04.346749] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=86.20%)
[2025-12-05T20:16:04.347102] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-05T20:16:04.347264] [INFO ] [sig       ] AMPL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:04.492336] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMPL.txt
[2025-12-05T20:16:04.492540] [INFO ] [sig       ] [175/3626] Completed AMPL in 0.4s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:04.492672] [INFO ] [sig       ] [176/3626] Forecasting AMPX...
[2025-12-05T20:16:04.492710] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-05T20:16:04.492744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-05T20:16:04.506072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-05T20:16:04.506489] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-05T20:16:04.507368] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-05T20:16:04.507420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:04.507452] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:04.507478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:04.507534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:04.564627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:04.565270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:04.565351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:04.565383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:04.685984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:04.686144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:04.686184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:04.686212] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:04.689625] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=88.97%)
[2025-12-05T20:16:04.689902] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-05T20:16:04.690020] [INFO ] [sig       ] AMPX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:04.829603] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMPX.txt
[2025-12-05T20:16:04.829805] [INFO ] [sig       ] [176/3626] Completed AMPX in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:04.829861] [INFO ] [sig       ] [177/3626] Forecasting AMRC...
[2025-12-05T20:16:04.829898] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-05T20:16:04.829935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-05T20:16:04.840411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-05T20:16:04.840712] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-05T20:16:04.841457] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-05T20:16:04.841508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:04.841541] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:04.841586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:04.841647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:04.897656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:04.898431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:04.898514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:04.898547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:05.026699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:05.026945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:05.026995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:05.027031] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:05.031385] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-05T20:16:05.031786] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-05T20:16:05.031961] [INFO ] [sig       ] AMRC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:05.179630] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMRC.txt
[2025-12-05T20:16:05.179876] [INFO ] [sig       ] [177/3626] Completed AMRC in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:05.179921] [INFO ] [sig       ] [178/3626] Forecasting AMRN...
[2025-12-05T20:16:05.179952] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-05T20:16:05.179985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-05T20:16:05.192475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-05T20:16:05.192955] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-05T20:16:05.193877] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-05T20:16:05.193930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:05.193963] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:05.193991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:05.194050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:05.251260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:05.252342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:05.252436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:05.252471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:05.375776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:05.376011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:05.376085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:05.376115] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:05.380013] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-05T20:16:05.380338] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-05T20:16:05.380478] [INFO ] [sig       ] AMRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:05.525384] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMRN.txt
[2025-12-05T20:16:05.525619] [INFO ] [sig       ] [178/3626] Completed AMRN in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:05.525668] [INFO ] [sig       ] [179/3626] Forecasting AMRX...
[2025-12-05T20:16:05.525697] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-05T20:16:05.525729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-05T20:16:05.538436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-05T20:16:05.539061] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-05T20:16:05.540075] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-05T20:16:05.540130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:05.540163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:05.540190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:05.540249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:05.601922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:05.603008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:05.603098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:05.603131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:05.734250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:05.734494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:05.734541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:05.734589] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:05.739853] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2025-12-05T20:16:05.740469] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-05T20:16:05.740712] [INFO ] [sig       ] AMRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:05.883512] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMRX.txt
[2025-12-05T20:16:05.883716] [INFO ] [sig       ] [179/3626] Completed AMRX in 0.4s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:05.883759] [INFO ] [sig       ] [180/3626] Forecasting AMSC...
[2025-12-05T20:16:05.883789] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-05T20:16:05.883819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-05T20:16:05.895323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-05T20:16:05.895760] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-05T20:16:05.896559] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-05T20:16:05.896640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:05.896700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:05.896728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:05.896785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:05.951953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:05.952952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:05.953041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:05.953072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:06.077925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:06.078108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:06.078157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:06.078187] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:06.083250] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2025-12-05T20:16:06.083907] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-05T20:16:06.084150] [INFO ] [sig       ] AMSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:06.233178] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMSC.txt
[2025-12-05T20:16:06.233397] [INFO ] [sig       ] [180/3626] Completed AMSC in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:06.233463] [INFO ] [sig       ] [181/3626] Forecasting AMSF...
[2025-12-05T20:16:06.233500] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-05T20:16:06.233535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-05T20:16:06.245936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-05T20:16:06.246280] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-05T20:16:06.247157] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-05T20:16:06.247209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:06.247242] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:06.247267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:06.247324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:06.307515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:06.308370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:06.308457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:06.308490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:06.437246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:06.437430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:06.437473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:06.437501] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:06.441134] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-05T20:16:06.441434] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-05T20:16:06.441566] [INFO ] [sig       ] AMSF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:06.585589] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMSF.txt
[2025-12-05T20:16:06.585767] [INFO ] [sig       ] [181/3626] Completed AMSF in 0.4s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:06.585821] [INFO ] [sig       ] [182/3626] Forecasting AMTB...
[2025-12-05T20:16:06.585860] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-05T20:16:06.585900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-05T20:16:06.597697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-05T20:16:06.598053] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-05T20:16:06.598910] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-05T20:16:06.598963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:06.599011] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:06.599039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:06.599097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:06.658091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:06.659040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:06.659140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:06.659176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:06.783924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:06.784096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:06.784151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:06.784192] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:06.787684] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-05T20:16:06.787968] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-05T20:16:06.788096] [INFO ] [sig       ] AMTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:06.933749] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMTB.txt
[2025-12-05T20:16:06.933989] [INFO ] [sig       ] [182/3626] Completed AMTB in 0.3s | 2.91 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:06.934035] [INFO ] [sig       ] [183/3626] Forecasting AMTX...
[2025-12-05T20:16:06.934072] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-05T20:16:06.934108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-05T20:16:06.947528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-05T20:16:06.947997] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-05T20:16:06.948875] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-05T20:16:06.948927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:06.948958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:06.948983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:06.949039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:07.004541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:07.005200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:07.005281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:07.005314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:07.127965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:07.128136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:07.128175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:07.128235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:07.131550] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: UP (p=53.27%)
[2025-12-05T20:16:07.131829] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-05T20:16:07.131952] [INFO ] [sig       ] AMTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:07.286051] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMTX.txt
[2025-12-05T20:16:07.286280] [INFO ] [sig       ] [183/3626] Completed AMTX in 0.4s | 2.90 sym/s | Total: 1.0m | ETA: 19.8m
[2025-12-05T20:16:07.286326] [INFO ] [sig       ] [184/3626] Forecasting AMWD...
[2025-12-05T20:16:07.286360] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-05T20:16:07.286400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-05T20:16:07.299726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2025-12-05T20:16:07.300346] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-05T20:16:07.301357] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-05T20:16:07.301411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:07.301443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:07.301468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:07.301526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:07.360837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:07.361999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:07.362100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:07.362135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:07.484738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:07.484981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:07.485025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:07.485054] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:07.489087] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-05T20:16:07.489445] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-05T20:16:07.489612] [INFO ] [sig       ] AMWD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:07.632586] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMWD.txt
[2025-12-05T20:16:07.632840] [INFO ] [sig       ] [184/3626] Completed AMWD in 0.3s | 2.90 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:07.632886] [INFO ] [sig       ] [185/3626] Forecasting AMWL...
[2025-12-05T20:16:07.632915] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-05T20:16:07.632950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-05T20:16:07.645507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2025-12-05T20:16:07.645908] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-05T20:16:07.646728] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-05T20:16:07.646778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:07.646809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:07.646835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:07.646891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:07.702140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:07.702771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:07.702849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:07.702881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:07.823011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:07.823135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:07.823173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:07.823200] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:07.826406] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=45.94%)
[2025-12-05T20:16:07.826684] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-05T20:16:07.826805] [INFO ] [sig       ] AMWL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:07.963126] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMWL.txt
[2025-12-05T20:16:07.963380] [INFO ] [sig       ] [185/3626] Completed AMWL in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:07.963437] [INFO ] [sig       ] [186/3626] Forecasting AMX...
[2025-12-05T20:16:07.963468] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-05T20:16:07.963502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-05T20:16:07.975720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-05T20:16:07.976080] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-05T20:16:07.976883] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-05T20:16:07.976932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:07.976963] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:07.976989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:07.977045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:08.032897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:08.033686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:08.033766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:08.033797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:08.160966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:08.161160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:08.161210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:08.161241] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:08.164995] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-05T20:16:08.165286] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-05T20:16:08.165418] [INFO ] [sig       ] AMX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:08.307316] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMX.txt
[2025-12-05T20:16:08.307497] [INFO ] [sig       ] [186/3626] Completed AMX in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:08.307537] [INFO ] [sig       ] [187/3626] Forecasting AMZD...
[2025-12-05T20:16:08.307566] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-05T20:16:08.307616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-05T20:16:08.319104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-05T20:16:08.319422] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-05T20:16:08.320227] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-05T20:16:08.320277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:08.320308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:08.320334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:08.320389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:08.379873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:08.380798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:08.380889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:08.380923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:08.498754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:08.498917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:08.498959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:08.498987] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:08.502637] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: DOWN (p=31.47%)
[2025-12-05T20:16:08.502913] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-05T20:16:08.503040] [INFO ] [sig       ] AMZD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:08.652814] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMZD.txt
[2025-12-05T20:16:08.652925] [INFO ] [sig       ] [187/3626] Completed AMZD in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:08.652963] [INFO ] [sig       ] [188/3626] Forecasting AMZN...
[2025-12-05T20:16:08.652991] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-05T20:16:08.653020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-05T20:16:08.664873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-05T20:16:08.665204] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-05T20:16:08.666015] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-05T20:16:08.666065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:08.666096] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:08.666121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:08.666177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:08.721552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:08.722333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:08.722422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:08.722457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:08.841663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:08.841838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:08.841879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:08.841905] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:08.845267] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-05T20:16:08.845530] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-05T20:16:08.845673] [INFO ] [sig       ] AMZN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:08.981626] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AMZN.txt
[2025-12-05T20:16:08.981760] [INFO ] [sig       ] [188/3626] Completed AMZN in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:08.981799] [INFO ] [sig       ] [189/3626] Forecasting AMZZ...
[2025-12-05T20:16:08.981827] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-05T20:16:08.981855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-05T20:16:08.993456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2025-12-05T20:16:08.993849] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-05T20:16:08.994651] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-05T20:16:08.994702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:08.994733] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:08.994758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:08.994814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:09.054373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:09.055257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:09.055342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:09.055374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:09.175829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:09.175995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:09.176034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:09.176079] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:09.179443] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=38.60%)
[2025-12-05T20:16:09.179749] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-05T20:16:09.179867] [INFO ] [sig       ] AMZZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:09.317396] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AMZZ.txt
[2025-12-05T20:16:09.317526] [INFO ] [sig       ] [189/3626] Completed AMZZ in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:09.317563] [INFO ] [sig       ] [190/3626] Forecasting AN...
[2025-12-05T20:16:09.317611] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-05T20:16:09.317640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-05T20:16:09.328548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-05T20:16:09.328904] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-05T20:16:09.329675] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-05T20:16:09.329726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:09.329758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:09.329785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:09.329841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:09.386070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:09.386954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:09.387075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:09.387109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:09.507006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:09.507166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:09.507206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:09.507234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:09.510780] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-05T20:16:09.511126] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-05T20:16:09.511263] [INFO ] [sig       ] AN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:09.651191] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AN.txt
[2025-12-05T20:16:09.651346] [INFO ] [sig       ] [190/3626] Completed AN in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:09.651384] [INFO ] [sig       ] [191/3626] Forecasting ANAB...
[2025-12-05T20:16:09.651415] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-05T20:16:09.651445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-05T20:16:09.662210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2025-12-05T20:16:09.662489] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-05T20:16:09.663301] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-05T20:16:09.663353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:09.663385] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:09.663413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:09.663470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:09.724971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:09.725699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:09.725776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:09.725823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:09.842698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:09.842814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:09.842850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:09.842877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:09.846034] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-05T20:16:09.846286] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-05T20:16:09.846403] [INFO ] [sig       ] ANAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:09.986093] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ANAB.txt
[2025-12-05T20:16:09.986209] [INFO ] [sig       ] [191/3626] Completed ANAB in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:09.986245] [INFO ] [sig       ] [192/3626] Forecasting ANDE...
[2025-12-05T20:16:09.986273] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-05T20:16:09.986302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-05T20:16:09.996438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2025-12-05T20:16:09.996738] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-05T20:16:09.997512] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-05T20:16:09.997563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:09.997623] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:09.997652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:09.997709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:10.054500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:10.055174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:10.055252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:10.055285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:10.176788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:10.176903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:10.176939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:10.176967] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:10.180100] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2025-12-05T20:16:10.180355] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-05T20:16:10.180475] [INFO ] [sig       ] ANDE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:10.323217] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANDE.txt
[2025-12-05T20:16:10.323345] [INFO ] [sig       ] [192/3626] Completed ANDE in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:10.323382] [INFO ] [sig       ] [193/3626] Forecasting ANF...
[2025-12-05T20:16:10.323410] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-05T20:16:10.323439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-05T20:16:10.333749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2025-12-05T20:16:10.334081] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-05T20:16:10.334853] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-05T20:16:10.334903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:10.334935] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:10.334977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:10.335034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:10.390848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:10.391426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:10.391501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:10.391535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:10.507451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:10.507619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:10.507658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:10.507686] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:10.510959] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-05T20:16:10.511216] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-05T20:16:10.511333] [INFO ] [sig       ] ANF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:10.658895] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANF.txt
[2025-12-05T20:16:10.659050] [INFO ] [sig       ] [193/3626] Completed ANF in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:10.659090] [INFO ] [sig       ] [194/3626] Forecasting ANGI...
[2025-12-05T20:16:10.659118] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-05T20:16:10.659147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-05T20:16:10.670558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2025-12-05T20:16:10.670890] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-05T20:16:10.671683] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-05T20:16:10.671733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:10.671765] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:10.671792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:10.671848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:10.728445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:10.729099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:10.729176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:10.729209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:10.849757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:10.850000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:10.850048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:10.850079] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:10.854432] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-05T20:16:10.854849] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-05T20:16:10.855019] [INFO ] [sig       ] ANGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:10.997218] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANGI.txt
[2025-12-05T20:16:10.997383] [INFO ] [sig       ] [194/3626] Completed ANGI in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:10.997421] [INFO ] [sig       ] [195/3626] Forecasting ANGL...
[2025-12-05T20:16:10.997451] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-05T20:16:10.997483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-05T20:16:11.010706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-05T20:16:11.011156] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-05T20:16:11.012065] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-05T20:16:11.012116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:11.012148] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:11.012174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:11.012232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:11.069233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:11.070220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:11.070314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:11.070347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:11.196303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:11.196546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:11.196607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:11.196638] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:11.200466] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-05T20:16:11.200781] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-05T20:16:11.200920] [INFO ] [sig       ] ANGL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:11.340951] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANGL.txt
[2025-12-05T20:16:11.341119] [INFO ] [sig       ] [195/3626] Completed ANGL in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:11.341158] [INFO ] [sig       ] [196/3626] Forecasting ANGO...
[2025-12-05T20:16:11.341187] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-05T20:16:11.341218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-05T20:16:11.352772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2025-12-05T20:16:11.353110] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-05T20:16:11.353929] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-05T20:16:11.353981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:11.354012] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:11.354038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:11.354094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:11.412195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:11.413126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:11.413213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:11.413246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:11.530395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:11.530555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:11.530614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:11.530645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:11.534041] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=89.54%)
[2025-12-05T20:16:11.534325] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-05T20:16:11.534454] [INFO ] [sig       ] ANGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:11.673052] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANGO.txt
[2025-12-05T20:16:11.673179] [INFO ] [sig       ] [196/3626] Completed ANGO in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.7m
[2025-12-05T20:16:11.673218] [INFO ] [sig       ] [197/3626] Forecasting ANIK...
[2025-12-05T20:16:11.673247] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-05T20:16:11.673282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-05T20:16:11.684889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-05T20:16:11.685319] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-05T20:16:11.686135] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-05T20:16:11.686185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:11.686247] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:11.686275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:11.686336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:11.742885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:11.743731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:11.743817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:11.743851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:11.862661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:11.862842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:11.862884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:11.862911] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:11.866562] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-05T20:16:11.866880] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-05T20:16:11.867010] [INFO ] [sig       ] ANIK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:12.008662] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANIK.txt
[2025-12-05T20:16:12.008882] [INFO ] [sig       ] [197/3626] Completed ANIK in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-05T20:16:12.008925] [INFO ] [sig       ] [198/3626] Forecasting ANIP...
[2025-12-05T20:16:12.008956] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-05T20:16:12.008989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-05T20:16:12.021348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-05T20:16:12.021773] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-05T20:16:12.022785] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-05T20:16:12.022839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:12.022871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:12.022896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:12.022956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:12.085521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:12.086760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:12.086863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:12.086900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:12.208114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:12.208246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:12.208286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:12.208315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:12.211693] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-05T20:16:12.211981] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-05T20:16:12.212112] [INFO ] [sig       ] ANIP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:12.353891] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANIP.txt
[2025-12-05T20:16:12.354070] [INFO ] [sig       ] [198/3626] Completed ANIP in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-05T20:16:12.354110] [INFO ] [sig       ] [199/3626] Forecasting ANIX...
[2025-12-05T20:16:12.354140] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-05T20:16:12.354170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-05T20:16:12.365076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-05T20:16:12.365372] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-05T20:16:12.366177] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-05T20:16:12.366227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:12.366260] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:12.366285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:12.366342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:12.421912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:12.422496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:12.422592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:12.422626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:12.543260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:12.543419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:12.543460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:12.543487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:12.546842] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-05T20:16:12.547109] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-05T20:16:12.547231] [INFO ] [sig       ] ANIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:12.685859] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANIX.txt
[2025-12-05T20:16:12.685984] [INFO ] [sig       ] [199/3626] Completed ANIX in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-05T20:16:12.686021] [INFO ] [sig       ] [200/3626] Forecasting ANNX...
[2025-12-05T20:16:12.686049] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-05T20:16:12.686079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-05T20:16:12.697056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2025-12-05T20:16:12.697304] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-05T20:16:12.698132] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-05T20:16:12.698182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:12.698213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:12.698239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:12.698294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:12.755350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:12.755995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:12.756075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:12.756106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:12.875268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:12.875400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:12.875438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:12.875496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:12.878829] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=29.34%)
[2025-12-05T20:16:12.879094] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-05T20:16:12.879218] [INFO ] [sig       ] ANNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:13.015327] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ANNX.txt
[2025-12-05T20:16:13.015464] [INFO ] [sig       ] [200/3626] Completed ANNX in 0.3s | 2.91 sym/s | Total: 1.1m | ETA: 19.6m
[2025-12-05T20:16:13.015501] [INFO ] [sig       ] [201/3626] Forecasting ANTX...
[2025-12-05T20:16:13.015530] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-05T20:16:13.015560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-05T20:16:13.027478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2025-12-05T20:16:13.028141] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-05T20:16:13.029415] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-05T20:16:13.029468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:13.029501] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:13.029527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:13.029598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:13.086787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:13.087560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:13.087668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:13.087701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:13.205163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:13.205335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:13.205376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:13.205403] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:13.208787] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2025-12-05T20:16:13.209053] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-05T20:16:13.209178] [INFO ] [sig       ] ANTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:13.344748] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ANTX.txt
[2025-12-05T20:16:13.344866] [INFO ] [sig       ] [201/3626] Completed ANTX in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:13.344903] [INFO ] [sig       ] [202/3626] Forecasting ANVS...
[2025-12-05T20:16:13.344931] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-05T20:16:13.344959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-05T20:16:13.356122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-05T20:16:13.356365] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-05T20:16:13.357128] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-05T20:16:13.357178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:13.357209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:13.357234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:13.357290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:13.413210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:13.413802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:13.413875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:13.413907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:13.534123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:13.534284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:13.534329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:13.534359] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:13.537782] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2025-12-05T20:16:13.538080] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-05T20:16:13.538204] [INFO ] [sig       ] ANVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:13.676097] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ANVS.txt
[2025-12-05T20:16:13.676215] [INFO ] [sig       ] [202/3626] Completed ANVS in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:13.676251] [INFO ] [sig       ] [203/3626] Forecasting AOD...
[2025-12-05T20:16:13.676278] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-05T20:16:13.676308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-05T20:16:13.688215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2025-12-05T20:16:13.688690] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-05T20:16:13.689524] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-05T20:16:13.689599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:13.689632] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:13.689658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:13.689718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:13.746229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:13.747161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:13.747247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:13.747280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:13.865606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:13.865778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:13.865818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:13.865846] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:13.869248] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=44.98%)
[2025-12-05T20:16:13.869519] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-05T20:16:13.869660] [INFO ] [sig       ] AOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:14.005903] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AOD.txt
[2025-12-05T20:16:14.006075] [INFO ] [sig       ] [203/3626] Completed AOD in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:14.006115] [INFO ] [sig       ] [204/3626] Forecasting AOHY...
[2025-12-05T20:16:14.006143] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-05T20:16:14.006172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-05T20:16:14.017516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-05T20:16:14.017842] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-05T20:16:14.018626] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-05T20:16:14.018675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:14.018706] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:14.018732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:14.018787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:14.074393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:14.075190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:14.075276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:14.075307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:14.189089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:14.189257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:14.189297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:14.189323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:14.192721] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-05T20:16:14.192987] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-05T20:16:14.193111] [INFO ] [sig       ] AOHY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:14.329859] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AOHY.txt
[2025-12-05T20:16:14.330022] [INFO ] [sig       ] [204/3626] Completed AOHY in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:14.330061] [INFO ] [sig       ] [205/3626] Forecasting AON...
[2025-12-05T20:16:14.330091] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-05T20:16:14.330121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-05T20:16:14.340745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-05T20:16:14.341079] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-05T20:16:14.341918] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-05T20:16:14.341969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:14.342001] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:14.342028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:14.342085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:14.400503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:14.401427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:14.401510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:14.401542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:14.522609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:14.522765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:14.522806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:14.522834] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:14.526115] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-05T20:16:14.526376] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-05T20:16:14.526496] [INFO ] [sig       ] AON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:14.663001] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AON.txt
[2025-12-05T20:16:14.663136] [INFO ] [sig       ] [205/3626] Completed AON in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:14.663174] [INFO ] [sig       ] [206/3626] Forecasting AOS...
[2025-12-05T20:16:14.663202] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-05T20:16:14.663232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-05T20:16:14.674151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-05T20:16:14.674454] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-05T20:16:14.675231] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-05T20:16:14.675297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:14.675328] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:14.675353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:14.675407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:14.731362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:14.732013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:14.732087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:14.732119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:14.849596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:14.849750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:14.849791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:14.849818] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:14.853104] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2025-12-05T20:16:14.853369] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-05T20:16:14.853487] [INFO ] [sig       ] AOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:14.990438] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AOS.txt
[2025-12-05T20:16:14.990563] [INFO ] [sig       ] [206/3626] Completed AOS in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:14.990624] [INFO ] [sig       ] [207/3626] Forecasting AOSL...
[2025-12-05T20:16:14.990652] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-05T20:16:14.990681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-05T20:16:15.001414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-05T20:16:15.001722] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-05T20:16:15.002466] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-05T20:16:15.002515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:15.002546] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:15.002591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:15.002650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:15.058901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:15.059718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:15.059824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:15.059858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:15.176806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:15.176968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:15.177008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:15.177036] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:15.180425] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=31.80%)
[2025-12-05T20:16:15.180733] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-05T20:16:15.180868] [INFO ] [sig       ] AOSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:15.322426] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AOSL.txt
[2025-12-05T20:16:15.322602] [INFO ] [sig       ] [207/3626] Completed AOSL in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.6m
[2025-12-05T20:16:15.322643] [INFO ] [sig       ] [208/3626] Forecasting AP...
[2025-12-05T20:16:15.322673] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-05T20:16:15.322703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-05T20:16:15.333326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2025-12-05T20:16:15.333693] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-05T20:16:15.334490] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-05T20:16:15.334543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:15.334607] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:15.334657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:15.334721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:15.391189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:15.392026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:15.392105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:15.392137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:15.508089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:15.508249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:15.508288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:15.508317] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:15.511665] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-05T20:16:15.511947] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-05T20:16:15.512066] [INFO ] [sig       ] AP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:15.650154] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AP.txt
[2025-12-05T20:16:15.650276] [INFO ] [sig       ] [208/3626] Completed AP in 0.3s | 2.91 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:15.650313] [INFO ] [sig       ] [209/3626] Forecasting APA...
[2025-12-05T20:16:15.650342] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-05T20:16:15.650371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-05T20:16:15.660969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2025-12-05T20:16:15.661237] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-05T20:16:15.661995] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-05T20:16:15.662045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:15.662075] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:15.662101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:15.662156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:15.718539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:15.719158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:15.719233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:15.719264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:15.841666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:15.841802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:15.841841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:15.841869] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:15.845106] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=91.86%)
[2025-12-05T20:16:15.845364] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-05T20:16:15.845482] [INFO ] [sig       ] APA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:15.984121] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APA.txt
[2025-12-05T20:16:15.984253] [INFO ] [sig       ] [209/3626] Completed APA in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:15.984296] [INFO ] [sig       ] [210/3626] Forecasting APAM...
[2025-12-05T20:16:15.984326] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-05T20:16:15.984355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-05T20:16:15.995446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2025-12-05T20:16:15.995781] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-05T20:16:15.996542] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-05T20:16:15.996610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:15.996643] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:15.996670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:15.996726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:16.053307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:16.053956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:16.054033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:16.054065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:16.170780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:16.170894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:16.170930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:16.170957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:16.174067] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-05T20:16:16.174322] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-05T20:16:16.174444] [INFO ] [sig       ] APAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:16.314207] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APAM.txt
[2025-12-05T20:16:16.314395] [INFO ] [sig       ] [210/3626] Completed APAM in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:16.314439] [INFO ] [sig       ] [211/3626] Forecasting APD...
[2025-12-05T20:16:16.314471] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-05T20:16:16.314504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-05T20:16:16.326351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-05T20:16:16.326712] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-05T20:16:16.327485] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-05T20:16:16.327535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:16.327567] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:16.327616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:16.327674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:16.384471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:16.385105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:16.385181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:16.385213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:16.511174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:16.511344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:16.511386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:16.511416] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:16.515196] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-05T20:16:16.515491] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-05T20:16:16.515665] [INFO ] [sig       ] APD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:16.652001] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APD.txt
[2025-12-05T20:16:16.652126] [INFO ] [sig       ] [211/3626] Completed APD in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:16.652162] [INFO ] [sig       ] [212/3626] Forecasting APEI...
[2025-12-05T20:16:16.652191] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-05T20:16:16.652221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-05T20:16:16.663424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-05T20:16:16.663766] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-05T20:16:16.664564] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-05T20:16:16.664636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:16.664669] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:16.664697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:16.664755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:16.721115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:16.721727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:16.721805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:16.721837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:16.838888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:16.839045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:16.839085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:16.839112] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:16.842438] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: UP (p=93.80%)
[2025-12-05T20:16:16.842750] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-05T20:16:16.842885] [INFO ] [sig       ] APEI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:16.981652] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APEI.txt
[2025-12-05T20:16:16.981813] [INFO ] [sig       ] [212/3626] Completed APEI in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:16.981853] [INFO ] [sig       ] [213/3626] Forecasting APG...
[2025-12-05T20:16:16.981882] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-05T20:16:16.981910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-05T20:16:16.992791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-05T20:16:16.993167] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-05T20:16:16.993943] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-05T20:16:16.993993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:16.994024] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:16.994050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:16.994105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:17.051176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:17.052048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:17.052129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:17.052162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:17.173929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:17.174084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:17.174139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:17.174168] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:17.177513] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=34.00%)
[2025-12-05T20:16:17.177807] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-05T20:16:17.177935] [INFO ] [sig       ] APG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:17.314728] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APG.txt
[2025-12-05T20:16:17.314849] [INFO ] [sig       ] [213/3626] Completed APG in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:17.314886] [INFO ] [sig       ] [214/3626] Forecasting APGE...
[2025-12-05T20:16:17.314915] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-05T20:16:17.314944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-05T20:16:17.325308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-05T20:16:17.325590] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-05T20:16:17.326360] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-05T20:16:17.326408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:17.326465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:17.326492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:17.326547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:17.383238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:17.383876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:17.383965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:17.383996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:17.503350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:17.503500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:17.503541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:17.503591] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:17.506925] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=63.15%)
[2025-12-05T20:16:17.507184] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-05T20:16:17.507302] [INFO ] [sig       ] APGE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:17.646336] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APGE.txt
[2025-12-05T20:16:17.646459] [INFO ] [sig       ] [214/3626] Completed APGE in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:17.646496] [INFO ] [sig       ] [215/3626] Forecasting APH...
[2025-12-05T20:16:17.646524] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-05T20:16:17.646552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-05T20:16:17.658245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-05T20:16:17.658569] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-05T20:16:17.659355] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-05T20:16:17.659404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:17.659436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:17.659462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:17.659518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:17.715673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:17.716249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:17.716337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:17.716369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:17.841188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:17.841336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:17.841375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:17.841402] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:17.844673] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=69.87%)
[2025-12-05T20:16:17.844928] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-05T20:16:17.845047] [INFO ] [sig       ] APH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:17.982681] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APH.txt
[2025-12-05T20:16:17.982828] [INFO ] [sig       ] [215/3626] Completed APH in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:17.982866] [INFO ] [sig       ] [216/3626] Forecasting API...
[2025-12-05T20:16:17.982894] [INFO ] [sig       ] Generating forecast for: API
[2025-12-05T20:16:17.982924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-05T20:16:17.994225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-05T20:16:17.994556] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-05T20:16:17.995380] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-05T20:16:17.995432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:17.995467] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:17.995493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:17.995550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:18.052360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:18.053120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:18.053196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:18.053229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:18.169628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:18.169779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:18.169818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:18.169844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:18.173107] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: UP (p=61.55%)
[2025-12-05T20:16:18.173368] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-05T20:16:18.173486] [INFO ] [sig       ] API: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:18.311476] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/API.txt
[2025-12-05T20:16:18.311617] [INFO ] [sig       ] [216/3626] Completed API in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:18.311658] [INFO ] [sig       ] [217/3626] Forecasting APLD...
[2025-12-05T20:16:18.311687] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-05T20:16:18.311718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-05T20:16:18.323125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-05T20:16:18.323472] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-05T20:16:18.324328] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-05T20:16:18.324379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:18.324410] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:18.324450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:18.324507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:18.381307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:18.382029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:18.382108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:18.382140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:18.498822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:18.498995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:18.499034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:18.499062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:18.503501] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-05T20:16:18.503790] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-05T20:16:18.503917] [INFO ] [sig       ] APLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:18.641933] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APLD.txt
[2025-12-05T20:16:18.642081] [INFO ] [sig       ] [217/3626] Completed APLD in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:18.642119] [INFO ] [sig       ] [218/3626] Forecasting APLE...
[2025-12-05T20:16:18.642148] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-05T20:16:18.642177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-05T20:16:18.653622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-05T20:16:18.653957] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-05T20:16:18.654733] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-05T20:16:18.654787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:18.654819] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:18.654845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:18.654901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:18.711402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:18.712014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:18.712088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:18.712118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:18.829182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:18.829346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:18.829385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:18.829415] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:18.832727] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2025-12-05T20:16:18.832983] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-05T20:16:18.833099] [INFO ] [sig       ] APLE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:18.970999] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APLE.txt
[2025-12-05T20:16:18.971128] [INFO ] [sig       ] [218/3626] Completed APLE in 0.3s | 2.92 sym/s | Total: 1.2m | ETA: 19.5m
[2025-12-05T20:16:18.971166] [INFO ] [sig       ] [219/3626] Forecasting APLS...
[2025-12-05T20:16:18.971195] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-05T20:16:18.971225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-05T20:16:18.982624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2025-12-05T20:16:18.983014] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-05T20:16:18.983878] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-05T20:16:18.983930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:18.983963] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:18.983991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:18.984048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:19.040987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:19.041827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:19.041909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:19.041940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:19.164526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:19.164693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:19.164734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:19.164763] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:19.168111] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=68.57%)
[2025-12-05T20:16:19.168380] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-05T20:16:19.168540] [INFO ] [sig       ] APLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:19.304174] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APLS.txt
[2025-12-05T20:16:19.304287] [INFO ] [sig       ] [219/3626] Completed APLS in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.5m
[2025-12-05T20:16:19.304324] [INFO ] [sig       ] [220/3626] Forecasting APM...
[2025-12-05T20:16:19.304352] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-05T20:16:19.304381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-05T20:16:19.318480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APM'.
[2025-12-05T20:16:19.318917] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-05T20:16:19.319886] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-05T20:16:19.319945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:19.319983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:19.320017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:19.320093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:19.384287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:19.385124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:19.385208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:19.385241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:19.499148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:19.499321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:19.499363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:19.499390] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:19.502811] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-05T20:16:19.503077] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-05T20:16:19.503203] [INFO ] [sig       ] APM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:19.642258] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APM.txt
[2025-12-05T20:16:19.642418] [INFO ] [sig       ] [220/3626] Completed APM in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:19.642460] [INFO ] [sig       ] [221/3626] Forecasting APO...
[2025-12-05T20:16:19.642488] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-05T20:16:19.642524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-05T20:16:19.654156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2025-12-05T20:16:19.654480] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-05T20:16:19.655254] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-05T20:16:19.655305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:19.655336] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:19.655361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:19.655417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:19.712077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:19.712699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:19.712778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:19.712810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:19.841893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:19.842053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:19.842094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:19.842122] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:19.845523] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-05T20:16:19.845819] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-05T20:16:19.845941] [INFO ] [sig       ] APO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:19.989048] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APO.txt
[2025-12-05T20:16:19.989220] [INFO ] [sig       ] [221/3626] Completed APO in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:19.989274] [INFO ] [sig       ] [222/3626] Forecasting APOG...
[2025-12-05T20:16:19.989315] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-05T20:16:19.989358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-05T20:16:20.003006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2025-12-05T20:16:20.003386] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-05T20:16:20.004378] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-05T20:16:20.004441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:20.004483] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:20.004521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:20.004620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:20.062002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:20.062660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:20.062739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:20.062774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:20.182531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:20.182709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:20.182750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:20.182778] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:20.186038] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2025-12-05T20:16:20.186293] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-05T20:16:20.186413] [INFO ] [sig       ] APOG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:20.324684] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APOG.txt
[2025-12-05T20:16:20.324820] [INFO ] [sig       ] [222/3626] Completed APOG in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:20.324858] [INFO ] [sig       ] [223/3626] Forecasting APOS...
[2025-12-05T20:16:20.324886] [INFO ] [sig       ] Generating forecast for: APOS
[2025-12-05T20:16:20.324915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-12-05T20:16:20.335395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOS'.
[2025-12-05T20:16:20.335776] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-12-05T20:16:20.336527] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-12-05T20:16:20.336599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:20.336632] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:20.336659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:20.336715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:20.392134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:20.392786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:20.392864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:20.392896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:20.510702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:20.510869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:20.510909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:20.510936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:20.514222] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-05T20:16:20.514481] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-12-05T20:16:20.514617] [INFO ] [sig       ] APOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:20.649986] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APOS.txt
[2025-12-05T20:16:20.650111] [INFO ] [sig       ] [223/3626] Completed APOS in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:20.650149] [INFO ] [sig       ] [224/3626] Forecasting APP...
[2025-12-05T20:16:20.650177] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-05T20:16:20.650207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-05T20:16:20.661136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-05T20:16:20.661411] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-05T20:16:20.662168] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-05T20:16:20.662218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:20.662248] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:20.662275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:20.662335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:20.717486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:20.718180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:20.718284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:20.718317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:20.833539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:20.833686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:20.833725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:20.833753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:20.836978] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=75.83%)
[2025-12-05T20:16:20.837233] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-05T20:16:20.837350] [INFO ] [sig       ] APP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:20.972908] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APP.txt
[2025-12-05T20:16:20.973020] [INFO ] [sig       ] [224/3626] Completed APP in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:20.973056] [INFO ] [sig       ] [225/3626] Forecasting APPF...
[2025-12-05T20:16:20.973084] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-05T20:16:20.973113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-05T20:16:20.984075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2025-12-05T20:16:20.984350] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-05T20:16:20.985107] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-05T20:16:20.985158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:20.985189] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:20.985216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:20.985272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:21.040192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:21.040809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:21.040881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:21.040913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:21.154017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:21.154123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:21.154157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:21.154185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:21.157249] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2025-12-05T20:16:21.157500] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-05T20:16:21.157634] [INFO ] [sig       ] APPF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:21.292226] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APPF.txt
[2025-12-05T20:16:21.292331] [INFO ] [sig       ] [225/3626] Completed APPF in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:21.292367] [INFO ] [sig       ] [226/3626] Forecasting APPN...
[2025-12-05T20:16:21.292395] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-05T20:16:21.292423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-05T20:16:21.304243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2025-12-05T20:16:21.304598] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-05T20:16:21.305433] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-05T20:16:21.305486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:21.305518] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:21.305544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:21.305619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:21.362720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:21.363509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:21.363620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:21.363671] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:21.484189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:21.484363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:21.484405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:21.484434] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:21.490963] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-05T20:16:21.491282] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-05T20:16:21.491428] [INFO ] [sig       ] APPN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:21.637609] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APPN.txt
[2025-12-05T20:16:21.637778] [INFO ] [sig       ] [226/3626] Completed APPN in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:21.637845] [INFO ] [sig       ] [227/3626] Forecasting APPS...
[2025-12-05T20:16:21.637875] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-05T20:16:21.637905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-05T20:16:21.651006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-05T20:16:21.651566] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-05T20:16:21.652600] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-05T20:16:21.652657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:21.652693] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:21.652720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:21.652783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:21.710363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:21.711541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:21.711661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:21.711694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:21.833009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:21.833192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:21.833234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:21.833261] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:21.836691] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2025-12-05T20:16:21.836966] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-05T20:16:21.837091] [INFO ] [sig       ] APPS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:21.973806] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APPS.txt
[2025-12-05T20:16:21.973979] [INFO ] [sig       ] [227/3626] Completed APPS in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:21.974018] [INFO ] [sig       ] [228/3626] Forecasting APRE...
[2025-12-05T20:16:21.974048] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-05T20:16:21.974077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-05T20:16:21.984666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-05T20:16:21.984965] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-05T20:16:21.985743] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-05T20:16:21.985792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:21.985823] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:21.985848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:21.985919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:22.040867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:22.041591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:22.041670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:22.041702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:22.150606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:22.150769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:22.150811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:22.150838] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:22.154141] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-05T20:16:22.154402] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-05T20:16:22.154523] [INFO ] [sig       ] APRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:22.289558] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APRE.txt
[2025-12-05T20:16:22.289701] [INFO ] [sig       ] [228/3626] Completed APRE in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:22.289739] [INFO ] [sig       ] [229/3626] Forecasting APVO...
[2025-12-05T20:16:22.289768] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-05T20:16:22.289797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-05T20:16:22.301159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APVO'.
[2025-12-05T20:16:22.301496] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-05T20:16:22.302268] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-05T20:16:22.302321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:22.302351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:22.302378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:22.302433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:22.362954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:22.363890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:22.363978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:22.364012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:22.476493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:22.476669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:22.476710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:22.476739] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:22.480112] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2025-12-05T20:16:22.480415] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-05T20:16:22.480540] [INFO ] [sig       ] APVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:22.617370] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/APVO.txt
[2025-12-05T20:16:22.617523] [INFO ] [sig       ] [229/3626] Completed APVO in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:22.617563] [INFO ] [sig       ] [230/3626] Forecasting APYX...
[2025-12-05T20:16:22.617612] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-05T20:16:22.617642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-05T20:16:22.630086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-05T20:16:22.630437] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-05T20:16:22.631324] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-05T20:16:22.631396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:22.631433] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:22.631464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:22.631535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:22.688847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:22.689700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:22.689781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:22.689815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:22.803849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:22.804010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:22.804049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:22.804077] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:22.807388] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-05T20:16:22.807681] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-05T20:16:22.807846] [INFO ] [sig       ] APYX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:22.944678] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/APYX.txt
[2025-12-05T20:16:22.944802] [INFO ] [sig       ] [230/3626] Completed APYX in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.4m
[2025-12-05T20:16:22.944839] [INFO ] [sig       ] [231/3626] Forecasting AQMS...
[2025-12-05T20:16:22.944868] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-05T20:16:22.944897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-05T20:16:22.955648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-05T20:16:22.955906] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-05T20:16:22.956680] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-05T20:16:22.956730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:22.956791] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:22.956819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:22.956875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:23.013973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:23.014712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:23.014800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:23.014834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:23.126449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:23.126589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:23.126631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:23.126659] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:23.129952] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=11.85%)
[2025-12-05T20:16:23.130226] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-05T20:16:23.130352] [INFO ] [sig       ] AQMS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:23.269110] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AQMS.txt
[2025-12-05T20:16:23.269256] [INFO ] [sig       ] [231/3626] Completed AQMS in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:23.269296] [INFO ] [sig       ] [232/3626] Forecasting AQN...
[2025-12-05T20:16:23.269326] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-05T20:16:23.269358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-05T20:16:23.280293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-05T20:16:23.280564] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-05T20:16:23.281345] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-05T20:16:23.281394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:23.281425] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:23.281451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:23.281507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:23.337015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:23.337623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:23.337699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:23.337730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:23.457028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:23.457196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:23.457248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:23.457286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:23.461712] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=17.81%)
[2025-12-05T20:16:23.462033] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-05T20:16:23.462186] [INFO ] [sig       ] AQN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:23.605157] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AQN.txt
[2025-12-05T20:16:23.605303] [INFO ] [sig       ] [232/3626] Completed AQN in 0.3s | 2.92 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:23.605341] [INFO ] [sig       ] [233/3626] Forecasting AQNB...
[2025-12-05T20:16:23.605371] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-05T20:16:23.605400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-05T20:16:23.616056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-05T20:16:23.616437] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-05T20:16:23.617213] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-05T20:16:23.617265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:23.617321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:23.617362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:23.617434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:23.676479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:23.677316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:23.677397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:23.677431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:23.793115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:23.793277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:23.793319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:23.793348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:23.796792] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-05T20:16:23.797087] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-05T20:16:23.797217] [INFO ] [sig       ] AQNB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:23.941402] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AQNB.txt
[2025-12-05T20:16:23.941556] [INFO ] [sig       ] [233/3626] Completed AQNB in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:23.941616] [INFO ] [sig       ] [234/3626] Forecasting ARBB...
[2025-12-05T20:16:23.941646] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-05T20:16:23.941676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-05T20:16:23.952791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-05T20:16:23.953090] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-05T20:16:23.953875] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-05T20:16:23.953936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:23.953967] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:23.953994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:23.954049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:24.011617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:24.012463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:24.012546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:24.012602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:24.129876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:24.130230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:24.130273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:24.130344] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:24.133879] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-05T20:16:24.134409] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-05T20:16:24.134550] [INFO ] [sig       ] ARBB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:24.276809] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARBB.txt
[2025-12-05T20:16:24.276964] [INFO ] [sig       ] [234/3626] Completed ARBB in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:24.277002] [INFO ] [sig       ] [235/3626] Forecasting ARBE...
[2025-12-05T20:16:24.277032] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-05T20:16:24.277061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-05T20:16:24.288353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-05T20:16:24.288757] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-05T20:16:24.289542] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-05T20:16:24.289611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:24.289645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:24.289671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:24.289729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:24.347103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:24.348001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:24.348093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:24.348126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:24.469047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:24.469182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:24.469224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:24.469253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:24.472640] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-05T20:16:24.472919] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-05T20:16:24.473040] [INFO ] [sig       ] ARBE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:24.609887] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARBE.txt
[2025-12-05T20:16:24.609995] [INFO ] [sig       ] [235/3626] Completed ARBE in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:24.610032] [INFO ] [sig       ] [236/3626] Forecasting ARCB...
[2025-12-05T20:16:24.610060] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-05T20:16:24.610090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-05T20:16:24.620887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-05T20:16:24.621169] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-05T20:16:24.622011] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-05T20:16:24.622062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:24.622093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:24.622121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:24.622179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:24.679605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:24.680291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:24.680369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:24.680402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:24.799194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:24.799321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:24.799357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:24.799385] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:24.802548] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=3.50%)
[2025-12-05T20:16:24.802820] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-05T20:16:24.802935] [INFO ] [sig       ] ARCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:24.940058] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARCB.txt
[2025-12-05T20:16:24.940172] [INFO ] [sig       ] [236/3626] Completed ARCB in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:24.940208] [INFO ] [sig       ] [237/3626] Forecasting ARCC...
[2025-12-05T20:16:24.940237] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-05T20:16:24.940266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-05T20:16:24.951743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-05T20:16:24.952125] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-05T20:16:24.952947] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-05T20:16:24.952999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:24.953032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:24.953059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:24.953115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:25.010798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:25.011674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:25.011767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:25.011801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:25.133368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:25.133551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:25.133612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:25.133644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:25.137098] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-05T20:16:25.137368] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-05T20:16:25.137515] [INFO ] [sig       ] ARCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:25.279488] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARCC.txt
[2025-12-05T20:16:25.279657] [INFO ] [sig       ] [237/3626] Completed ARCC in 0.3s | 2.93 sym/s | Total: 1.3m | ETA: 19.3m
[2025-12-05T20:16:25.279696] [INFO ] [sig       ] [238/3626] Forecasting ARCO...
[2025-12-05T20:16:25.279726] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-05T20:16:25.279756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-05T20:16:25.290082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-05T20:16:25.290450] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-05T20:16:25.291252] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-05T20:16:25.291304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:25.291339] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:25.291367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:25.291425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:25.349694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:25.350742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:25.350828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:25.350861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:25.468875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:25.469060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:25.469112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:25.469151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:25.472728] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-05T20:16:25.473003] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-05T20:16:25.473136] [INFO ] [sig       ] ARCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:25.611993] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARCO.txt
[2025-12-05T20:16:25.612153] [INFO ] [sig       ] [238/3626] Completed ARCO in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:25.612193] [INFO ] [sig       ] [239/3626] Forecasting ARDC...
[2025-12-05T20:16:25.612224] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-05T20:16:25.612254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-05T20:16:25.623301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-05T20:16:25.623694] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-05T20:16:25.624449] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-05T20:16:25.624500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:25.624531] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:25.624558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:25.624642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:25.681130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:25.681938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:25.682019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:25.682054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:25.795030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:25.795194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:25.795236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:25.795264] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:25.798700] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-05T20:16:25.799011] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-05T20:16:25.799147] [INFO ] [sig       ] ARDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:25.942371] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARDC.txt
[2025-12-05T20:16:25.942534] [INFO ] [sig       ] [239/3626] Completed ARDC in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:25.942595] [INFO ] [sig       ] [240/3626] Forecasting ARDX...
[2025-12-05T20:16:25.942629] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-05T20:16:25.942662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-05T20:16:25.954247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-05T20:16:25.954643] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-05T20:16:25.955396] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-05T20:16:25.955446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:25.955477] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:25.955504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:25.955560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:26.012685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:26.013531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:26.013673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:26.013711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:26.131062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:26.131217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:26.131257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:26.131285] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:26.134548] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-05T20:16:26.134823] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-05T20:16:26.134940] [INFO ] [sig       ] ARDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:26.273831] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARDX.txt
[2025-12-05T20:16:26.273986] [INFO ] [sig       ] [240/3626] Completed ARDX in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:26.274023] [INFO ] [sig       ] [241/3626] Forecasting ARE...
[2025-12-05T20:16:26.274053] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-05T20:16:26.274083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-05T20:16:26.285610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-05T20:16:26.285920] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-05T20:16:26.286715] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-05T20:16:26.286765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:26.286812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:26.286841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:26.286898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:26.342360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:26.343222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:26.343381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:26.343426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:26.463228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:26.463387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:26.463427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:26.463455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:26.466764] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-05T20:16:26.467036] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-05T20:16:26.467161] [INFO ] [sig       ] ARE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:26.604821] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARE.txt
[2025-12-05T20:16:26.604949] [INFO ] [sig       ] [241/3626] Completed ARE in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:26.604986] [INFO ] [sig       ] [242/3626] Forecasting AREC...
[2025-12-05T20:16:26.605014] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-05T20:16:26.605044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-05T20:16:26.617228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-05T20:16:26.617635] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-05T20:16:26.618425] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-05T20:16:26.618475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:26.618506] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:26.618531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:26.618606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:26.676940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:26.677808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:26.677893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:26.677926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:26.798356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:26.798520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:26.798560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:26.798606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:26.802097] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-05T20:16:26.802384] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-05T20:16:26.802509] [INFO ] [sig       ] AREC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:26.939364] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AREC.txt
[2025-12-05T20:16:26.939510] [INFO ] [sig       ] [242/3626] Completed AREC in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:26.939548] [INFO ] [sig       ] [243/3626] Forecasting ARES...
[2025-12-05T20:16:26.939598] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-05T20:16:26.939630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-05T20:16:26.950564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-05T20:16:26.950929] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-05T20:16:26.951753] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-05T20:16:26.951804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:26.951835] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:26.951862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:26.951920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:27.011091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:27.011957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:27.012037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:27.012070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:27.130332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:27.130454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:27.130492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:27.130521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:27.133738] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-05T20:16:27.134006] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-05T20:16:27.134125] [INFO ] [sig       ] ARES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:27.271716] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARES.txt
[2025-12-05T20:16:27.271834] [INFO ] [sig       ] [243/3626] Completed ARES in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.3m
[2025-12-05T20:16:27.271871] [INFO ] [sig       ] [244/3626] Forecasting ARGX...
[2025-12-05T20:16:27.271900] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-05T20:16:27.271930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-05T20:16:27.282443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-05T20:16:27.282720] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-05T20:16:27.283455] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-05T20:16:27.283504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:27.283535] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:27.283561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:27.283639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:27.339797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:27.340379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:27.340455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:27.340486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:27.462084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:27.462229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:27.462272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:27.462303] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:27.465587] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2025-12-05T20:16:27.465856] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-05T20:16:27.465982] [INFO ] [sig       ] ARGX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:27.609296] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARGX.txt
[2025-12-05T20:16:27.609477] [INFO ] [sig       ] [244/3626] Completed ARGX in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:27.609521] [INFO ] [sig       ] [245/3626] Forecasting ARHS...
[2025-12-05T20:16:27.609550] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-05T20:16:27.609600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-05T20:16:27.620180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-05T20:16:27.620473] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-05T20:16:27.621257] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-05T20:16:27.621308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:27.621340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:27.621368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:27.621425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:27.691402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:27.692300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:27.692414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:27.692448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:27.815086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:27.815247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:27.815288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:27.815315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:27.819021] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2025-12-05T20:16:27.819509] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-05T20:16:27.819656] [INFO ] [sig       ] ARHS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:27.969141] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARHS.txt
[2025-12-05T20:16:27.969296] [INFO ] [sig       ] [245/3626] Completed ARHS in 0.4s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:27.969333] [INFO ] [sig       ] [246/3626] Forecasting ARI...
[2025-12-05T20:16:27.969363] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-05T20:16:27.969394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-05T20:16:27.980956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-05T20:16:27.981370] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-05T20:16:27.982207] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-05T20:16:27.982260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:27.982293] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:27.982321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:27.982381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:28.040478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:28.041321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:28.041403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:28.041436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:28.160781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:28.160936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:28.160976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:28.161004] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:28.164326] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: UP (p=72.11%)
[2025-12-05T20:16:28.164619] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-05T20:16:28.164759] [INFO ] [sig       ] ARI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:28.305717] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARI.txt
[2025-12-05T20:16:28.305862] [INFO ] [sig       ] [246/3626] Completed ARI in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:28.305899] [INFO ] [sig       ] [247/3626] Forecasting ARKO...
[2025-12-05T20:16:28.305927] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-05T20:16:28.305957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-05T20:16:28.317428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-05T20:16:28.317760] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-05T20:16:28.318541] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-05T20:16:28.318620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:28.318653] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:28.318679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:28.318734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:28.374462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:28.375080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:28.375158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:28.375190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:28.493385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:28.493531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:28.493585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:28.493618] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:28.497018] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-05T20:16:28.497281] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-05T20:16:28.497404] [INFO ] [sig       ] ARKO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:28.634482] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARKO.txt
[2025-12-05T20:16:28.634617] [INFO ] [sig       ] [247/3626] Completed ARKO in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:28.634655] [INFO ] [sig       ] [248/3626] Forecasting ARLO...
[2025-12-05T20:16:28.634684] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-05T20:16:28.634713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-05T20:16:28.645734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-05T20:16:28.645994] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-05T20:16:28.646764] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-05T20:16:28.646813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:28.646869] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:28.646895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:28.646955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:28.703261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:28.703952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:28.704045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:28.704077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:28.824857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:28.825026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:28.825066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:28.825111] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:28.828492] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-05T20:16:28.828767] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-05T20:16:28.828884] [INFO ] [sig       ] ARLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:28.965932] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARLO.txt
[2025-12-05T20:16:28.966055] [INFO ] [sig       ] [248/3626] Completed ARLO in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:28.966092] [INFO ] [sig       ] [249/3626] Forecasting ARLP...
[2025-12-05T20:16:28.966121] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-05T20:16:28.966150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-05T20:16:28.979201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-05T20:16:28.979702] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-05T20:16:28.980828] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-05T20:16:28.980899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:28.980950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:28.980995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:28.981086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:29.048020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:29.049021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:29.049110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:29.049143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:29.173514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:29.173787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:29.173848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:29.173888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:29.178668] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-05T20:16:29.179122] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-05T20:16:29.179302] [INFO ] [sig       ] ARLP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:29.332634] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARLP.txt
[2025-12-05T20:16:29.332901] [INFO ] [sig       ] [249/3626] Completed ARLP in 0.4s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:29.332964] [INFO ] [sig       ] [250/3626] Forecasting ARM...
[2025-12-05T20:16:29.333001] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-05T20:16:29.333036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-05T20:16:29.349239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-05T20:16:29.349752] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-05T20:16:29.350693] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-05T20:16:29.350746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:29.350780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:29.350807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:29.350865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:29.408427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:29.409568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:29.409718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:29.409754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:29.533920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:29.534162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:29.534209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:29.534237] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:29.538450] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-05T20:16:29.538863] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-05T20:16:29.539028] [INFO ] [sig       ] ARM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:29.681331] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARM.txt
[2025-12-05T20:16:29.681552] [INFO ] [sig       ] [250/3626] Completed ARM in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:29.681616] [INFO ] [sig       ] [251/3626] Forecasting ARMK...
[2025-12-05T20:16:29.681648] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-05T20:16:29.681680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-05T20:16:29.696043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-05T20:16:29.696792] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-05T20:16:29.698122] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-05T20:16:29.698191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:29.698238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:29.698281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:29.698368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:29.773752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:29.774716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:29.774805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:29.774838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:29.908425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:29.908605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:29.908647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:29.908713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:29.913347] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=31.13%)
[2025-12-05T20:16:29.913718] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-05T20:16:29.913861] [INFO ] [sig       ] ARMK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:30.053004] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARMK.txt
[2025-12-05T20:16:30.053138] [INFO ] [sig       ] [251/3626] Completed ARMK in 0.4s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:30.053177] [INFO ] [sig       ] [252/3626] Forecasting AROC...
[2025-12-05T20:16:30.053206] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-05T20:16:30.053236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-05T20:16:30.066108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-05T20:16:30.066606] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-05T20:16:30.067519] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-05T20:16:30.067613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:30.067667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:30.067695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:30.067753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:30.125165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:30.126173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:30.126272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:30.126305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:30.242273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:30.242427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:30.242468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:30.242495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:30.246212] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-12-05T20:16:30.246647] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-05T20:16:30.246822] [INFO ] [sig       ] AROC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:30.389655] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AROC.txt
[2025-12-05T20:16:30.389817] [INFO ] [sig       ] [252/3626] Completed AROC in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:30.389855] [INFO ] [sig       ] [253/3626] Forecasting ARQ...
[2025-12-05T20:16:30.389884] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-05T20:16:30.389915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-05T20:16:30.400837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-05T20:16:30.401274] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-05T20:16:30.402214] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-05T20:16:30.402267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:30.402299] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:30.402325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:30.402382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:30.461057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:30.462480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:30.462632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:30.462669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:30.585243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:30.585489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:30.585538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:30.585591] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:30.589955] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-05T20:16:30.590471] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-05T20:16:30.590674] [INFO ] [sig       ] ARQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:30.748511] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARQ.txt
[2025-12-05T20:16:30.748754] [INFO ] [sig       ] [253/3626] Completed ARQ in 0.4s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:30.748802] [INFO ] [sig       ] [254/3626] Forecasting ARQQ...
[2025-12-05T20:16:30.748833] [INFO ] [sig       ] Generating forecast for: ARQQ
[2025-12-05T20:16:30.748867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2025-12-05T20:16:30.762044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2025-12-05T20:16:30.762549] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2025-12-05T20:16:30.763484] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2025-12-05T20:16:30.763541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:30.763591] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:30.763621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:30.763683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:30.829349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:30.830255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:30.830348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:30.830382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:30.951031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:30.951188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:30.951227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:30.951254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:30.954558] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-05T20:16:30.954840] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2025-12-05T20:16:30.954963] [INFO ] [sig       ] ARQQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:31.090213] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARQQ.txt
[2025-12-05T20:16:31.090340] [INFO ] [sig       ] [254/3626] Completed ARQQ in 0.3s | 2.93 sym/s | Total: 1.4m | ETA: 19.2m
[2025-12-05T20:16:31.090377] [INFO ] [sig       ] [255/3626] Forecasting ARRY...
[2025-12-05T20:16:31.090406] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-05T20:16:31.090435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-05T20:16:31.100855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-05T20:16:31.101133] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-05T20:16:31.101900] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-05T20:16:31.101949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:31.101984] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:31.102010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:31.102065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:31.156980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:31.157611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:31.157684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:31.157714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:31.274441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:31.274616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:31.274659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:31.274687] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:31.277999] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-05T20:16:31.278266] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-05T20:16:31.278390] [INFO ] [sig       ] ARRY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:31.416280] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARRY.txt
[2025-12-05T20:16:31.416437] [INFO ] [sig       ] [255/3626] Completed ARRY in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:31.416478] [INFO ] [sig       ] [256/3626] Forecasting ARTL...
[2025-12-05T20:16:31.416508] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-05T20:16:31.416544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-05T20:16:31.426991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2025-12-05T20:16:31.427339] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-05T20:16:31.428132] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-05T20:16:31.428183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:31.428213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:31.428239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:31.428294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:31.483495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:31.484315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:31.484393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:31.484426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:31.597315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:31.597483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:31.597524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:31.597552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:31.600952] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2025-12-05T20:16:31.601214] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-05T20:16:31.601335] [INFO ] [sig       ] ARTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:31.745829] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARTL.txt
[2025-12-05T20:16:31.745980] [INFO ] [sig       ] [256/3626] Completed ARTL in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:31.746017] [INFO ] [sig       ] [257/3626] Forecasting ARTNA...
[2025-12-05T20:16:31.746047] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-05T20:16:31.746077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-05T20:16:31.757341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2025-12-05T20:16:31.757641] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-05T20:16:31.758479] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-05T20:16:31.758530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:31.758561] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:31.758612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:31.758673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:31.815720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:31.816376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:31.816454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:31.816486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:31.933504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:31.933671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:31.933712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:31.933740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:31.937014] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-05T20:16:31.937272] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-05T20:16:31.937390] [INFO ] [sig       ] ARTNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:32.076333] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ARTNA.txt
[2025-12-05T20:16:32.076458] [INFO ] [sig       ] [257/3626] Completed ARTNA in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:32.076496] [INFO ] [sig       ] [258/3626] Forecasting ARVN...
[2025-12-05T20:16:32.076525] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-05T20:16:32.076553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-05T20:16:32.088349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-05T20:16:32.088814] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-05T20:16:32.089673] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-05T20:16:32.089727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:32.089758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:32.089785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:32.089841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:32.146071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:32.147077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:32.147215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:32.147251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:32.266733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:32.266907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:32.266949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:32.266978] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:32.270741] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-12-05T20:16:32.271197] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-05T20:16:32.271361] [INFO ] [sig       ] ARVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:32.408283] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ARVN.txt
[2025-12-05T20:16:32.408412] [INFO ] [sig       ] [258/3626] Completed ARVN in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:32.408449] [INFO ] [sig       ] [259/3626] Forecasting ASA...
[2025-12-05T20:16:32.408479] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-05T20:16:32.408508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-05T20:16:32.419006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-05T20:16:32.419290] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-05T20:16:32.420087] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-05T20:16:32.420140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:32.420173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:32.420200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:32.420257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:32.475711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:32.476466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:32.476545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:32.476595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:32.594192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:32.594338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:32.594377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:32.594420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:32.597702] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-05T20:16:32.597975] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-05T20:16:32.598096] [INFO ] [sig       ] ASA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:32.736027] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASA.txt
[2025-12-05T20:16:32.736168] [INFO ] [sig       ] [259/3626] Completed ASA in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:32.736206] [INFO ] [sig       ] [260/3626] Forecasting ASB...
[2025-12-05T20:16:32.736235] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-05T20:16:32.736264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-05T20:16:32.746739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-05T20:16:32.747101] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-05T20:16:32.747909] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-05T20:16:32.747959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:32.747991] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:32.748016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:32.748072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:32.813340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:32.814210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:32.814295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:32.814329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:32.938005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:32.938175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:32.938215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:32.938250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:32.941609] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-05T20:16:32.941874] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-05T20:16:32.942000] [INFO ] [sig       ] ASB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:33.088511] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASB.txt
[2025-12-05T20:16:33.088674] [INFO ] [sig       ] [260/3626] Completed ASB in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:33.088723] [INFO ] [sig       ] [261/3626] Forecasting ASBA...
[2025-12-05T20:16:33.088754] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-05T20:16:33.088784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-05T20:16:33.099148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-05T20:16:33.099549] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-05T20:16:33.100390] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-05T20:16:33.100442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:33.100475] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:33.100502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:33.100560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:33.158519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:33.159335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:33.159414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:33.159447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:33.271350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:33.271496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:33.271535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:33.271563] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:33.274823] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-05T20:16:33.275079] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-05T20:16:33.275196] [INFO ] [sig       ] ASBA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:33.463314] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASBA.txt
[2025-12-05T20:16:33.463472] [INFO ] [sig       ] [261/3626] Completed ASBA in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:33.463520] [INFO ] [sig       ] [262/3626] Forecasting ASC...
[2025-12-05T20:16:33.463559] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-05T20:16:33.463626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-05T20:16:33.474531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2025-12-05T20:16:33.474843] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-05T20:16:33.475694] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-05T20:16:33.475746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:33.475779] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:33.475806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:33.475864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:33.534148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:33.534841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:33.534918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:33.534951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:33.646213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:33.646355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:33.646393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:33.646421] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:33.649824] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-05T20:16:33.650088] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-05T20:16:33.650208] [INFO ] [sig       ] ASC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:33.792369] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASC.txt
[2025-12-05T20:16:33.792508] [INFO ] [sig       ] [262/3626] Completed ASC in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.2m
[2025-12-05T20:16:33.792546] [INFO ] [sig       ] [263/3626] Forecasting ASG...
[2025-12-05T20:16:33.792592] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-05T20:16:33.792625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-05T20:16:33.803812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-05T20:16:33.804104] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-05T20:16:33.804905] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-05T20:16:33.804955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:33.804987] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:33.805015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:33.805084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:33.862802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:33.863410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:33.863487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:33.863520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:33.984262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:33.984417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:33.984456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:33.984484] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:33.987781] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-05T20:16:33.988073] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-05T20:16:33.988200] [INFO ] [sig       ] ASG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:34.135996] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASG.txt
[2025-12-05T20:16:34.136143] [INFO ] [sig       ] [263/3626] Completed ASG in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:34.136181] [INFO ] [sig       ] [264/3626] Forecasting ASGI...
[2025-12-05T20:16:34.136211] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-05T20:16:34.136241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-05T20:16:34.147692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2025-12-05T20:16:34.148044] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-05T20:16:34.148817] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-05T20:16:34.148867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:34.148900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:34.148927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:34.148982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:34.204428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:34.205084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:34.205162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:34.205384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:34.326509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:34.326668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:34.326708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:34.326736] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:34.330013] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=54.66%)
[2025-12-05T20:16:34.330276] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-05T20:16:34.330396] [INFO ] [sig       ] ASGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:34.466024] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASGI.txt
[2025-12-05T20:16:34.466161] [INFO ] [sig       ] [264/3626] Completed ASGI in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:34.466197] [INFO ] [sig       ] [265/3626] Forecasting ASGN...
[2025-12-05T20:16:34.466227] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-05T20:16:34.466256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-05T20:16:34.487840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-05T20:16:34.488134] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-05T20:16:34.488899] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-05T20:16:34.488959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:34.489017] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:34.489045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:34.489105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:34.548471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:34.549365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:34.549450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:34.549484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:34.669830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:34.669980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:34.670020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:34.670052] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:34.673673] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-12-05T20:16:34.673941] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-05T20:16:34.674066] [INFO ] [sig       ] ASGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:34.821836] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASGN.txt
[2025-12-05T20:16:34.822007] [INFO ] [sig       ] [265/3626] Completed ASGN in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:34.822061] [INFO ] [sig       ] [266/3626] Forecasting ASH...
[2025-12-05T20:16:34.822104] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-05T20:16:34.822148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-05T20:16:34.833851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2025-12-05T20:16:34.834193] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-05T20:16:34.834966] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-05T20:16:34.835015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:34.835046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:34.835073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:34.835128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:34.892095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:34.892819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:34.892896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:34.892927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:35.014701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:35.014852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:35.014892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:35.014920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:35.018423] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-05T20:16:35.018743] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-05T20:16:35.018882] [INFO ] [sig       ] ASH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:35.160350] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASH.txt
[2025-12-05T20:16:35.160504] [INFO ] [sig       ] [266/3626] Completed ASH in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:35.160542] [INFO ] [sig       ] [267/3626] Forecasting ASIX...
[2025-12-05T20:16:35.160591] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-05T20:16:35.160623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-05T20:16:35.171236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-05T20:16:35.171665] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-05T20:16:35.172457] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-05T20:16:35.172512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:35.172544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:35.172570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:35.172668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:35.233912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:35.234789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:35.234867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:35.234900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:35.353457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:35.353597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:35.353638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:35.353666] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:35.356928] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2025-12-05T20:16:35.357184] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-05T20:16:35.357301] [INFO ] [sig       ] ASIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:35.496109] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASIX.txt
[2025-12-05T20:16:35.496230] [INFO ] [sig       ] [267/3626] Completed ASIX in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:35.496265] [INFO ] [sig       ] [268/3626] Forecasting ASLE...
[2025-12-05T20:16:35.496294] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-05T20:16:35.496323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-05T20:16:35.506779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-05T20:16:35.507080] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-05T20:16:35.507872] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-05T20:16:35.507923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:35.507955] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:35.507981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:35.508037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:35.563697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:35.564309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:35.564391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:35.564424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:35.682615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:35.682755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:35.682793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:35.682854] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:35.686219] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-05T20:16:35.686485] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-05T20:16:35.686625] [INFO ] [sig       ] ASLE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:35.825885] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASLE.txt
[2025-12-05T20:16:35.826017] [INFO ] [sig       ] [268/3626] Completed ASLE in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:35.826066] [INFO ] [sig       ] [269/3626] Forecasting ASMB...
[2025-12-05T20:16:35.826105] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-05T20:16:35.826142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-05T20:16:35.836980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2025-12-05T20:16:35.837367] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-05T20:16:35.838213] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-05T20:16:35.838264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:35.838294] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:35.838320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:35.838375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:35.896356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:35.897262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:35.897346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:35.897380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:36.019364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:36.019552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:36.019625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:36.019656] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:36.023229] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: UP (p=78.40%)
[2025-12-05T20:16:36.023638] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-05T20:16:36.023817] [INFO ] [sig       ] ASMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:36.180763] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASMB.txt
[2025-12-05T20:16:36.180913] [INFO ] [sig       ] [269/3626] Completed ASMB in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:36.180953] [INFO ] [sig       ] [270/3626] Forecasting ASML...
[2025-12-05T20:16:36.180982] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-05T20:16:36.181011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-05T20:16:36.191741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-05T20:16:36.192122] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-05T20:16:36.193038] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-05T20:16:36.193093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:36.193124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:36.193150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:36.193206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:36.252733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:36.253662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:36.253759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:36.253796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:36.391612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:36.391789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:36.391844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:36.391881] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:36.395795] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2025-12-05T20:16:36.396114] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-05T20:16:36.396247] [INFO ] [sig       ] ASML: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:36.547174] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASML.txt
[2025-12-05T20:16:36.547327] [INFO ] [sig       ] [270/3626] Completed ASML in 0.4s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:36.547366] [INFO ] [sig       ] [271/3626] Forecasting ASND...
[2025-12-05T20:16:36.547396] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-05T20:16:36.547426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-05T20:16:36.558965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2025-12-05T20:16:36.559342] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-05T20:16:36.560166] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-05T20:16:36.560217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:36.560250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:36.560277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:36.560334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:36.617958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:36.618832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:36.618915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:36.618948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:36.742199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:36.742402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:36.742446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:36.742479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:36.746177] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=36.20%)
[2025-12-05T20:16:36.746480] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-05T20:16:36.746632] [INFO ] [sig       ] ASND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:36.884334] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASND.txt
[2025-12-05T20:16:36.884490] [INFO ] [sig       ] [271/3626] Completed ASND in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:36.884528] [INFO ] [sig       ] [272/3626] Forecasting ASNS...
[2025-12-05T20:16:36.884557] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-05T20:16:36.884608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-05T20:16:36.894937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASNS'.
[2025-12-05T20:16:36.895279] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-05T20:16:36.896059] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-05T20:16:36.896110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:36.896140] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:36.896167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:36.896223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:36.951542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:36.952412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:36.952494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:36.952526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:37.066519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:37.066688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:37.066743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:37.066772] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:37.070216] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=51.30%)
[2025-12-05T20:16:37.070477] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-05T20:16:37.070616] [INFO ] [sig       ] ASNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:37.208886] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASNS.txt
[2025-12-05T20:16:37.209012] [INFO ] [sig       ] [272/3626] Completed ASNS in 0.3s | 2.93 sym/s | Total: 1.5m | ETA: 19.1m
[2025-12-05T20:16:37.209053] [INFO ] [sig       ] [273/3626] Forecasting ASO...
[2025-12-05T20:16:37.209088] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-05T20:16:37.209125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-05T20:16:37.219544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-05T20:16:37.219879] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-05T20:16:37.220717] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-05T20:16:37.220770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:37.220802] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:37.220830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:37.220887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:37.277070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:37.277719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:37.277818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:37.277852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:37.397081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:37.397220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:37.397258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:37.397285] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:37.400607] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-05T20:16:37.400863] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-05T20:16:37.400979] [INFO ] [sig       ] ASO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:37.537645] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASO.txt
[2025-12-05T20:16:37.537766] [INFO ] [sig       ] [273/3626] Completed ASO in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-05T20:16:37.537828] [INFO ] [sig       ] [274/3626] Forecasting ASPI...
[2025-12-05T20:16:37.537865] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-05T20:16:37.537902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-05T20:16:37.548348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-05T20:16:37.548663] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-05T20:16:37.549442] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-05T20:16:37.549493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:37.549525] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:37.549552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:37.549651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:37.604979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:37.605659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:37.605734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:37.605765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:37.723335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:37.723477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:37.723517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:37.723543] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:37.726838] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2025-12-05T20:16:37.727091] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-05T20:16:37.727209] [INFO ] [sig       ] ASPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:37.863311] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASPI.txt
[2025-12-05T20:16:37.863428] [INFO ] [sig       ] [274/3626] Completed ASPI in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-05T20:16:37.863465] [INFO ] [sig       ] [275/3626] Forecasting ASPN...
[2025-12-05T20:16:37.863494] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-05T20:16:37.863523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-05T20:16:37.874076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-05T20:16:37.874371] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-05T20:16:37.875138] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-05T20:16:37.875187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:37.875218] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:37.875244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:37.875299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:37.930537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:37.931195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:37.931300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:37.931332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:38.050356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:38.050486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:38.050524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:38.050552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:38.053820] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-05T20:16:38.054082] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-05T20:16:38.054200] [INFO ] [sig       ] ASPN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:38.193363] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASPN.txt
[2025-12-05T20:16:38.193503] [INFO ] [sig       ] [275/3626] Completed ASPN in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-05T20:16:38.193546] [INFO ] [sig       ] [276/3626] Forecasting ASPS...
[2025-12-05T20:16:38.193592] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-05T20:16:38.193625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-05T20:16:38.203737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2025-12-05T20:16:38.204025] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-05T20:16:38.204804] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-05T20:16:38.204856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:38.204900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:38.204928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:38.204984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:38.260284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:38.260898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:38.260974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:38.261005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:38.377618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:38.377751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:38.377811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:38.377848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:38.381156] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-05T20:16:38.381430] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-05T20:16:38.381548] [INFO ] [sig       ] ASPS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:38.518206] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASPS.txt
[2025-12-05T20:16:38.518332] [INFO ] [sig       ] [276/3626] Completed ASPS in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-05T20:16:38.518369] [INFO ] [sig       ] [277/3626] Forecasting ASTE...
[2025-12-05T20:16:38.518399] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-05T20:16:38.518428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-05T20:16:38.528441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-05T20:16:38.528738] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-05T20:16:38.529489] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-05T20:16:38.529539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:38.529587] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:38.529618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:38.529674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:38.585417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:38.586034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:38.586110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:38.586144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:38.702876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:38.703021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:38.703059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:38.703088] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:38.706453] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-05T20:16:38.706731] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-05T20:16:38.706855] [INFO ] [sig       ] ASTE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:38.843757] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASTE.txt
[2025-12-05T20:16:38.843892] [INFO ] [sig       ] [277/3626] Completed ASTE in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.1m
[2025-12-05T20:16:38.843929] [INFO ] [sig       ] [278/3626] Forecasting ASTH...
[2025-12-05T20:16:38.843959] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-05T20:16:38.843988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-05T20:16:38.854455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2025-12-05T20:16:38.854752] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-05T20:16:38.855498] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-05T20:16:38.855548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:38.855596] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:38.855625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:38.855681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:38.910856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:38.911454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:38.911529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:38.911559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:39.028754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:39.028904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:39.028942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:39.028970] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:39.032221] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-05T20:16:39.032481] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-05T20:16:39.032618] [INFO ] [sig       ] ASTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:39.168914] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASTH.txt
[2025-12-05T20:16:39.169059] [INFO ] [sig       ] [278/3626] Completed ASTH in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:39.169098] [INFO ] [sig       ] [279/3626] Forecasting ASTI...
[2025-12-05T20:16:39.169127] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-05T20:16:39.169158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-05T20:16:39.179699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-05T20:16:39.180031] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-05T20:16:39.180828] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-05T20:16:39.180878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:39.180910] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:39.180936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:39.180991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:39.236064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:39.236685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:39.236761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:39.236792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:39.354189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:39.354325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:39.354365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:39.354393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:39.357665] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-05T20:16:39.357973] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-05T20:16:39.358096] [INFO ] [sig       ] ASTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:39.494274] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASTI.txt
[2025-12-05T20:16:39.494393] [INFO ] [sig       ] [279/3626] Completed ASTI in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:39.494435] [INFO ] [sig       ] [280/3626] Forecasting ASTL...
[2025-12-05T20:16:39.494465] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-05T20:16:39.494493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-05T20:16:39.504666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2025-12-05T20:16:39.504951] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-05T20:16:39.505729] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-05T20:16:39.505779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:39.505810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:39.505837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:39.505892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:39.561677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:39.562322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:39.562403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:39.562433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:39.676607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:39.676758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:39.676797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:39.676826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:39.680147] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-05T20:16:39.680418] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-05T20:16:39.680540] [INFO ] [sig       ] ASTL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:39.817991] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASTL.txt
[2025-12-05T20:16:39.818151] [INFO ] [sig       ] [280/3626] Completed ASTL in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:39.818190] [INFO ] [sig       ] [281/3626] Forecasting ASTS...
[2025-12-05T20:16:39.818218] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-05T20:16:39.818247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-05T20:16:39.829251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-05T20:16:39.829650] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-05T20:16:39.830494] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-05T20:16:39.830547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:39.830604] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:39.830637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:39.830693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:39.886217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:39.887088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:39.887172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:39.887205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:40.009834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:40.009994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:40.010039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:40.010069] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:40.013486] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=66.69%)
[2025-12-05T20:16:40.013772] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-05T20:16:40.013908] [INFO ] [sig       ] ASTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:40.149049] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASTS.txt
[2025-12-05T20:16:40.149185] [INFO ] [sig       ] [281/3626] Completed ASTS in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:40.149224] [INFO ] [sig       ] [282/3626] Forecasting ASX...
[2025-12-05T20:16:40.149253] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-05T20:16:40.149283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-05T20:16:40.160861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-05T20:16:40.161200] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-05T20:16:40.162007] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-05T20:16:40.162059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:40.162125] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:40.162154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:40.162210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:40.218632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:40.219410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:40.219494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:40.219529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:40.341395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:40.341543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:40.341610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:40.341641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:40.344951] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2025-12-05T20:16:40.345219] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-05T20:16:40.345341] [INFO ] [sig       ] ASX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:40.484130] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ASX.txt
[2025-12-05T20:16:40.484300] [INFO ] [sig       ] [282/3626] Completed ASX in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:40.484346] [INFO ] [sig       ] [283/3626] Forecasting ASYS...
[2025-12-05T20:16:40.484375] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-05T20:16:40.484404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-05T20:16:40.494746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-05T20:16:40.495041] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-05T20:16:40.495862] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-05T20:16:40.495913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:40.495944] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:40.495971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:40.496029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:40.553913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:40.554880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:40.554967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:40.555000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:40.683294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:40.683447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:40.683487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:40.683531] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:40.686928] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-05T20:16:40.687195] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-05T20:16:40.687318] [INFO ] [sig       ] ASYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:40.831033] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ASYS.txt
[2025-12-05T20:16:40.831184] [INFO ] [sig       ] [283/3626] Completed ASYS in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:40.831231] [INFO ] [sig       ] [284/3626] Forecasting ATAI...
[2025-12-05T20:16:40.831267] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-05T20:16:40.831302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-05T20:16:40.843000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2025-12-05T20:16:40.843369] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-05T20:16:40.844211] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-05T20:16:40.844264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:40.844296] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:40.844322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:40.844378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:40.905692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:40.906710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:40.906802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:40.906839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:41.024920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:41.025069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:41.025108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:41.025135] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:41.028474] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: UP (p=77.75%)
[2025-12-05T20:16:41.028773] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-05T20:16:41.028901] [INFO ] [sig       ] ATAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:41.172970] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATAI.txt
[2025-12-05T20:16:41.173096] [INFO ] [sig       ] [284/3626] Completed ATAI in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:41.173133] [INFO ] [sig       ] [285/3626] Forecasting ATEC...
[2025-12-05T20:16:41.173161] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-05T20:16:41.173192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-05T20:16:41.183644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2025-12-05T20:16:41.183898] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-05T20:16:41.184664] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-05T20:16:41.184714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:41.184745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:41.184771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:41.184826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:41.249241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:41.250232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:41.250347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:41.250386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:41.375692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:41.375852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:41.375893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:41.375957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:41.379430] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-05T20:16:41.379728] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-05T20:16:41.379856] [INFO ] [sig       ] ATEC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:41.522452] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATEC.txt
[2025-12-05T20:16:41.522621] [INFO ] [sig       ] [285/3626] Completed ATEC in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:41.522661] [INFO ] [sig       ] [286/3626] Forecasting ATEN...
[2025-12-05T20:16:41.522691] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-05T20:16:41.522723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-05T20:16:41.535290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2025-12-05T20:16:41.535729] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-05T20:16:41.536629] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-05T20:16:41.536686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:41.536721] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:41.536752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:41.536820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:41.596656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:41.597477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:41.597558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:41.597612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:41.722251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:41.722427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:41.722470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:41.722498] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:41.726876] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=47.51%)
[2025-12-05T20:16:41.727286] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-05T20:16:41.727458] [INFO ] [sig       ] ATEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:41.874670] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATEN.txt
[2025-12-05T20:16:41.874837] [INFO ] [sig       ] [286/3626] Completed ATEN in 0.4s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:41.874878] [INFO ] [sig       ] [287/3626] Forecasting ATEX...
[2025-12-05T20:16:41.874907] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-05T20:16:41.874937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-05T20:16:41.886190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-05T20:16:41.886545] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-05T20:16:41.887329] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-05T20:16:41.887381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:41.887437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:41.887467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:41.887524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:41.943562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:41.944267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:41.944349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:41.944383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:42.062657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:42.062907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:42.062960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:42.062992] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:42.067161] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-05T20:16:42.067483] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-05T20:16:42.067656] [INFO ] [sig       ] ATEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:42.210254] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATEX.txt
[2025-12-05T20:16:42.210401] [INFO ] [sig       ] [287/3626] Completed ATEX in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:42.210440] [INFO ] [sig       ] [288/3626] Forecasting ATGE...
[2025-12-05T20:16:42.210470] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-05T20:16:42.210500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-05T20:16:42.221887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-05T20:16:42.222206] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-05T20:16:42.223017] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-05T20:16:42.223068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:42.223099] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:42.223125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:42.223180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:42.277879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:42.278653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:42.278738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:42.278770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:42.393591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:42.393766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:42.393806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:42.393833] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:42.397260] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2025-12-05T20:16:42.397535] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-05T20:16:42.397682] [INFO ] [sig       ] ATGE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:42.535404] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATGE.txt
[2025-12-05T20:16:42.535548] [INFO ] [sig       ] [288/3626] Completed ATGE in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:42.535604] [INFO ] [sig       ] [289/3626] Forecasting ATHA...
[2025-12-05T20:16:42.535635] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-05T20:16:42.535665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-05T20:16:42.546655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-05T20:16:42.546967] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-05T20:16:42.547737] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-05T20:16:42.547787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:42.547836] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:42.547866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:42.547922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:42.603105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:42.603740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:42.603815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:42.603847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:42.725378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:42.725540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:42.725596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:42.725628] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:42.728969] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: DOWN (p=14.02%)
[2025-12-05T20:16:42.729227] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-05T20:16:42.729350] [INFO ] [sig       ] ATHA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:42.870742] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATHA.txt
[2025-12-05T20:16:42.870900] [INFO ] [sig       ] [289/3626] Completed ATHA in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:42.870938] [INFO ] [sig       ] [290/3626] Forecasting ATHM...
[2025-12-05T20:16:42.870966] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-05T20:16:42.870996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-05T20:16:42.881985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2025-12-05T20:16:42.882260] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-05T20:16:42.883059] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-05T20:16:42.883110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:42.883143] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:42.883169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:42.883234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:42.939546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:42.940270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:42.940351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:42.940384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:43.062017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:43.062193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:43.062233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:43.062261] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:43.065532] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=7.21%)
[2025-12-05T20:16:43.065823] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-05T20:16:43.065951] [INFO ] [sig       ] ATHM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:43.202051] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATHM.txt
[2025-12-05T20:16:43.202193] [INFO ] [sig       ] [290/3626] Completed ATHM in 0.3s | 2.93 sym/s | Total: 1.6m | ETA: 19.0m
[2025-12-05T20:16:43.202233] [INFO ] [sig       ] [291/3626] Forecasting ATI...
[2025-12-05T20:16:43.202270] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-05T20:16:43.202302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-05T20:16:43.212722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-05T20:16:43.213081] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-05T20:16:43.213936] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-05T20:16:43.213994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:43.214032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:43.214068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:43.214127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:43.271569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:43.272745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:43.272839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:43.272876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:43.398337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:43.398494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:43.398535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:43.398564] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:43.402039] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=18.51%)
[2025-12-05T20:16:43.402335] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-05T20:16:43.402465] [INFO ] [sig       ] ATI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:43.543708] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATI.txt
[2025-12-05T20:16:43.543835] [INFO ] [sig       ] [291/3626] Completed ATI in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:43.543873] [INFO ] [sig       ] [292/3626] Forecasting ATLC...
[2025-12-05T20:16:43.543901] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-05T20:16:43.543931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-05T20:16:43.555941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-05T20:16:43.556327] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-05T20:16:43.557327] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-05T20:16:43.557379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:43.557412] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:43.557439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:43.557496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:43.619811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:43.620630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:43.620741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:43.620776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:43.746828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:43.746992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:43.747033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:43.747062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:43.750467] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-05T20:16:43.750780] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-05T20:16:43.750913] [INFO ] [sig       ] ATLC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:43.892072] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATLC.txt
[2025-12-05T20:16:43.892239] [INFO ] [sig       ] [292/3626] Completed ATLC in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:43.892280] [INFO ] [sig       ] [293/3626] Forecasting ATLCZ...
[2025-12-05T20:16:43.892309] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-05T20:16:43.892338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-05T20:16:43.903918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-05T20:16:43.904355] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-05T20:16:43.905216] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-05T20:16:43.905267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:43.905300] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:43.905326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:43.905383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:43.967686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:43.968688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:43.968779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:43.968812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:44.101600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:44.101786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:44.101834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:44.101868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:44.106499] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-05T20:16:44.106973] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-05T20:16:44.107172] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:44.303798] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATLCZ.txt
[2025-12-05T20:16:44.304017] [INFO ] [sig       ] [293/3626] Completed ATLCZ in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:44.304070] [INFO ] [sig       ] [294/3626] Forecasting ATLO...
[2025-12-05T20:16:44.304107] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-05T20:16:44.304146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-05T20:16:44.317743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-05T20:16:44.318396] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-05T20:16:44.319467] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-05T20:16:44.319533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:44.319592] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:44.319658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:44.319739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:44.398482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:44.399715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:44.399883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:44.399937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:44.550821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:44.551007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:44.551071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:44.551139] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:44.556153] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=43.84%)
[2025-12-05T20:16:44.556541] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-05T20:16:44.556750] [INFO ] [sig       ] ATLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:44.734852] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATLO.txt
[2025-12-05T20:16:44.735024] [INFO ] [sig       ] [294/3626] Completed ATLO in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:44.735065] [INFO ] [sig       ] [295/3626] Forecasting ATNI...
[2025-12-05T20:16:44.735095] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-05T20:16:44.735128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-05T20:16:44.747776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-05T20:16:44.748261] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-05T20:16:44.749180] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-05T20:16:44.749236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:44.749272] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:44.749298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:44.749355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:44.809615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:44.810486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:44.810597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:44.810634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:44.936605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:44.936766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:44.936807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:44.936839] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:44.940420] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: DOWN (p=44.55%)
[2025-12-05T20:16:44.940764] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-05T20:16:44.940909] [INFO ] [sig       ] ATNI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:45.091742] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATNI.txt
[2025-12-05T20:16:45.091955] [INFO ] [sig       ] [295/3626] Completed ATNI in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:45.092004] [INFO ] [sig       ] [296/3626] Forecasting ATO...
[2025-12-05T20:16:45.092033] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-05T20:16:45.092064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-05T20:16:45.103921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-05T20:16:45.104308] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-05T20:16:45.105362] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-05T20:16:45.105413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:45.105445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:45.105471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:45.105528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:45.163617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:45.164504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:45.164609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:45.164663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:45.296488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:45.296658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:45.296701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:45.296730] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:45.300281] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-05T20:16:45.300616] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-05T20:16:45.300747] [INFO ] [sig       ] ATO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:45.467906] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATO.txt
[2025-12-05T20:16:45.468106] [INFO ] [sig       ] [296/3626] Completed ATO in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:45.468163] [INFO ] [sig       ] [297/3626] Forecasting ATOM...
[2025-12-05T20:16:45.468207] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-05T20:16:45.468246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-05T20:16:45.479693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2025-12-05T20:16:45.480003] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-05T20:16:45.480772] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-05T20:16:45.480823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:45.480854] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:45.480881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:45.480936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:45.537283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:45.538005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:45.538085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:45.538120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:45.660215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:45.660378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:45.660419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:45.660448] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:45.663777] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2025-12-05T20:16:45.664058] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-05T20:16:45.664184] [INFO ] [sig       ] ATOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:45.801145] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATOM.txt
[2025-12-05T20:16:45.801286] [INFO ] [sig       ] [297/3626] Completed ATOM in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:45.801325] [INFO ] [sig       ] [298/3626] Forecasting ATRA...
[2025-12-05T20:16:45.801355] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-05T20:16:45.801386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-05T20:16:45.812735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-05T20:16:45.813180] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-05T20:16:45.814040] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-05T20:16:45.814098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:45.814130] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:45.814156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:45.814229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:45.869561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:45.870386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:45.870469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:45.870501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:45.989091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:45.989250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:45.989290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:45.989319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:45.992708] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: DOWN (p=5.69%)
[2025-12-05T20:16:45.993025] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-05T20:16:45.993161] [INFO ] [sig       ] ATRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:46.130775] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATRA.txt
[2025-12-05T20:16:46.130922] [INFO ] [sig       ] [298/3626] Completed ATRA in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 19.0m
[2025-12-05T20:16:46.130960] [INFO ] [sig       ] [299/3626] Forecasting ATRC...
[2025-12-05T20:16:46.130990] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-05T20:16:46.131021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-05T20:16:46.144442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-05T20:16:46.144775] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-05T20:16:46.145549] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-05T20:16:46.145648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:46.145682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:46.145709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:46.145766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:46.202298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:46.203384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:46.203465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:46.203498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:46.321501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:46.321667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:46.321706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:46.321734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:46.324988] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: UP (p=77.47%)
[2025-12-05T20:16:46.325247] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-05T20:16:46.325366] [INFO ] [sig       ] ATRC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:46.464138] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ATRC.txt
[2025-12-05T20:16:46.464293] [INFO ] [sig       ] [299/3626] Completed ATRC in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:46.464336] [INFO ] [sig       ] [300/3626] Forecasting ATRO...
[2025-12-05T20:16:46.464373] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-05T20:16:46.464418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-05T20:16:46.475670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-05T20:16:46.475988] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-05T20:16:46.476754] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-05T20:16:46.476816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:46.476848] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:46.476874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:46.476931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:46.537501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:46.538324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:46.538405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:46.538437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:46.659880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:46.660028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:46.660068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:46.660096] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:46.663368] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=23.78%)
[2025-12-05T20:16:46.663681] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-05T20:16:46.663804] [INFO ] [sig       ] ATRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:46.800129] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATRO.txt
[2025-12-05T20:16:46.800271] [INFO ] [sig       ] [300/3626] Completed ATRO in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:46.800309] [INFO ] [sig       ] [301/3626] Forecasting ATXS...
[2025-12-05T20:16:46.800339] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-05T20:16:46.800368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-05T20:16:46.811950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-05T20:16:46.812354] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-05T20:16:46.813155] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-05T20:16:46.813209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:46.813240] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:46.813268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:46.813325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:46.870407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:46.871248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:46.871330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:46.871363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:46.990801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:46.990957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:46.990997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:46.991026] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:46.994434] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-05T20:16:46.994747] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-05T20:16:46.994876] [INFO ] [sig       ] ATXS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:47.136050] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ATXS.txt
[2025-12-05T20:16:47.136205] [INFO ] [sig       ] [301/3626] Completed ATXS in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:47.136244] [INFO ] [sig       ] [302/3626] Forecasting AUB...
[2025-12-05T20:16:47.136274] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-05T20:16:47.136303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-05T20:16:47.147443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-05T20:16:47.147823] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-05T20:16:47.148591] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-05T20:16:47.148643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:47.148674] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:47.148700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:47.148755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:47.204255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:47.205095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:47.205173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:47.205205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:47.328403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:47.328605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:47.328691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:47.328724] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:47.332404] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=83.39%)
[2025-12-05T20:16:47.332768] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-05T20:16:47.332911] [INFO ] [sig       ] AUB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:47.493838] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AUB.txt
[2025-12-05T20:16:47.493989] [INFO ] [sig       ] [302/3626] Completed AUB in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:47.494026] [INFO ] [sig       ] [303/3626] Forecasting AUDC...
[2025-12-05T20:16:47.494057] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-05T20:16:47.494085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-05T20:16:47.505801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2025-12-05T20:16:47.506145] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-05T20:16:47.507224] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-05T20:16:47.507276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:47.507307] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:47.507333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:47.507389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:47.570470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:47.571248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:47.571329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:47.571362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:47.691145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:47.691294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:47.691333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:47.691360] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:47.694736] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=89.49%)
[2025-12-05T20:16:47.695049] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-05T20:16:47.695178] [INFO ] [sig       ] AUDC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:47.833876] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AUDC.txt
[2025-12-05T20:16:47.834030] [INFO ] [sig       ] [303/3626] Completed AUDC in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:47.834069] [INFO ] [sig       ] [304/3626] Forecasting AUID...
[2025-12-05T20:16:47.834098] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-05T20:16:47.834127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-05T20:16:47.844155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-05T20:16:47.844454] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-05T20:16:47.845215] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-05T20:16:47.845266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:47.845297] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:47.845324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:47.845384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:47.900951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:47.901708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:47.901786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:47.901818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:48.022992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:48.023145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:48.023185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:48.023212] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:48.026482] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-05T20:16:48.026776] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-05T20:16:48.026899] [INFO ] [sig       ] AUID: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:48.174276] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AUID.txt
[2025-12-05T20:16:48.174437] [INFO ] [sig       ] [304/3626] Completed AUID in 0.3s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:48.174484] [INFO ] [sig       ] [305/3626] Forecasting AUPH...
[2025-12-05T20:16:48.174518] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-05T20:16:48.174550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-05T20:16:48.187186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2025-12-05T20:16:48.187900] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-05T20:16:48.189179] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-05T20:16:48.189245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:48.189290] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:48.189329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:48.189414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:48.280453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:48.281618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:48.281735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:48.281789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:48.415173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:48.415325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:48.415365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:48.415392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:48.418771] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: UP (p=63.80%)
[2025-12-05T20:16:48.419057] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-05T20:16:48.419185] [INFO ] [sig       ] AUPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:48.560674] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AUPH.txt
[2025-12-05T20:16:48.560836] [INFO ] [sig       ] [305/3626] Completed AUPH in 0.4s | 2.93 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:48.560876] [INFO ] [sig       ] [306/3626] Forecasting AURA...
[2025-12-05T20:16:48.560907] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-05T20:16:48.560970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-05T20:16:48.572722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-05T20:16:48.573171] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-05T20:16:48.574126] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-05T20:16:48.574182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:48.574221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:48.574262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:48.574337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:48.643815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:48.644751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:48.644841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:48.644876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:48.765308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:48.765479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:48.765524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:48.765552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:48.768931] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-05T20:16:48.769203] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-05T20:16:48.769328] [INFO ] [sig       ] AURA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:48.908490] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AURA.txt
[2025-12-05T20:16:48.908661] [INFO ] [sig       ] [306/3626] Completed AURA in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:48.908701] [INFO ] [sig       ] [307/3626] Forecasting AUTL...
[2025-12-05T20:16:48.908731] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-05T20:16:48.908761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-05T20:16:48.920700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-05T20:16:48.921039] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-05T20:16:48.921851] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-05T20:16:48.921902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:48.921934] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:48.921960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:48.922015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:48.979193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:48.980081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:48.980162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:48.980195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:49.102057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:49.102253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:49.102295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:49.102324] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:49.105715] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-05T20:16:49.105973] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-05T20:16:49.106090] [INFO ] [sig       ] AUTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:49.254645] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AUTL.txt
[2025-12-05T20:16:49.254849] [INFO ] [sig       ] [307/3626] Completed AUTL in 0.3s | 2.92 sym/s | Total: 1.7m | ETA: 18.9m
[2025-12-05T20:16:49.254903] [INFO ] [sig       ] [308/3626] Forecasting AVA...
[2025-12-05T20:16:49.254944] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-05T20:16:49.254987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-05T20:16:49.269291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2025-12-05T20:16:49.269661] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-05T20:16:49.270451] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-05T20:16:49.270503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:49.270535] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:49.270561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:49.270638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:49.326296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:49.327000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:49.327077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:49.327109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:49.439556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:49.439726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:49.439766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:49.439794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:49.443047] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=66.28%)
[2025-12-05T20:16:49.443303] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-05T20:16:49.443424] [INFO ] [sig       ] AVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:49.580709] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVA.txt
[2025-12-05T20:16:49.580865] [INFO ] [sig       ] [308/3626] Completed AVA in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:49.580902] [INFO ] [sig       ] [309/3626] Forecasting AVAH...
[2025-12-05T20:16:49.580932] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-05T20:16:49.580962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-05T20:16:49.591833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-05T20:16:49.592240] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-05T20:16:49.593035] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-05T20:16:49.593086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:49.593117] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:49.593143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:49.593200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:49.649504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:49.650369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:49.650451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:49.650483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:49.764733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:49.764886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:49.764927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:49.764955] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:49.768292] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-05T20:16:49.768560] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-05T20:16:49.768699] [INFO ] [sig       ] AVAH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:49.909098] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVAH.txt
[2025-12-05T20:16:49.909857] [INFO ] [sig       ] [309/3626] Completed AVAH in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:49.909899] [INFO ] [sig       ] [310/3626] Forecasting AVAL...
[2025-12-05T20:16:49.909928] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-05T20:16:49.909959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-05T20:16:49.920715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-05T20:16:49.921034] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-05T20:16:49.921808] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-05T20:16:49.921858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:49.921890] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:49.921916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:49.921972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:49.977829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:49.978681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:49.978759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:49.978792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:50.093328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:50.093486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:50.093525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:50.093553] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:50.096849] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=18.56%)
[2025-12-05T20:16:50.097122] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-05T20:16:50.097242] [INFO ] [sig       ] AVAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:50.234296] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVAL.txt
[2025-12-05T20:16:50.234421] [INFO ] [sig       ] [310/3626] Completed AVAL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:50.234458] [INFO ] [sig       ] [311/3626] Forecasting AVB...
[2025-12-05T20:16:50.234486] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-05T20:16:50.234516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-05T20:16:50.246053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-05T20:16:50.246356] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-05T20:16:50.247143] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-05T20:16:50.247193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:50.247238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:50.247265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:50.247321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:50.303437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:50.304186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:50.304269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:50.304301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:50.430062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:50.430226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:50.430266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:50.430292] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:50.433674] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=60.88%)
[2025-12-05T20:16:50.433937] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-05T20:16:50.434056] [INFO ] [sig       ] AVB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:50.575405] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVB.txt
[2025-12-05T20:16:50.575592] [INFO ] [sig       ] [311/3626] Completed AVB in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:50.575641] [INFO ] [sig       ] [312/3626] Forecasting AVBP...
[2025-12-05T20:16:50.575678] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-05T20:16:50.575708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-05T20:16:50.587213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-05T20:16:50.587542] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-05T20:16:50.588380] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-05T20:16:50.588431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:50.588463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:50.588489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:50.588547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:50.645523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:50.646248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:50.646329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:50.646362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:50.766946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:50.767113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:50.767153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:50.767180] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:50.770620] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=3.66%)
[2025-12-05T20:16:50.770895] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-05T20:16:50.771055] [INFO ] [sig       ] AVBP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:50.912094] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVBP.txt
[2025-12-05T20:16:50.912247] [INFO ] [sig       ] [312/3626] Completed AVBP in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:50.912285] [INFO ] [sig       ] [313/3626] Forecasting AVD...
[2025-12-05T20:16:50.912316] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-05T20:16:50.912346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-05T20:16:50.923654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2025-12-05T20:16:50.924164] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-05T20:16:50.925152] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-05T20:16:50.925203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:50.925234] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:50.925259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:50.925313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:50.981171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:50.981785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:50.981860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:50.981891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:51.097263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:51.097412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:51.097452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:51.097481] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:51.100817] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-05T20:16:51.101074] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-05T20:16:51.101192] [INFO ] [sig       ] AVD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:51.237919] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVD.txt
[2025-12-05T20:16:51.238035] [INFO ] [sig       ] [313/3626] Completed AVD in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:51.238072] [INFO ] [sig       ] [314/3626] Forecasting AVDL...
[2025-12-05T20:16:51.238100] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-05T20:16:51.238129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-05T20:16:51.249381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-05T20:16:51.249702] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-05T20:16:51.250481] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-05T20:16:51.250532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:51.250564] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:51.250614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:51.250693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:51.306155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:51.306803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:51.306882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:51.306915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:51.435957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:51.436149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:51.436199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:51.436229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:51.439758] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=36.00%)
[2025-12-05T20:16:51.440033] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-05T20:16:51.440158] [INFO ] [sig       ] AVDL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:51.578266] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVDL.txt
[2025-12-05T20:16:51.578397] [INFO ] [sig       ] [314/3626] Completed AVDL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:51.578440] [INFO ] [sig       ] [315/3626] Forecasting AVGO...
[2025-12-05T20:16:51.578469] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-05T20:16:51.578498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-05T20:16:51.590078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2025-12-05T20:16:51.590388] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-05T20:16:51.591178] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-05T20:16:51.591228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:51.591258] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:51.591284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:51.591339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:51.648649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:51.649313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:51.649392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:51.649424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:51.769625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:51.769754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:51.769790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:51.769816] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:51.773170] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=1.23%)
[2025-12-05T20:16:51.773428] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-05T20:16:51.773547] [INFO ] [sig       ] AVGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:51.910092] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVGO.txt
[2025-12-05T20:16:51.910224] [INFO ] [sig       ] [315/3626] Completed AVGO in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.9m
[2025-12-05T20:16:51.910262] [INFO ] [sig       ] [316/3626] Forecasting AVGX...
[2025-12-05T20:16:51.910291] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-05T20:16:51.910321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-05T20:16:51.921254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-05T20:16:51.921514] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-05T20:16:51.922323] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-05T20:16:51.922374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:51.922406] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:51.922433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:51.922490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:51.979679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:51.980298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:51.980375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:51.980407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:52.100960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:52.101114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:52.101153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:52.101181] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:52.104550] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-05T20:16:52.104826] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-05T20:16:52.104967] [INFO ] [sig       ] AVGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:52.240006] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVGX.txt
[2025-12-05T20:16:52.240117] [INFO ] [sig       ] [316/3626] Completed AVGX in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:52.240154] [INFO ] [sig       ] [317/3626] Forecasting AVK...
[2025-12-05T20:16:52.240183] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-05T20:16:52.240213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-05T20:16:52.251877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2025-12-05T20:16:52.252296] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-05T20:16:52.253163] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-05T20:16:52.253215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:52.253248] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:52.253275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:52.253330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:52.308641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:52.309531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:52.309633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:52.309668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:52.423475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:52.423665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:52.423708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:52.423736] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:52.427165] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2025-12-05T20:16:52.427479] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-05T20:16:52.427633] [INFO ] [sig       ] AVK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:52.571518] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVK.txt
[2025-12-05T20:16:52.571692] [INFO ] [sig       ] [317/3626] Completed AVK in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:52.571736] [INFO ] [sig       ] [318/3626] Forecasting AVNS...
[2025-12-05T20:16:52.571766] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-05T20:16:52.571798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-05T20:16:52.583204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2025-12-05T20:16:52.583526] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-05T20:16:52.584355] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-05T20:16:52.584407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:52.584438] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:52.584464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:52.584520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:52.643525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:52.644342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:52.644423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:52.644457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:52.764187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:52.764339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:52.764396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:52.764425] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:52.767894] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2025-12-05T20:16:52.768165] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-05T20:16:52.768289] [INFO ] [sig       ] AVNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:52.910789] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVNS.txt
[2025-12-05T20:16:52.910911] [INFO ] [sig       ] [318/3626] Completed AVNS in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:52.910949] [INFO ] [sig       ] [319/3626] Forecasting AVO...
[2025-12-05T20:16:52.910978] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-05T20:16:52.911007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-05T20:16:52.921833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-05T20:16:52.922110] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-05T20:16:52.922867] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-05T20:16:52.922917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:52.922948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:52.922974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:52.923030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:52.981318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:52.981998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:52.982078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:52.982111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:53.100070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:53.100257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:53.100299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:53.100328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:53.103762] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=84.63%)
[2025-12-05T20:16:53.104054] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-05T20:16:53.104185] [INFO ] [sig       ] AVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:53.244966] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVO.txt
[2025-12-05T20:16:53.245120] [INFO ] [sig       ] [319/3626] Completed AVO in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:53.245159] [INFO ] [sig       ] [320/3626] Forecasting AVTX...
[2025-12-05T20:16:53.245189] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-05T20:16:53.245218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-05T20:16:53.255544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-05T20:16:53.255905] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-05T20:16:53.256722] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-05T20:16:53.256774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:53.256806] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:53.256833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:53.256890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:53.313207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:53.313973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:53.314066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:53.314098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:53.431670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:53.431831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:53.431871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:53.431898] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:53.435193] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2025-12-05T20:16:53.435460] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-05T20:16:53.435600] [INFO ] [sig       ] AVTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:53.575135] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AVTX.txt
[2025-12-05T20:16:53.575287] [INFO ] [sig       ] [320/3626] Completed AVTX in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:53.575326] [INFO ] [sig       ] [321/3626] Forecasting AVXL...
[2025-12-05T20:16:53.575356] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-05T20:16:53.575386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-05T20:16:53.586249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-05T20:16:53.586608] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-05T20:16:53.587378] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-05T20:16:53.587429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:53.587461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:53.587488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:53.587543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:53.643257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:53.644136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:53.644225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:53.644258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:53.770331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:53.770493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:53.770540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:53.770595] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:53.773934] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-05T20:16:53.774224] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-05T20:16:53.774356] [INFO ] [sig       ] AVXL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:53.920620] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVXL.txt
[2025-12-05T20:16:53.920786] [INFO ] [sig       ] [321/3626] Completed AVXL in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:53.920827] [INFO ] [sig       ] [322/3626] Forecasting AVY...
[2025-12-05T20:16:53.920855] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-05T20:16:53.920884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-05T20:16:53.932783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-05T20:16:53.933166] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-05T20:16:53.934053] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-05T20:16:53.934107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:53.934153] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:53.934181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:53.934238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:53.992588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:53.993462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:53.993596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:53.993642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:54.119485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:54.119678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:54.119721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:54.119749] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:54.123261] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-05T20:16:54.123618] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-05T20:16:54.123763] [INFO ] [sig       ] AVY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:54.270743] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AVY.txt
[2025-12-05T20:16:54.270902] [INFO ] [sig       ] [322/3626] Completed AVY in 0.4s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:54.270971] [INFO ] [sig       ] [323/3626] Forecasting AWF...
[2025-12-05T20:16:54.271000] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-05T20:16:54.271030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-05T20:16:54.282944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-05T20:16:54.283338] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-05T20:16:54.284144] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-05T20:16:54.284197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:54.284228] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:54.284255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:54.284312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:54.344484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:54.345470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:54.345606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:54.345647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:54.469410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:54.469621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:54.469666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:54.469695] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:54.473246] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=30.57%)
[2025-12-05T20:16:54.473621] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-05T20:16:54.473761] [INFO ] [sig       ] AWF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:54.616818] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AWF.txt
[2025-12-05T20:16:54.616993] [INFO ] [sig       ] [323/3626] Completed AWF in 0.3s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:54.617034] [INFO ] [sig       ] [324/3626] Forecasting AWI...
[2025-12-05T20:16:54.617063] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-05T20:16:54.617092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-05T20:16:54.629617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-05T20:16:54.630010] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-05T20:16:54.630798] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-05T20:16:54.630850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:54.630881] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:54.630907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:54.630963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:54.686246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:54.687133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:54.687222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:54.687254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:54.836029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:54.836218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:54.836277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:54.836319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:54.840308] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2025-12-05T20:16:54.840718] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-05T20:16:54.840870] [INFO ] [sig       ] AWI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:54.984751] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AWI.txt
[2025-12-05T20:16:54.984900] [INFO ] [sig       ] [324/3626] Completed AWI in 0.4s | 2.93 sym/s | Total: 1.8m | ETA: 18.8m
[2025-12-05T20:16:54.984941] [INFO ] [sig       ] [325/3626] Forecasting AWK...
[2025-12-05T20:16:54.984970] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-05T20:16:54.985000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-05T20:16:54.996801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-05T20:16:54.997137] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-05T20:16:54.997955] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-05T20:16:54.998006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:54.998038] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:54.998065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:54.998123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:55.054671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:55.055353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:55.055441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:55.055486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:55.169918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:55.170067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:55.170106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:55.170133] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:55.173383] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-05T20:16:55.173663] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-05T20:16:55.173785] [INFO ] [sig       ] AWK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:55.310398] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AWK.txt
[2025-12-05T20:16:55.310519] [INFO ] [sig       ] [325/3626] Completed AWK in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:55.310558] [INFO ] [sig       ] [326/3626] Forecasting AWP...
[2025-12-05T20:16:55.310604] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-05T20:16:55.310640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-05T20:16:55.320924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2025-12-05T20:16:55.321198] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-05T20:16:55.321963] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-05T20:16:55.322013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:55.322044] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:55.322069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:55.322151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:55.377246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:55.377918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:55.377995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:55.378026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:55.494251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:55.494414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:55.494455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:55.494483] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:55.497817] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-05T20:16:55.498078] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-05T20:16:55.498201] [INFO ] [sig       ] AWP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:55.632530] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AWP.txt
[2025-12-05T20:16:55.632668] [INFO ] [sig       ] [326/3626] Completed AWP in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:55.632708] [INFO ] [sig       ] [327/3626] Forecasting AWRE...
[2025-12-05T20:16:55.632736] [INFO ] [sig       ] Generating forecast for: AWRE
[2025-12-05T20:16:55.632765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2025-12-05T20:16:55.643938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2025-12-05T20:16:55.644335] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2025-12-05T20:16:55.645124] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2025-12-05T20:16:55.645174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:55.645205] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:55.645231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:55.645287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:55.699900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:55.700753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:55.700858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:55.700892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:55.809895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:55.810064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:55.810110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:55.810138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:55.813653] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=5.92%)
[2025-12-05T20:16:55.813938] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2025-12-05T20:16:55.814066] [INFO ] [sig       ] AWRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:55.952874] [INFO ] [LOCAL     ] Saved forecast: AWRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AWRE.txt
[2025-12-05T20:16:55.953008] [INFO ] [sig       ] [327/3626] Completed AWRE in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:55.953046] [INFO ] [sig       ] [328/3626] Forecasting AXGN...
[2025-12-05T20:16:55.953076] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-05T20:16:55.953105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-05T20:16:55.964304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-05T20:16:55.964656] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-05T20:16:55.965430] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-05T20:16:55.965480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:55.965511] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:55.965537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:55.965615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:56.020437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:56.021202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:56.021283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:56.021315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:56.143370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:56.143529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:56.143589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:56.143620] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:56.146926] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: UP (p=67.13%)
[2025-12-05T20:16:56.147190] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-05T20:16:56.147311] [INFO ] [sig       ] AXGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:56.282694] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AXGN.txt
[2025-12-05T20:16:56.282828] [INFO ] [sig       ] [328/3626] Completed AXGN in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:56.282867] [INFO ] [sig       ] [329/3626] Forecasting AXL...
[2025-12-05T20:16:56.282894] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-05T20:16:56.282924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-05T20:16:56.293373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-05T20:16:56.293682] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-05T20:16:56.294425] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-05T20:16:56.294475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:56.294505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:56.294530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:56.294602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:56.349120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:56.349765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:56.349840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:56.349872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:56.475370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:56.475524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:56.475569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:56.475616] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:56.479338] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-05T20:16:56.479675] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-05T20:16:56.479805] [INFO ] [sig       ] AXL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:56.630698] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXL.txt
[2025-12-05T20:16:56.630847] [INFO ] [sig       ] [329/3626] Completed AXL in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:56.630888] [INFO ] [sig       ] [330/3626] Forecasting AXON...
[2025-12-05T20:16:56.630918] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-05T20:16:56.630948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-05T20:16:56.641729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-05T20:16:56.642100] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-05T20:16:56.642909] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-05T20:16:56.642962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:56.642996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:56.643023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:56.643082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:56.700051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:56.700822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:56.700902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:56.700935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:56.813384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:56.813530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:56.813593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:56.813624] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:56.816925] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-05T20:16:56.817190] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-05T20:16:56.817313] [INFO ] [sig       ] AXON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:56.967962] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AXON.txt
[2025-12-05T20:16:56.968120] [INFO ] [sig       ] [330/3626] Completed AXON in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:56.968161] [INFO ] [sig       ] [331/3626] Forecasting AXP...
[2025-12-05T20:16:56.968192] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-05T20:16:56.968222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-05T20:16:56.981178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-05T20:16:56.981636] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-05T20:16:56.982682] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-05T20:16:56.982746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:56.982789] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:56.982827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:56.982913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:57.048333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:57.049129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:57.049229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:57.049279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:57.177748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:57.177913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:57.177953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:57.177982] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:57.181862] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=27.16%)
[2025-12-05T20:16:57.182202] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-05T20:16:57.182346] [INFO ] [sig       ] AXP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:57.327813] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXP.txt
[2025-12-05T20:16:57.327949] [INFO ] [sig       ] [331/3626] Completed AXP in 0.4s | 2.93 sym/s | Total: 1.9m | ETA: 18.8m
[2025-12-05T20:16:57.327988] [INFO ] [sig       ] [332/3626] Forecasting AXS...
[2025-12-05T20:16:57.328017] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-05T20:16:57.328047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-05T20:16:57.338062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-05T20:16:57.338353] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-05T20:16:57.339155] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-05T20:16:57.339205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:57.339235] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:57.339260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:57.339314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:57.395176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:57.395941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:57.396022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:57.396054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:57.513423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:57.513597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:57.513642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:57.513670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:57.516938] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=29.72%)
[2025-12-05T20:16:57.517202] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-05T20:16:57.517321] [INFO ] [sig       ] AXS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:57.660421] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXS.txt
[2025-12-05T20:16:57.660558] [INFO ] [sig       ] [332/3626] Completed AXS in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:57.660615] [INFO ] [sig       ] [333/3626] Forecasting AXSM...
[2025-12-05T20:16:57.660644] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-05T20:16:57.660673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-05T20:16:57.671726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2025-12-05T20:16:57.672062] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-05T20:16:57.672946] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-05T20:16:57.672999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:57.673032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:57.673059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:57.673120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:57.729270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:57.729866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:57.729939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:57.729970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:57.844288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:57.844378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:57.844412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:57.844438] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:57.847410] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=22.23%)
[2025-12-05T20:16:57.847683] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-05T20:16:57.847813] [INFO ] [sig       ] AXSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:57.987222] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXSM.txt
[2025-12-05T20:16:57.987340] [INFO ] [sig       ] [333/3626] Completed AXSM in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:57.987377] [INFO ] [sig       ] [334/3626] Forecasting AXTA...
[2025-12-05T20:16:57.987406] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-05T20:16:57.987434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-05T20:16:57.998219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2025-12-05T20:16:57.998507] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-05T20:16:57.999295] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-05T20:16:57.999347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:57.999379] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:57.999407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:57.999465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:58.059982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:58.060638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:58.060713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:58.060746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:58.179748] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:58.179849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:58.179884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:58.179914] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:58.183084] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-05T20:16:58.183341] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-05T20:16:58.183460] [INFO ] [sig       ] AXTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:58.320595] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXTA.txt
[2025-12-05T20:16:58.320713] [INFO ] [sig       ] [334/3626] Completed AXTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:58.320751] [INFO ] [sig       ] [335/3626] Forecasting AXTI...
[2025-12-05T20:16:58.320779] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-05T20:16:58.320808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-05T20:16:58.331173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-05T20:16:58.331447] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-05T20:16:58.332224] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-05T20:16:58.332286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:58.332320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:58.332347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:58.332402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:58.390048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:58.390670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:58.390747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:58.390779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:58.511613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:58.511747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:58.511784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:58.511811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:58.515006] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=40.85%)
[2025-12-05T20:16:58.515267] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-05T20:16:58.515385] [INFO ] [sig       ] AXTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:58.650274] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AXTI.txt
[2025-12-05T20:16:58.650414] [INFO ] [sig       ] [335/3626] Completed AXTI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:58.650452] [INFO ] [sig       ] [336/3626] Forecasting AYI...
[2025-12-05T20:16:58.650481] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-05T20:16:58.650510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-05T20:16:58.660921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-05T20:16:58.661303] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-05T20:16:58.662169] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-05T20:16:58.662222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:58.662254] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:58.662282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:58.662338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:58.718700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:58.719401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:58.719483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:58.719515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:58.840541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:58.840713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:58.840752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:58.840781] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:58.844073] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-05T20:16:58.844335] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-05T20:16:58.844455] [INFO ] [sig       ] AYI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:58.987492] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AYI.txt
[2025-12-05T20:16:58.987634] [INFO ] [sig       ] [336/3626] Completed AYI in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:58.987674] [INFO ] [sig       ] [337/3626] Forecasting AZ...
[2025-12-05T20:16:58.987702] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-05T20:16:58.987731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-05T20:16:58.998327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2025-12-05T20:16:58.998694] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-05T20:16:58.999450] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-05T20:16:58.999500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:58.999531] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:58.999556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:58.999630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:59.055832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:59.056688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:59.056769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:59.056803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:59.175669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:59.175828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:59.175867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:59.175895] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:59.179629] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-05T20:16:59.179905] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-05T20:16:59.180030] [INFO ] [sig       ] AZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:16:59.317098] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/AZ.txt
[2025-12-05T20:16:59.317234] [INFO ] [sig       ] [337/3626] Completed AZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:59.317272] [INFO ] [sig       ] [338/3626] Forecasting AZN...
[2025-12-05T20:16:59.317300] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-05T20:16:59.317330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-05T20:16:59.327519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2025-12-05T20:16:59.327822] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-05T20:16:59.328563] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-05T20:16:59.328630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:59.328660] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:59.328686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:59.328741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:59.383761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:59.384323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:59.384397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:59.384428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:59.501507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:59.501640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:59.501676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:59.501703] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:59.504870] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=36.60%)
[2025-12-05T20:16:59.505126] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-05T20:16:59.505242] [INFO ] [sig       ] AZN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:59.641347] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AZN.txt
[2025-12-05T20:16:59.641449] [INFO ] [sig       ] [338/3626] Completed AZN in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:59.641491] [INFO ] [sig       ] [339/3626] Forecasting AZO...
[2025-12-05T20:16:59.641521] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-05T20:16:59.641550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-05T20:16:59.652280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-05T20:16:59.652542] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-05T20:16:59.653310] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-05T20:16:59.653362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:59.653392] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:59.653417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:59.653472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:16:59.707986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:16:59.708550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:16:59.708643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:16:59.708679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:16:59.822588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:16:59.822702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:16:59.822737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:16:59.822764] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:16:59.825848] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=36.36%)
[2025-12-05T20:16:59.826104] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-05T20:16:59.826221] [INFO ] [sig       ] AZO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:16:59.961741] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AZO.txt
[2025-12-05T20:16:59.961847] [INFO ] [sig       ] [339/3626] Completed AZO in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:16:59.961908] [INFO ] [sig       ] [340/3626] Forecasting AZTA...
[2025-12-05T20:16:59.961937] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-05T20:16:59.961966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-05T20:16:59.972197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-05T20:16:59.972468] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-05T20:16:59.973235] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-05T20:16:59.973285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:16:59.973316] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:16:59.973342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:16:59.973397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:00.028181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:00.028785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:00.028858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:00.028889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:00.149612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:00.149754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:00.149794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:00.149821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:00.153067] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-05T20:17:00.153323] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-05T20:17:00.153456] [INFO ] [sig       ] AZTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:00.288879] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AZTA.txt
[2025-12-05T20:17:00.288997] [INFO ] [sig       ] [340/3626] Completed AZTA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:17:00.289035] [INFO ] [sig       ] [341/3626] Forecasting AZZ...
[2025-12-05T20:17:00.289063] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-05T20:17:00.289091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-05T20:17:00.299502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2025-12-05T20:17:00.299772] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-05T20:17:00.300508] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-05T20:17:00.300558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:00.300607] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:00.300635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:00.300691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:00.356593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:00.357208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:00.357283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:00.357315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:00.473296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:00.473411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:00.473449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:00.473477] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:00.476724] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-12-05T20:17:00.476980] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-05T20:17:00.477098] [INFO ] [sig       ] AZZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:00.611899] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/AZZ.txt
[2025-12-05T20:17:00.612001] [INFO ] [sig       ] [341/3626] Completed AZZ in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:17:00.612038] [INFO ] [sig       ] [342/3626] Forecasting BA...
[2025-12-05T20:17:00.612065] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-05T20:17:00.612093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-05T20:17:00.622452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2025-12-05T20:17:00.622730] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-05T20:17:00.623463] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-05T20:17:00.623513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:00.623544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:00.623589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:00.623653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:00.679116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:00.679707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:00.679781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:00.679812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:00.800505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:00.800634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:00.800674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:00.800713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:00.803971] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=56.22%)
[2025-12-05T20:17:00.804232] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-05T20:17:00.804351] [INFO ] [sig       ] BA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:00.942314] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BA.txt
[2025-12-05T20:17:00.942453] [INFO ] [sig       ] [342/3626] Completed BA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:17:00.942492] [INFO ] [sig       ] [343/3626] Forecasting BABA...
[2025-12-05T20:17:00.942521] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-05T20:17:00.942550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-05T20:17:00.952938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-05T20:17:00.953246] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-05T20:17:00.954016] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-05T20:17:00.954065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:00.954095] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:00.954148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:00.954209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:01.009860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:01.010618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:01.010695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:01.010727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:01.132225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:01.132338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:01.132377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:01.132404] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:01.135682] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=12.64%)
[2025-12-05T20:17:01.135949] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-05T20:17:01.136071] [INFO ] [sig       ] BABA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:01.272932] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BABA.txt
[2025-12-05T20:17:01.273063] [INFO ] [sig       ] [343/3626] Completed BABA in 0.3s | 2.93 sym/s | Total: 1.9m | ETA: 18.7m
[2025-12-05T20:17:01.273101] [INFO ] [sig       ] [344/3626] Forecasting BABX...
[2025-12-05T20:17:01.273130] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-05T20:17:01.273159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-05T20:17:01.283629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2025-12-05T20:17:01.283927] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-05T20:17:01.284685] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-05T20:17:01.284734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:01.284765] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:01.284792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:01.284848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:01.343381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:01.344114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:01.344217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:01.344251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:01.460674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:01.460795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:01.460834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:01.460862] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:01.464085] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-05T20:17:01.464353] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-05T20:17:01.464473] [INFO ] [sig       ] BABX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:01.605255] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BABX.txt
[2025-12-05T20:17:01.605406] [INFO ] [sig       ] [344/3626] Completed BABX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.7m
[2025-12-05T20:17:01.605444] [INFO ] [sig       ] [345/3626] Forecasting BAC...
[2025-12-05T20:17:01.605475] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-05T20:17:01.605504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-05T20:17:01.616375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-05T20:17:01.616794] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-05T20:17:01.617672] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-05T20:17:01.617727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:01.617758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:01.617784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:01.617860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:01.672811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:01.673566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:01.673660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:01.673693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:01.794180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:01.794326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:01.794365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:01.794392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:01.797684] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=78.37%)
[2025-12-05T20:17:01.797988] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-05T20:17:01.798114] [INFO ] [sig       ] BAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:01.934087] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BAC.txt
[2025-12-05T20:17:01.934212] [INFO ] [sig       ] [345/3626] Completed BAC in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:01.934249] [INFO ] [sig       ] [346/3626] Forecasting BAH...
[2025-12-05T20:17:01.934277] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-05T20:17:01.934305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-05T20:17:01.945159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-05T20:17:01.945427] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-05T20:17:01.946172] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-05T20:17:01.946222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:01.946256] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:01.946295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:01.946356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:02.001448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:02.002343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:02.002428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:02.002460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:02.124467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:02.124632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:02.124673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:02.124700] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:02.128086] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-05T20:17:02.128353] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-05T20:17:02.128477] [INFO ] [sig       ] BAH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:02.264773] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BAH.txt
[2025-12-05T20:17:02.264884] [INFO ] [sig       ] [346/3626] Completed BAH in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:02.264921] [INFO ] [sig       ] [347/3626] Forecasting BAK...
[2025-12-05T20:17:02.264950] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-05T20:17:02.264978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-05T20:17:02.275351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-05T20:17:02.275625] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-05T20:17:02.276361] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-05T20:17:02.276410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:02.276440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:02.276466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:02.276520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:02.331567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:02.332212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:02.332290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:02.332322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:02.452385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:02.452496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:02.452533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:02.452560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:02.455918] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-05T20:17:02.456176] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-05T20:17:02.456295] [INFO ] [sig       ] BAK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:02.593529] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BAK.txt
[2025-12-05T20:17:02.593681] [INFO ] [sig       ] [347/3626] Completed BAK in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:02.593722] [INFO ] [sig       ] [348/3626] Forecasting BALL...
[2025-12-05T20:17:02.593751] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-05T20:17:02.593780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-05T20:17:02.604218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-05T20:17:02.604610] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-05T20:17:02.605409] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-05T20:17:02.605459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:02.605491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:02.605519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:02.605596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:02.663682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:02.664561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:02.664680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:02.664715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:02.786837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:02.787190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:02.787230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:02.787259] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:02.790919] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=51.66%)
[2025-12-05T20:17:02.791196] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-05T20:17:02.791323] [INFO ] [sig       ] BALL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:02.956429] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BALL.txt
[2025-12-05T20:17:02.956629] [INFO ] [sig       ] [348/3626] Completed BALL in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:02.956681] [INFO ] [sig       ] [349/3626] Forecasting BAM...
[2025-12-05T20:17:02.956711] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-05T20:17:02.956742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-05T20:17:02.970835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-05T20:17:02.971339] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-05T20:17:02.972663] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-05T20:17:02.972739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:02.972784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:02.972820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:02.972901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:03.038273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:03.039171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:03.039730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:03.039791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:03.173044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:03.173195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:03.173235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:03.173264] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:03.177159] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=70.72%)
[2025-12-05T20:17:03.177493] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-05T20:17:03.177666] [INFO ] [sig       ] BAM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:03.329125] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BAM.txt
[2025-12-05T20:17:03.329312] [INFO ] [sig       ] [349/3626] Completed BAM in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:03.329367] [INFO ] [sig       ] [350/3626] Forecasting BANC...
[2025-12-05T20:17:03.329403] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-05T20:17:03.329442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-05T20:17:03.340492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-05T20:17:03.340895] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-05T20:17:03.341704] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-05T20:17:03.341756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:03.341788] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:03.341817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:03.341875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:03.401290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:03.402076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:03.402158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:03.402196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:03.528244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:03.528393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:03.528432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:03.528460] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:03.531792] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=83.07%)
[2025-12-05T20:17:03.532062] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-05T20:17:03.532185] [INFO ] [sig       ] BANC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:03.668524] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BANC.txt
[2025-12-05T20:17:03.668678] [INFO ] [sig       ] [350/3626] Completed BANC in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:03.668719] [INFO ] [sig       ] [351/3626] Forecasting BAND...
[2025-12-05T20:17:03.668753] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-05T20:17:03.668783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-05T20:17:03.680555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-05T20:17:03.680950] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-05T20:17:03.681945] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-05T20:17:03.682204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:03.682252] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:03.682296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:03.682381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:03.744234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:03.744990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:03.745071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:03.745106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:03.877186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:03.877331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:03.877371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:03.877400] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:03.880982] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-05T20:17:03.881316] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-05T20:17:03.881473] [INFO ] [sig       ] BAND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:04.028659] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BAND.txt
[2025-12-05T20:17:04.028821] [INFO ] [sig       ] [351/3626] Completed BAND in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:04.028871] [INFO ] [sig       ] [352/3626] Forecasting BANF...
[2025-12-05T20:17:04.028906] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-05T20:17:04.028936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-05T20:17:04.039935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-05T20:17:04.040302] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-05T20:17:04.041148] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-05T20:17:04.041201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:04.041232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:04.041259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:04.041316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:04.099323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:04.100144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:04.100227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:04.100261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:04.217596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:04.217754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:04.217817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:04.217852] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:04.221178] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-05T20:17:04.221446] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-05T20:17:04.221586] [INFO ] [sig       ] BANF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:04.360902] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BANF.txt
[2025-12-05T20:17:04.361046] [INFO ] [sig       ] [352/3626] Completed BANF in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:04.361086] [INFO ] [sig       ] [353/3626] Forecasting BANX...
[2025-12-05T20:17:04.361115] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-05T20:17:04.361144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-05T20:17:04.373173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-05T20:17:04.373507] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-05T20:17:04.374496] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-05T20:17:04.374546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:04.374594] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:04.374624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:04.374681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:04.431173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:04.432086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:04.432173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:04.432206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:04.544691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:04.544847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:04.544888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:04.544916] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:04.548226] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: DOWN (p=11.68%)
[2025-12-05T20:17:04.548489] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-05T20:17:04.548627] [INFO ] [sig       ] BANX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:04.686485] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BANX.txt
[2025-12-05T20:17:04.686634] [INFO ] [sig       ] [353/3626] Completed BANX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:04.686676] [INFO ] [sig       ] [354/3626] Forecasting BAP...
[2025-12-05T20:17:04.686704] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-05T20:17:04.686736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-05T20:17:04.697651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2025-12-05T20:17:04.698033] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-05T20:17:04.698814] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-05T20:17:04.698864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:04.698896] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:04.698923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:04.698979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:04.754984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:04.755813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:04.755899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:04.755932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:04.871464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:04.871632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:04.871673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:04.871703] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:04.874960] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=0.94%)
[2025-12-05T20:17:04.875233] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-05T20:17:04.875357] [INFO ] [sig       ] BAP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:05.011871] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BAP.txt
[2025-12-05T20:17:05.011996] [INFO ] [sig       ] [354/3626] Completed BAP in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:05.012034] [INFO ] [sig       ] [355/3626] Forecasting BATRA...
[2025-12-05T20:17:05.012062] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-05T20:17:05.012091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-05T20:17:05.090230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2025-12-05T20:17:05.090557] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-05T20:17:05.091314] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-05T20:17:05.091365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:05.091395] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:05.091420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:05.091475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:05.149965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:05.150791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:05.150869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:05.150901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:05.267120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:05.267258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:05.267298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:05.267326] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:05.270643] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=46.00%)
[2025-12-05T20:17:05.270910] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-05T20:17:05.271038] [INFO ] [sig       ] BATRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:05.407621] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BATRA.txt
[2025-12-05T20:17:05.407766] [INFO ] [sig       ] [355/3626] Completed BATRA in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:05.407825] [INFO ] [sig       ] [356/3626] Forecasting BATRK...
[2025-12-05T20:17:05.407854] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-05T20:17:05.407883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-05T20:17:05.418469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2025-12-05T20:17:05.418811] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-05T20:17:05.419553] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-05T20:17:05.419630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:05.419662] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:05.419687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:05.419743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:05.474541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:05.475330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:05.475407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:05.475438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:05.593315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:05.593471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:05.593510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:05.593537] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:05.596810] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: UP (p=66.80%)
[2025-12-05T20:17:05.597075] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-05T20:17:05.597196] [INFO ] [sig       ] BATRK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:05.734760] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BATRK.txt
[2025-12-05T20:17:05.734901] [INFO ] [sig       ] [356/3626] Completed BATRK in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:05.734968] [INFO ] [sig       ] [357/3626] Forecasting BAX...
[2025-12-05T20:17:05.734998] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-05T20:17:05.735028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-05T20:17:05.745646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-05T20:17:05.745982] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-05T20:17:05.746771] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-05T20:17:05.746824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:05.746856] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:05.746884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:05.746955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:05.804907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:05.805750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:05.805837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:05.805871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:05.927502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:05.927674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:05.927722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:05.927752] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:05.931172] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-05T20:17:05.931441] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-05T20:17:05.931587] [INFO ] [sig       ] BAX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:06.074427] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BAX.txt
[2025-12-05T20:17:06.074608] [INFO ] [sig       ] [357/3626] Completed BAX in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:06.074651] [INFO ] [sig       ] [358/3626] Forecasting BB...
[2025-12-05T20:17:06.074681] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-05T20:17:06.074710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-05T20:17:06.086255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-05T20:17:06.086684] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-05T20:17:06.087465] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-05T20:17:06.087518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:06.087549] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:06.087603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:06.087665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:06.143067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:06.143915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:06.143995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:06.144027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:06.261538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:06.261718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:06.261760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:06.261789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:06.265103] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-05T20:17:06.265363] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-05T20:17:06.265485] [INFO ] [sig       ] BB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:06.399974] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BB.txt
[2025-12-05T20:17:06.400105] [INFO ] [sig       ] [358/3626] Completed BB in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:06.400144] [INFO ] [sig       ] [359/3626] Forecasting BBAI...
[2025-12-05T20:17:06.400173] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-05T20:17:06.400203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-05T20:17:06.411155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2025-12-05T20:17:06.411443] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-05T20:17:06.412212] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-05T20:17:06.412276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:06.412308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:06.412334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:06.412390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:06.467212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:06.467863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:06.467938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:06.467969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:06.584482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:06.584648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:06.584688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:06.584716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:06.587943] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-05T20:17:06.588203] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-05T20:17:06.588321] [INFO ] [sig       ] BBAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:06.723217] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBAI.txt
[2025-12-05T20:17:06.723338] [INFO ] [sig       ] [359/3626] Completed BBAI in 0.3s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:06.723373] [INFO ] [sig       ] [360/3626] Forecasting BBCP...
[2025-12-05T20:17:06.723402] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-05T20:17:06.723431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-05T20:17:06.740377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2025-12-05T20:17:06.741047] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-05T20:17:06.742309] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-05T20:17:06.742377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:06.742426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:06.742511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:06.742625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:06.806901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:06.808123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:06.808247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:06.808281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:06.941779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:06.941963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:06.942008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:06.942036] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:06.945971] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2025-12-05T20:17:06.946356] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-05T20:17:06.946521] [INFO ] [sig       ] BBCP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:07.097157] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBCP.txt
[2025-12-05T20:17:07.097315] [INFO ] [sig       ] [360/3626] Completed BBCP in 0.4s | 2.93 sym/s | Total: 2.0m | ETA: 18.6m
[2025-12-05T20:17:07.097354] [INFO ] [sig       ] [361/3626] Forecasting BBD...
[2025-12-05T20:17:07.097384] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-05T20:17:07.097414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-05T20:17:07.110595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2025-12-05T20:17:07.111089] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-05T20:17:07.112029] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-05T20:17:07.112084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:07.112119] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:07.112147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:07.112206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:07.170547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:07.171525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:07.171639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:07.171677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:07.296290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:07.296532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:07.296596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:07.296629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:07.300600] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-05T20:17:07.300900] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-05T20:17:07.301030] [INFO ] [sig       ] BBD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:07.441237] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BBD.txt
[2025-12-05T20:17:07.441447] [INFO ] [sig       ] [361/3626] Completed BBD in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-05T20:17:07.441490] [INFO ] [sig       ] [362/3626] Forecasting BBDO...
[2025-12-05T20:17:07.441520] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-05T20:17:07.441551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-05T20:17:07.453976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2025-12-05T20:17:07.454502] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-05T20:17:07.455403] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-05T20:17:07.455455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:07.455487] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:07.455513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:07.455570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:07.512245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:07.513368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:07.513467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:07.513501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:07.637942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:07.638174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:07.638219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:07.638246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:07.642162] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-05T20:17:07.642496] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-05T20:17:07.642654] [INFO ] [sig       ] BBDO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:07.785614] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBDO.txt
[2025-12-05T20:17:07.785826] [INFO ] [sig       ] [362/3626] Completed BBDO in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-05T20:17:07.785876] [INFO ] [sig       ] [363/3626] Forecasting BBH...
[2025-12-05T20:17:07.785910] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-05T20:17:07.785948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-05T20:17:07.799720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-05T20:17:07.800280] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-05T20:17:07.801285] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-05T20:17:07.801341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:07.801376] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:07.801403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:07.801461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:07.860680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:07.862000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:07.862183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:07.862219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:07.969285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:07.969518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:07.969590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:07.969623] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:07.973537] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=70.81%)
[2025-12-05T20:17:07.973891] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-05T20:17:07.974042] [INFO ] [sig       ] BBH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:08.116814] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBH.txt
[2025-12-05T20:17:08.116965] [INFO ] [sig       ] [363/3626] Completed BBH in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.6m
[2025-12-05T20:17:08.117005] [INFO ] [sig       ] [364/3626] Forecasting BBIO...
[2025-12-05T20:17:08.117034] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-05T20:17:08.117063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-05T20:17:08.127931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-05T20:17:08.128176] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-05T20:17:08.128978] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-05T20:17:08.129028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:08.129059] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:08.129084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:08.129139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:08.184009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:08.184650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:08.184728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:08.184759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:08.306261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:08.306424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:08.306464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:08.306491] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:08.309864] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-05T20:17:08.310132] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-05T20:17:08.310273] [INFO ] [sig       ] BBIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:08.448554] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBIO.txt
[2025-12-05T20:17:08.448702] [INFO ] [sig       ] [364/3626] Completed BBIO in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:08.448741] [INFO ] [sig       ] [365/3626] Forecasting BBLG...
[2025-12-05T20:17:08.448769] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-05T20:17:08.448798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-05T20:17:08.458913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-05T20:17:08.459188] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-05T20:17:08.459969] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-05T20:17:08.460019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:08.460050] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:08.460077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:08.460132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:08.516548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:08.517262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:08.517380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:08.517415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:08.631291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:08.631462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:08.631501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:08.631528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:08.634863] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-05T20:17:08.635125] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-05T20:17:08.635244] [INFO ] [sig       ] BBLG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:08.773479] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BBLG.txt
[2025-12-05T20:17:08.773620] [INFO ] [sig       ] [365/3626] Completed BBLG in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:08.773660] [INFO ] [sig       ] [366/3626] Forecasting BBN...
[2025-12-05T20:17:08.773689] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-05T20:17:08.773718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-05T20:17:08.787116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2025-12-05T20:17:08.787710] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-05T20:17:08.788809] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-05T20:17:08.788862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:08.788895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:08.788921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:08.788979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:08.851148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:08.852546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:08.852724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:08.852777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:08.984226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:08.984468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:08.984541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:08.984591] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:08.988764] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-05T20:17:08.989115] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-05T20:17:08.989302] [INFO ] [sig       ] BBN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:09.148416] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBN.txt
[2025-12-05T20:17:09.148650] [INFO ] [sig       ] [366/3626] Completed BBN in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:09.148703] [INFO ] [sig       ] [367/3626] Forecasting BBSI...
[2025-12-05T20:17:09.148732] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-05T20:17:09.148768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-05T20:17:09.163960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2025-12-05T20:17:09.164803] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-05T20:17:09.166172] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-05T20:17:09.166227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:09.166262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:09.166288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:09.166347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:09.230875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:09.232270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:09.232380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:09.232416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:09.372202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:09.372452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:09.372501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:09.372530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:09.376699] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-05T20:17:09.377029] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-05T20:17:09.377216] [INFO ] [sig       ] BBSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:09.536534] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BBSI.txt
[2025-12-05T20:17:09.536769] [INFO ] [sig       ] [367/3626] Completed BBSI in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:09.536815] [INFO ] [sig       ] [368/3626] Forecasting BBUC...
[2025-12-05T20:17:09.536845] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-05T20:17:09.536879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-05T20:17:09.549873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2025-12-05T20:17:09.550468] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-05T20:17:09.551448] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-05T20:17:09.551539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:09.551595] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:09.551626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:09.551687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:09.609988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:09.611116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:09.611224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:09.611259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:09.735518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:09.735785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:09.735834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:09.735863] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:09.739820] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=33.04%)
[2025-12-05T20:17:09.740139] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-05T20:17:09.740286] [INFO ] [sig       ] BBUC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:09.885205] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BBUC.txt
[2025-12-05T20:17:09.885427] [INFO ] [sig       ] [368/3626] Completed BBUC in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:09.885480] [INFO ] [sig       ] [369/3626] Forecasting BBVA...
[2025-12-05T20:17:09.885512] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-05T20:17:09.885545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-05T20:17:09.898855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2025-12-05T20:17:09.899267] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-05T20:17:09.900100] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-05T20:17:09.900151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:09.900182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:09.900207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:09.900262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:09.955986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:09.956628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:09.956707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:09.956758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:10.077043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:10.077210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:10.077250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:10.077279] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:10.080736] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=71.31%)
[2025-12-05T20:17:10.081018] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-05T20:17:10.081145] [INFO ] [sig       ] BBVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:10.219687] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBVA.txt
[2025-12-05T20:17:10.219947] [INFO ] [sig       ] [369/3626] Completed BBVA in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:10.219996] [INFO ] [sig       ] [370/3626] Forecasting BBWI...
[2025-12-05T20:17:10.220026] [INFO ] [sig       ] Generating forecast for: BBWI
[2025-12-05T20:17:10.220057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2025-12-05T20:17:10.233139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2025-12-05T20:17:10.233654] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2025-12-05T20:17:10.234597] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2025-12-05T20:17:10.234650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:10.234707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:10.234737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:10.234797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:10.293239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:10.294525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:10.294685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:10.294720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:10.419755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:10.419985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:10.420032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:10.420062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:10.424052] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-05T20:17:10.424360] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2025-12-05T20:17:10.424496] [INFO ] [sig       ] BBWI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:10.568739] [INFO ] [LOCAL     ] Saved forecast: BBWI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BBWI.txt
[2025-12-05T20:17:10.568958] [INFO ] [sig       ] [370/3626] Completed BBWI in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:10.569004] [INFO ] [sig       ] [371/3626] Forecasting BBY...
[2025-12-05T20:17:10.569033] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-05T20:17:10.569065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-05T20:17:10.581942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2025-12-05T20:17:10.582484] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-05T20:17:10.583426] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-05T20:17:10.583478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:10.583510] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:10.583537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:10.583611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:10.645498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:10.646646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:10.646745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:10.646778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:10.771249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:10.771472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:10.771519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:10.771548] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:10.775360] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-05T20:17:10.775689] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-05T20:17:10.775844] [INFO ] [sig       ] BBY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:10.921266] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BBY.txt
[2025-12-05T20:17:10.921453] [INFO ] [sig       ] [371/3626] Completed BBY in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:10.921494] [INFO ] [sig       ] [372/3626] Forecasting BC...
[2025-12-05T20:17:10.921525] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-05T20:17:10.921555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-05T20:17:10.935554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-05T20:17:10.936118] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-05T20:17:10.937096] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-05T20:17:10.937152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:10.937186] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:10.937214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:10.937274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:11.000854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:11.002039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:11.002161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:11.002195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:11.125346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:11.125607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:11.125656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:11.125684] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:11.129477] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-05T20:17:11.129835] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-05T20:17:11.129980] [INFO ] [sig       ] BC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:11.272829] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BC.txt
[2025-12-05T20:17:11.273042] [INFO ] [sig       ] [372/3626] Completed BC in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:11.273098] [INFO ] [sig       ] [373/3626] Forecasting BCAL...
[2025-12-05T20:17:11.273133] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-05T20:17:11.273165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-05T20:17:11.288560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2025-12-05T20:17:11.289137] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-05T20:17:11.290104] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-05T20:17:11.290162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:11.290217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:11.290257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:11.290338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:11.352259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:11.353125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:11.353208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:11.353241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:11.469564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:11.469737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:11.469778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:11.469808] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:11.473270] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-05T20:17:11.473535] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-05T20:17:11.473676] [INFO ] [sig       ] BCAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:11.611368] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCAL.txt
[2025-12-05T20:17:11.611533] [INFO ] [sig       ] [373/3626] Completed BCAL in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:11.611588] [INFO ] [sig       ] [374/3626] Forecasting BCAX...
[2025-12-05T20:17:11.611626] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-05T20:17:11.611657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-05T20:17:11.622657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2025-12-05T20:17:11.622961] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-05T20:17:11.623720] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-05T20:17:11.623770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:11.623801] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:11.623828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:11.623893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:11.680648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:11.681334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:11.681427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:11.681462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:11.817120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:11.817276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:11.817317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:11.817345] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:11.820954] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=53.41%)
[2025-12-05T20:17:11.821417] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-05T20:17:11.821542] [INFO ] [sig       ] BCAX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:11.957957] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCAX.txt
[2025-12-05T20:17:11.958093] [INFO ] [sig       ] [374/3626] Completed BCAX in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:11.958132] [INFO ] [sig       ] [375/3626] Forecasting BCBP...
[2025-12-05T20:17:11.958159] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-05T20:17:11.958188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-05T20:17:11.971422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-05T20:17:11.971988] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-05T20:17:11.972906] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-05T20:17:11.972958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:11.972991] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:11.973018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:11.973075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:12.029987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:12.031235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:12.031345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:12.031379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:12.152174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:12.152416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:12.152462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:12.152491] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:12.156337] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-05T20:17:12.156690] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-05T20:17:12.156838] [INFO ] [sig       ] BCBP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:12.300664] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCBP.txt
[2025-12-05T20:17:12.300863] [INFO ] [sig       ] [375/3626] Completed BCBP in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:12.300905] [INFO ] [sig       ] [376/3626] Forecasting BCC...
[2025-12-05T20:17:12.300934] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-05T20:17:12.300965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-05T20:17:12.315690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-05T20:17:12.316165] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-05T20:17:12.317183] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-05T20:17:12.317245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:12.317284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:12.317318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:12.317395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:12.385374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:12.386264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:12.386348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:12.386381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:12.516101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:12.516270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:12.516311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:12.516341] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:12.519946] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=37.96%)
[2025-12-05T20:17:12.520285] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-05T20:17:12.520419] [INFO ] [sig       ] BCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:12.668093] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCC.txt
[2025-12-05T20:17:12.668235] [INFO ] [sig       ] [376/3626] Completed BCC in 0.4s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:12.668275] [INFO ] [sig       ] [377/3626] Forecasting BCDA...
[2025-12-05T20:17:12.668304] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-05T20:17:12.668333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-05T20:17:12.680175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-05T20:17:12.680567] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-05T20:17:12.681355] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-05T20:17:12.681406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:12.681466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:12.681494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:12.681550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:12.737717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:12.738331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:12.738406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:12.738437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:12.849704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:12.849874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:12.849919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:12.849969] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:12.853320] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=58.28%)
[2025-12-05T20:17:12.853601] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-05T20:17:12.853724] [INFO ] [sig       ] BCDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:12.991593] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCDA.txt
[2025-12-05T20:17:12.991715] [INFO ] [sig       ] [377/3626] Completed BCDA in 0.3s | 2.93 sym/s | Total: 2.1m | ETA: 18.5m
[2025-12-05T20:17:12.991752] [INFO ] [sig       ] [378/3626] Forecasting BCE...
[2025-12-05T20:17:12.991780] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-05T20:17:12.991809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-05T20:17:13.003053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-05T20:17:13.003323] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-05T20:17:13.004081] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-05T20:17:13.004130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:13.004161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:13.004187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:13.004242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:13.059138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:13.059740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:13.059814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:13.059846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:13.176139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:13.176291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:13.176330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:13.176357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:13.179656] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=67.90%)
[2025-12-05T20:17:13.179915] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-05T20:17:13.180033] [INFO ] [sig       ] BCE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:13.316672] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCE.txt
[2025-12-05T20:17:13.316784] [INFO ] [sig       ] [378/3626] Completed BCE in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-05T20:17:13.316821] [INFO ] [sig       ] [379/3626] Forecasting BCH...
[2025-12-05T20:17:13.316849] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-05T20:17:13.316878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-05T20:17:13.329687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-05T20:17:13.330192] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-05T20:17:13.331154] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-05T20:17:13.331208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:13.331241] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:13.331268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:13.331326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:13.388209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:13.389469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:13.389592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:13.389631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:13.513163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:13.513366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:13.513412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:13.513439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:13.517155] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2025-12-05T20:17:13.517443] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-05T20:17:13.517600] [INFO ] [sig       ] BCH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:13.658603] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCH.txt
[2025-12-05T20:17:13.658760] [INFO ] [sig       ] [379/3626] Completed BCH in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-05T20:17:13.658803] [INFO ] [sig       ] [380/3626] Forecasting BCML...
[2025-12-05T20:17:13.658831] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-05T20:17:13.658862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-05T20:17:13.669927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-05T20:17:13.670269] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-05T20:17:13.671095] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-05T20:17:13.671145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:13.671176] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:13.671202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:13.671256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:13.729987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:13.730682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:13.730771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:13.730804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:13.837254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:13.837389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:13.837427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:13.837455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:13.840926] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-05T20:17:13.841199] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-05T20:17:13.841327] [INFO ] [sig       ] BCML: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:13.979516] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCML.txt
[2025-12-05T20:17:13.979706] [INFO ] [sig       ] [380/3626] Completed BCML in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-05T20:17:13.979748] [INFO ] [sig       ] [381/3626] Forecasting BCO...
[2025-12-05T20:17:13.979777] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-05T20:17:13.979807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-05T20:17:13.990303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2025-12-05T20:17:13.990687] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-05T20:17:13.991434] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-05T20:17:13.991483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:13.991515] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:13.991541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:13.991638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:14.048789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:14.049782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:14.049866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:14.049898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:14.169909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:14.170091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:14.170135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:14.170163] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:14.173633] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-05T20:17:14.173907] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-05T20:17:14.174036] [INFO ] [sig       ] BCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:14.311012] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCO.txt
[2025-12-05T20:17:14.311140] [INFO ] [sig       ] [381/3626] Completed BCO in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.5m
[2025-12-05T20:17:14.311186] [INFO ] [sig       ] [382/3626] Forecasting BCPC...
[2025-12-05T20:17:14.311215] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-05T20:17:14.311245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-05T20:17:14.322252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-05T20:17:14.322513] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-05T20:17:14.323291] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-05T20:17:14.323342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:14.323373] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:14.323399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:14.323455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:14.379450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:14.380119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:14.380194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:14.380225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:14.497245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:14.497408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:14.497446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:14.497475] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:14.504310] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-05T20:17:14.504609] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-05T20:17:14.504734] [INFO ] [sig       ] BCPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:14.642316] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCPC.txt
[2025-12-05T20:17:14.642439] [INFO ] [sig       ] [382/3626] Completed BCPC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:14.642476] [INFO ] [sig       ] [383/3626] Forecasting BCRX...
[2025-12-05T20:17:14.642504] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-05T20:17:14.642533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-05T20:17:14.653033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2025-12-05T20:17:14.653316] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-05T20:17:14.654078] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-05T20:17:14.654139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:14.654359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:14.654383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:14.654438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:14.710887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:14.711528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:14.711621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:14.711655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:14.829767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:14.829924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:14.829963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:14.829990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:14.833246] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-05T20:17:14.833504] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-05T20:17:14.833640] [INFO ] [sig       ] BCRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:14.979183] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCRX.txt
[2025-12-05T20:17:14.979321] [INFO ] [sig       ] [383/3626] Completed BCRX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:14.979361] [INFO ] [sig       ] [384/3626] Forecasting BCS...
[2025-12-05T20:17:14.979391] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-05T20:17:14.979421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-05T20:17:14.990660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-05T20:17:14.990954] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-05T20:17:14.991787] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-05T20:17:14.991844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:14.991877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:14.991904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:14.991961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:15.049840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:15.050536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:15.050638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:15.050672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:15.168249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:15.168409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:15.168449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:15.168477] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:15.171811] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-05T20:17:15.172074] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-05T20:17:15.172197] [INFO ] [sig       ] BCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:15.312415] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCS.txt
[2025-12-05T20:17:15.312585] [INFO ] [sig       ] [384/3626] Completed BCS in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:15.312652] [INFO ] [sig       ] [385/3626] Forecasting BCSF...
[2025-12-05T20:17:15.312684] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-05T20:17:15.312713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-05T20:17:15.323505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2025-12-05T20:17:15.323824] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-05T20:17:15.324598] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-05T20:17:15.324648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:15.324679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:15.324704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:15.324759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:15.380971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:15.381793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:15.381871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:15.381903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:15.501805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:15.501956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:15.501996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:15.502026] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:15.505359] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-05T20:17:15.505633] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-05T20:17:15.505751] [INFO ] [sig       ] BCSF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:15.643981] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCSF.txt
[2025-12-05T20:17:15.644116] [INFO ] [sig       ] [385/3626] Completed BCSF in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:15.644154] [INFO ] [sig       ] [386/3626] Forecasting BCTX...
[2025-12-05T20:17:15.644182] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-05T20:17:15.644210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-05T20:17:15.655170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-05T20:17:15.655526] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-05T20:17:15.656330] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-05T20:17:15.656382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:15.656414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:15.656441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:15.656499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:15.712334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:15.713035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:15.713112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:15.713144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:15.831611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:15.831786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:15.831825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:15.831853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:15.835249] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=22.81%)
[2025-12-05T20:17:15.835516] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-05T20:17:15.835656] [INFO ] [sig       ] BCTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:15.973203] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCTX.txt
[2025-12-05T20:17:15.973335] [INFO ] [sig       ] [386/3626] Completed BCTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:15.973374] [INFO ] [sig       ] [387/3626] Forecasting BCX...
[2025-12-05T20:17:15.973403] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-05T20:17:15.973432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-05T20:17:15.983940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-05T20:17:15.984246] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-05T20:17:15.985010] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-05T20:17:15.985059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:15.985090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:15.985116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:15.985172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:16.040781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:16.041522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:16.041644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:16.041679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:16.166519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:16.166715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:16.166757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:16.166784] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:16.170634] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=24.35%)
[2025-12-05T20:17:16.170908] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-05T20:17:16.171027] [INFO ] [sig       ] BCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:16.308049] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BCX.txt
[2025-12-05T20:17:16.308177] [INFO ] [sig       ] [387/3626] Completed BCX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:16.308216] [INFO ] [sig       ] [388/3626] Forecasting BCYC...
[2025-12-05T20:17:16.308244] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-05T20:17:16.308273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-05T20:17:16.318535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-05T20:17:16.318846] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-05T20:17:16.319624] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-05T20:17:16.319675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:16.319706] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:16.319733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:16.319788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:16.375760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:16.376568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:16.376669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:16.376702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:16.498812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:16.498973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:16.499015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:16.499045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:16.502512] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2025-12-05T20:17:16.502839] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-05T20:17:16.502966] [INFO ] [sig       ] BCYC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:16.640942] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BCYC.txt
[2025-12-05T20:17:16.641092] [INFO ] [sig       ] [388/3626] Completed BCYC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:16.641131] [INFO ] [sig       ] [389/3626] Forecasting BDC...
[2025-12-05T20:17:16.641159] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-05T20:17:16.641189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-05T20:17:16.651738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-05T20:17:16.652022] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-05T20:17:16.652790] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-05T20:17:16.652840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:16.652871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:16.652896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:16.652951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:16.709290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:16.710034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:16.710114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:16.710146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:16.830226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:16.830397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:16.830450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:16.830487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:16.833835] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-05T20:17:16.834095] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-05T20:17:16.834215] [INFO ] [sig       ] BDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:16.971567] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BDC.txt
[2025-12-05T20:17:16.971733] [INFO ] [sig       ] [389/3626] Completed BDC in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:16.971772] [INFO ] [sig       ] [390/3626] Forecasting BDJ...
[2025-12-05T20:17:16.971800] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-05T20:17:16.971829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-05T20:17:16.982535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-05T20:17:16.982871] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-05T20:17:16.983637] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-05T20:17:16.983687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:16.983718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:16.983745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:16.983800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:17.039713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:17.040464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:17.040543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:17.040592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:17.161008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:17.161166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:17.161221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:17.161250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:17.164502] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=42.55%)
[2025-12-05T20:17:17.164778] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-05T20:17:17.164898] [INFO ] [sig       ] BDJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:17.303350] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BDJ.txt
[2025-12-05T20:17:17.303511] [INFO ] [sig       ] [390/3626] Completed BDJ in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:17.303550] [INFO ] [sig       ] [391/3626] Forecasting BDN...
[2025-12-05T20:17:17.303607] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-05T20:17:17.303640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-05T20:17:17.314076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2025-12-05T20:17:17.314374] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-05T20:17:17.315156] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-05T20:17:17.315206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:17.315237] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:17.315263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:17.315318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:17.371341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:17.372036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:17.372128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:17.372169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:17.492224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:17.492380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:17.492419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:17.492447] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:17.495759] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=51.43%)
[2025-12-05T20:17:17.496039] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-05T20:17:17.496162] [INFO ] [sig       ] BDN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:17.634251] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BDN.txt
[2025-12-05T20:17:17.634488] [INFO ] [sig       ] [391/3626] Completed BDN in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:17.634534] [INFO ] [sig       ] [392/3626] Forecasting BDRX...
[2025-12-05T20:17:17.634563] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-05T20:17:17.634622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-05T20:17:17.646843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-05T20:17:17.647348] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-05T20:17:17.648377] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-05T20:17:17.648431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:17.648465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:17.648491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:17.648549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:17.706743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:17.707766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:17.707888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:17.707923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:17.835950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:17.836185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:17.836229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:17.836258] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:17.840163] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: UP (p=80.87%)
[2025-12-05T20:17:17.840502] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-05T20:17:17.840672] [INFO ] [sig       ] BDRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:18.069901] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BDRX.txt
[2025-12-05T20:17:18.070101] [INFO ] [sig       ] [392/3626] Completed BDRX in 0.4s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:18.070144] [INFO ] [sig       ] [393/3626] Forecasting BDSX...
[2025-12-05T20:17:18.070173] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-05T20:17:18.070204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-05T20:17:18.083698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-05T20:17:18.084203] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-05T20:17:18.085042] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-05T20:17:18.085093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:18.085126] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:18.085152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:18.085208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:18.141041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:18.141737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:18.141816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:18.141847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:18.255728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:18.255888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:18.255927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:18.255955] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:18.259352] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-05T20:17:18.259634] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-05T20:17:18.259759] [INFO ] [sig       ] BDSX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:18.400966] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BDSX.txt
[2025-12-05T20:17:18.401115] [INFO ] [sig       ] [393/3626] Completed BDSX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:18.401155] [INFO ] [sig       ] [394/3626] Forecasting BDTX...
[2025-12-05T20:17:18.401184] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-05T20:17:18.401214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-05T20:17:18.412035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-05T20:17:18.412319] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-05T20:17:18.413100] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-05T20:17:18.413150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:18.413220] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:18.413248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:18.413304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:18.469368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:18.470117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:18.470209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:18.470242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:18.587919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:18.588085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:18.588125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:18.588152] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:18.591532] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-05T20:17:18.591856] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-05T20:17:18.591991] [INFO ] [sig       ] BDTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:18.735063] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BDTX.txt
[2025-12-05T20:17:18.735219] [INFO ] [sig       ] [394/3626] Completed BDTX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:18.735259] [INFO ] [sig       ] [395/3626] Forecasting BDX...
[2025-12-05T20:17:18.735288] [INFO ] [sig       ] Generating forecast for: BDX
[2025-12-05T20:17:18.735318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2025-12-05T20:17:18.745793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2025-12-05T20:17:18.746104] [INFO ] [FORECASTER] Starting predict_future for BDX
[2025-12-05T20:17:18.746872] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2025-12-05T20:17:18.746921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:18.746952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:18.746978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:18.747038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:18.804282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:18.804952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:18.805027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:18.805059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:18.927588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:18.927844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:18.927897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:18.927928] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:18.931999] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=32.44%)
[2025-12-05T20:17:18.932325] [INFO ] [FORECASTER] Completed predict_future for BDX
[2025-12-05T20:17:18.932468] [INFO ] [sig       ] BDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:19.077014] [INFO ] [LOCAL     ] Saved forecast: BDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BDX.txt
[2025-12-05T20:17:19.077231] [INFO ] [sig       ] [395/3626] Completed BDX in 0.3s | 2.93 sym/s | Total: 2.2m | ETA: 18.4m
[2025-12-05T20:17:19.077275] [INFO ] [sig       ] [396/3626] Forecasting BE...
[2025-12-05T20:17:19.077304] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-05T20:17:19.077336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-05T20:17:19.093625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-05T20:17:19.094073] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-05T20:17:19.094884] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-05T20:17:19.094935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:19.094966] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:19.094991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:19.095046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:19.154286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:19.155595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:19.155708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:19.155744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:19.275493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:19.275739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:19.275786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:19.275815] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:19.279916] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=11.14%)
[2025-12-05T20:17:19.280235] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-05T20:17:19.280373] [INFO ] [sig       ] BE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:19.421833] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BE.txt
[2025-12-05T20:17:19.422043] [INFO ] [sig       ] [396/3626] Completed BE in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-05T20:17:19.422085] [INFO ] [sig       ] [397/3626] Forecasting BEAM...
[2025-12-05T20:17:19.422117] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-05T20:17:19.422150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-05T20:17:19.434729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-05T20:17:19.435148] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-05T20:17:19.435977] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-05T20:17:19.436029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:19.436064] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:19.436095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:19.436164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:19.492298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:19.493163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:19.493247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:19.493278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:19.609400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:19.609562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:19.609621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:19.609650] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:19.613057] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-05T20:17:19.613345] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-05T20:17:19.613480] [INFO ] [sig       ] BEAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:19.754748] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BEAM.txt
[2025-12-05T20:17:19.754901] [INFO ] [sig       ] [397/3626] Completed BEAM in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-05T20:17:19.754939] [INFO ] [sig       ] [398/3626] Forecasting BEEM...
[2025-12-05T20:17:19.754976] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-05T20:17:19.755007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-05T20:17:19.765161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-05T20:17:19.765465] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-05T20:17:19.766254] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-05T20:17:19.766305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:19.766336] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:19.766362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:19.766418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:19.842995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:19.844002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:19.844087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:19.844119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:19.961274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:19.961497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:19.961546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:19.961593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:19.965491] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=99.86%)
[2025-12-05T20:17:19.965818] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-05T20:17:19.965955] [INFO ] [sig       ] BEEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:20.107715] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BEEM.txt
[2025-12-05T20:17:20.107919] [INFO ] [sig       ] [398/3626] Completed BEEM in 0.4s | 2.93 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-05T20:17:20.107966] [INFO ] [sig       ] [399/3626] Forecasting BEEP...
[2025-12-05T20:17:20.107997] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-05T20:17:20.108033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-05T20:17:20.120772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-05T20:17:20.121182] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-05T20:17:20.122010] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-05T20:17:20.122062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:20.122094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:20.122119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:20.122174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:20.177880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:20.178793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:20.178879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:20.178911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:20.290353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:20.290491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:20.290533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:20.290561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:20.294019] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-12-05T20:17:20.294292] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-05T20:17:20.294418] [INFO ] [sig       ] BEEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:20.431939] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BEEP.txt
[2025-12-05T20:17:20.432104] [INFO ] [sig       ] [399/3626] Completed BEEP in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.4m
[2025-12-05T20:17:20.432148] [INFO ] [sig       ] [400/3626] Forecasting BEKE...
[2025-12-05T20:17:20.432177] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-05T20:17:20.432207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-05T20:17:20.444319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-05T20:17:20.444756] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-05T20:17:20.445532] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-05T20:17:20.445605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:20.445638] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:20.445664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:20.445721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:20.503733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:20.504638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:20.504724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:20.504757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:20.629006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:20.629253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:20.629308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:20.629339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:20.633437] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-05T20:17:20.633767] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-05T20:17:20.633917] [INFO ] [sig       ] BEKE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:20.771419] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BEKE.txt
[2025-12-05T20:17:20.771645] [INFO ] [sig       ] [400/3626] Completed BEKE in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:20.771692] [INFO ] [sig       ] [401/3626] Forecasting BELFA...
[2025-12-05T20:17:20.771722] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-05T20:17:20.771753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-05T20:17:20.783830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2025-12-05T20:17:20.784324] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-05T20:17:20.785632] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-05T20:17:20.785685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:20.785717] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:20.785744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:20.785804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:20.842192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:20.843180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:20.843276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:20.843311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:20.946912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:20.947138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:20.947184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:20.947238] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:20.951053] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-05T20:17:20.951360] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-05T20:17:20.951501] [INFO ] [sig       ] BELFA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:21.091590] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BELFA.txt
[2025-12-05T20:17:21.091777] [INFO ] [sig       ] [401/3626] Completed BELFA in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:21.091819] [INFO ] [sig       ] [402/3626] Forecasting BELFB...
[2025-12-05T20:17:21.091847] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-05T20:17:21.091878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-05T20:17:21.104331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-05T20:17:21.104814] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-05T20:17:21.105708] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-05T20:17:21.105761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:21.105794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:21.105821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:21.105878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:21.169087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:21.170469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:21.170591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:21.170628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:21.297649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:21.297925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:21.297997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:21.298045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:21.302421] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-05T20:17:21.302853] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-05T20:17:21.303030] [INFO ] [sig       ] BELFB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:21.448754] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BELFB.txt
[2025-12-05T20:17:21.448926] [INFO ] [sig       ] [402/3626] Completed BELFB in 0.4s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:21.448968] [INFO ] [sig       ] [403/3626] Forecasting BEN...
[2025-12-05T20:17:21.448995] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-05T20:17:21.449026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-05T20:17:21.461466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-05T20:17:21.461845] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-05T20:17:21.462730] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-05T20:17:21.462781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:21.462812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:21.462839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:21.462895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:21.519692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:21.520551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:21.520689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:21.520725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:21.640276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:21.640499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:21.640545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:21.640594] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:21.644265] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=58.45%)
[2025-12-05T20:17:21.644550] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-05T20:17:21.644699] [INFO ] [sig       ] BEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:21.785619] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BEN.txt
[2025-12-05T20:17:21.785837] [INFO ] [sig       ] [403/3626] Completed BEN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:21.785882] [INFO ] [sig       ] [404/3626] Forecasting BEP...
[2025-12-05T20:17:21.785913] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-05T20:17:21.785946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-05T20:17:21.799558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-05T20:17:21.800125] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-05T20:17:21.801056] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-05T20:17:21.801112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:21.801147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:21.801177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:21.801238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:21.860826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:21.861932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:21.862076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:21.862111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:21.984421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:21.984685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:21.984735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:21.984766] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:21.989126] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2025-12-05T20:17:21.989520] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-05T20:17:21.989701] [INFO ] [sig       ] BEP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:22.135321] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BEP.txt
[2025-12-05T20:17:22.135511] [INFO ] [sig       ] [404/3626] Completed BEP in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:22.135551] [INFO ] [sig       ] [405/3626] Forecasting BEPH...
[2025-12-05T20:17:22.135607] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-05T20:17:22.135642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-05T20:17:22.147944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-05T20:17:22.148355] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-05T20:17:22.149219] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-05T20:17:22.149270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:22.149301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:22.149353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:22.149412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:22.207959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:22.208925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:22.209019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:22.209051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:22.328730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:22.328984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:22.329031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:22.329063] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:22.332989] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=46.03%)
[2025-12-05T20:17:22.333364] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-05T20:17:22.333535] [INFO ] [sig       ] BEPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:22.483610] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BEPH.txt
[2025-12-05T20:17:22.483827] [INFO ] [sig       ] [405/3626] Completed BEPH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:22.483870] [INFO ] [sig       ] [406/3626] Forecasting BEPI...
[2025-12-05T20:17:22.483901] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-05T20:17:22.483934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-05T20:17:22.496267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-05T20:17:22.496699] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-05T20:17:22.497650] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-05T20:17:22.497703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:22.497737] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:22.497765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:22.497848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:22.554866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:22.555929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:22.556028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:22.556061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:22.655337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:22.655564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:22.655625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:22.655653] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:22.659561] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=99.65%)
[2025-12-05T20:17:22.659889] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-05T20:17:22.660024] [INFO ] [sig       ] BEPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:22.798313] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BEPI.txt
[2025-12-05T20:17:22.798519] [INFO ] [sig       ] [406/3626] Completed BEPI in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:22.798565] [INFO ] [sig       ] [407/3626] Forecasting BFAM...
[2025-12-05T20:17:22.798616] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-05T20:17:22.798651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-05T20:17:22.811343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2025-12-05T20:17:22.811870] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-05T20:17:22.812812] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-05T20:17:22.812865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:22.812899] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:22.812926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:22.812985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:22.868500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:22.869518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:22.869635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:22.869673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:22.988452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:22.988706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:22.988754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:22.988782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:22.992624] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=28.70%)
[2025-12-05T20:17:22.992927] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-05T20:17:22.993059] [INFO ] [sig       ] BFAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:23.137609] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BFAM.txt
[2025-12-05T20:17:23.137882] [INFO ] [sig       ] [407/3626] Completed BFAM in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:23.137933] [INFO ] [sig       ] [408/3626] Forecasting BFC...
[2025-12-05T20:17:23.137963] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-05T20:17:23.137994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-05T20:17:23.150760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-05T20:17:23.151315] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-05T20:17:23.152192] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-05T20:17:23.152244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:23.152276] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:23.152303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:23.152360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:23.208571] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:23.209726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:23.209826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:23.209861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:23.322966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:23.323206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:23.323253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:23.323283] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:23.327214] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: UP (p=50.93%)
[2025-12-05T20:17:23.327569] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-05T20:17:23.327741] [INFO ] [sig       ] BFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:23.466669] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BFC.txt
[2025-12-05T20:17:23.466866] [INFO ] [sig       ] [408/3626] Completed BFC in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:23.466914] [INFO ] [sig       ] [409/3626] Forecasting BFH...
[2025-12-05T20:17:23.466943] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-05T20:17:23.466985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-05T20:17:23.479347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-05T20:17:23.479841] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-05T20:17:23.480739] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-05T20:17:23.480790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:23.480822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:23.480849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:23.480906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:23.536833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:23.538052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:23.538153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:23.538187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:23.661532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:23.661791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:23.661839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:23.661867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:23.665979] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=73.65%)
[2025-12-05T20:17:23.666388] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-05T20:17:23.666553] [INFO ] [sig       ] BFH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:23.811783] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BFH.txt
[2025-12-05T20:17:23.812053] [INFO ] [sig       ] [409/3626] Completed BFH in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:23.812105] [INFO ] [sig       ] [410/3626] Forecasting BFIN...
[2025-12-05T20:17:23.812136] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-05T20:17:23.812169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-05T20:17:23.826373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFIN'.
[2025-12-05T20:17:23.827169] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-05T20:17:23.828369] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-05T20:17:23.828425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:23.828458] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:23.828484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:23.828543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:23.886033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:23.887155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:23.887255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:23.887290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:23.999883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:24.000133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:24.000209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:24.000246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:24.004248] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: DOWN (p=25.12%)
[2025-12-05T20:17:24.004570] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-05T20:17:24.004734] [INFO ] [sig       ] BFIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:24.145327] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BFIN.txt
[2025-12-05T20:17:24.145543] [INFO ] [sig       ] [410/3626] Completed BFIN in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:24.145614] [INFO ] [sig       ] [411/3626] Forecasting BFK...
[2025-12-05T20:17:24.145646] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-05T20:17:24.145679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-05T20:17:24.159226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-05T20:17:24.159850] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-05T20:17:24.160779] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-05T20:17:24.160832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:24.160900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:24.160928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:24.160987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:24.219310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:24.220485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:24.220612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:24.220647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:24.340940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:24.341171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:24.341216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:24.341246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:24.345009] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-05T20:17:24.345301] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-05T20:17:24.345441] [INFO ] [sig       ] BFK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:24.482528] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BFK.txt
[2025-12-05T20:17:24.482722] [INFO ] [sig       ] [411/3626] Completed BFK in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:24.482766] [INFO ] [sig       ] [412/3626] Forecasting BFLY...
[2025-12-05T20:17:24.482794] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-05T20:17:24.482824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-05T20:17:24.495178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-05T20:17:24.495804] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-05T20:17:24.496755] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-05T20:17:24.496808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:24.496842] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:24.496868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:24.496925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:24.554492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:24.555612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:24.555712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:24.555748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:24.682945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:24.683218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:24.683266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:24.683295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:24.687541] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=59.30%)
[2025-12-05T20:17:24.688051] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-05T20:17:24.688218] [INFO ] [sig       ] BFLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:24.829373] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BFLY.txt
[2025-12-05T20:17:24.829605] [INFO ] [sig       ] [412/3626] Completed BFLY in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:24.829649] [INFO ] [sig       ] [413/3626] Forecasting BFS...
[2025-12-05T20:17:24.829678] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-05T20:17:24.829709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-05T20:17:24.842446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-05T20:17:24.842912] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-05T20:17:24.843750] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-05T20:17:24.843814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:24.843856] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:24.843889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:24.843952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:24.900002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:24.900948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:24.901035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:24.901070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:25.015500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:25.015682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:25.015725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:25.015755] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:25.019209] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=69.68%)
[2025-12-05T20:17:25.019471] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-05T20:17:25.019608] [INFO ] [sig       ] BFS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:25.162336] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BFS.txt
[2025-12-05T20:17:25.162498] [INFO ] [sig       ] [413/3626] Completed BFS in 0.3s | 2.93 sym/s | Total: 2.3m | ETA: 18.3m
[2025-12-05T20:17:25.162538] [INFO ] [sig       ] [414/3626] Forecasting BFZ...
[2025-12-05T20:17:25.162586] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-05T20:17:25.162623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-05T20:17:25.173317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-05T20:17:25.173673] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-05T20:17:25.174422] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-05T20:17:25.174474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:25.174505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:25.174531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:25.174618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:25.231756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:25.232949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:25.233048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:25.233081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:25.355905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:25.356139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:25.356240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:25.356270] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:25.360157] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-05T20:17:25.360461] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-05T20:17:25.360616] [INFO ] [sig       ] BFZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:25.500827] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BFZ.txt
[2025-12-05T20:17:25.500991] [INFO ] [sig       ] [414/3626] Completed BFZ in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-05T20:17:25.501032] [INFO ] [sig       ] [415/3626] Forecasting BG...
[2025-12-05T20:17:25.501061] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-05T20:17:25.501092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-05T20:17:25.512954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2025-12-05T20:17:25.513278] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-05T20:17:25.514184] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-05T20:17:25.514237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:25.514269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:25.514295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:25.514352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:25.571609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:25.572293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:25.572387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:25.572419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:25.693922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:25.694136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:25.694182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:25.694209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:25.700869] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-05T20:17:25.701231] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-05T20:17:25.701376] [INFO ] [sig       ] BG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:25.838410] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BG.txt
[2025-12-05T20:17:25.838558] [INFO ] [sig       ] [415/3626] Completed BG in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.3m
[2025-12-05T20:17:25.838617] [INFO ] [sig       ] [416/3626] Forecasting BGB...
[2025-12-05T20:17:25.838646] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-05T20:17:25.838677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-05T20:17:25.851082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-05T20:17:25.851424] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-05T20:17:25.852326] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-05T20:17:25.852439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:25.852474] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:25.852501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:25.852559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:25.907887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:25.908613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:25.908706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:25.908739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:26.029677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:26.029859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:26.029908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:26.029936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:26.033425] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-05T20:17:26.033718] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-05T20:17:26.033848] [INFO ] [sig       ] BGB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:26.175122] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BGB.txt
[2025-12-05T20:17:26.175290] [INFO ] [sig       ] [416/3626] Completed BGB in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:26.175344] [INFO ] [sig       ] [417/3626] Forecasting BGC...
[2025-12-05T20:17:26.175380] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-05T20:17:26.175410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-05T20:17:26.186084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2025-12-05T20:17:26.186441] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-05T20:17:26.187210] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-05T20:17:26.187260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:26.187291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:26.187317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:26.187373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:26.249340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:26.250250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:26.250337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:26.250372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:26.369353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:26.369517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:26.369557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:26.369604] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:26.372908] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: UP (p=73.14%)
[2025-12-05T20:17:26.373179] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-05T20:17:26.373307] [INFO ] [sig       ] BGC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:26.512949] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BGC.txt
[2025-12-05T20:17:26.513082] [INFO ] [sig       ] [417/3626] Completed BGC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:26.513127] [INFO ] [sig       ] [418/3626] Forecasting BGH...
[2025-12-05T20:17:26.513158] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-05T20:17:26.513187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-05T20:17:26.524853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-05T20:17:26.525224] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-05T20:17:26.526058] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-05T20:17:26.526110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:26.526154] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:26.526182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:26.526241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:26.581614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:26.582299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:26.582379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:26.582410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:26.700661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:26.700821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:26.700865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:26.700894] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:26.704274] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-05T20:17:26.704542] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-05T20:17:26.704689] [INFO ] [sig       ] BGH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:26.839860] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BGH.txt
[2025-12-05T20:17:26.840009] [INFO ] [sig       ] [418/3626] Completed BGH in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:26.840048] [INFO ] [sig       ] [419/3626] Forecasting BGLC...
[2025-12-05T20:17:26.840077] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-05T20:17:26.840107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-05T20:17:26.851757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2025-12-05T20:17:26.852204] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-05T20:17:26.853029] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-05T20:17:26.853082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:26.853115] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:26.853140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:26.853197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:26.913473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:26.914402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:26.914488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:26.914521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:27.026583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:27.026751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:27.026790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:27.026817] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:27.030141] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=78.63%)
[2025-12-05T20:17:27.030405] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-05T20:17:27.030528] [INFO ] [sig       ] BGLC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:27.166020] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BGLC.txt
[2025-12-05T20:17:27.166153] [INFO ] [sig       ] [419/3626] Completed BGLC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:27.166191] [INFO ] [sig       ] [420/3626] Forecasting BGRN...
[2025-12-05T20:17:27.166220] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-05T20:17:27.166249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-05T20:17:27.176628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-05T20:17:27.176944] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-05T20:17:27.177703] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-05T20:17:27.177753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:27.177783] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:27.177833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:27.177890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:27.232529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:27.233149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:27.233223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:27.233254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:27.350142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:27.350297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:27.350341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:27.350368] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:27.353775] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-05T20:17:27.354035] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-05T20:17:27.354154] [INFO ] [sig       ] BGRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:27.489873] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BGRN.txt
[2025-12-05T20:17:27.490001] [INFO ] [sig       ] [420/3626] Completed BGRN in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:27.490039] [INFO ] [sig       ] [421/3626] Forecasting BGS...
[2025-12-05T20:17:27.490068] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-05T20:17:27.490097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-05T20:17:27.500456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-05T20:17:27.500807] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-05T20:17:27.501553] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-05T20:17:27.501621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:27.501653] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:27.501680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:27.501736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:27.556917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:27.557612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:27.557688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:27.557719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:27.679958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:27.680150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:27.680194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:27.680224] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:27.683643] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=18.15%)
[2025-12-05T20:17:27.683906] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-05T20:17:27.684029] [INFO ] [sig       ] BGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:27.819483] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BGS.txt
[2025-12-05T20:17:27.819633] [INFO ] [sig       ] [421/3626] Completed BGS in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:27.819679] [INFO ] [sig       ] [422/3626] Forecasting BGSF...
[2025-12-05T20:17:27.819710] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-05T20:17:27.819740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-05T20:17:27.830163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-05T20:17:27.830457] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-05T20:17:27.831212] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-05T20:17:27.831261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:27.831292] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:27.831318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:27.831373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:27.886611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:27.887222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:27.887296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:27.887327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:28.002783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:28.002874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:28.002909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:28.002936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:28.005923] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-05T20:17:28.006172] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-05T20:17:28.006290] [INFO ] [sig       ] BGSF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:28.141956] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BGSF.txt
[2025-12-05T20:17:28.142057] [INFO ] [sig       ] [422/3626] Completed BGSF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:28.142093] [INFO ] [sig       ] [423/3626] Forecasting BGX...
[2025-12-05T20:17:28.142122] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-05T20:17:28.142151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-05T20:17:28.152978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-05T20:17:28.153271] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-05T20:17:28.154022] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-05T20:17:28.154074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:28.154106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:28.154132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:28.154188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:28.209057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:28.209738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:28.209813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:28.209846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:28.329061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:28.329209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:28.329248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:28.329276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:28.332525] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-05T20:17:28.332797] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-05T20:17:28.332933] [INFO ] [sig       ] BGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:28.471088] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BGX.txt
[2025-12-05T20:17:28.471222] [INFO ] [sig       ] [423/3626] Completed BGX in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:28.471261] [INFO ] [sig       ] [424/3626] Forecasting BGY...
[2025-12-05T20:17:28.471289] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-05T20:17:28.471319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-05T20:17:28.482522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2025-12-05T20:17:28.482792] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-05T20:17:28.483533] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-05T20:17:28.483601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:28.483633] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:28.483659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:28.483716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:28.539053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:28.539741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:28.539815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:28.539846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:28.659119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:28.659263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:28.659302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:28.659333] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:28.662557] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-05T20:17:28.662832] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-05T20:17:28.662949] [INFO ] [sig       ] BGY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:28.799340] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BGY.txt
[2025-12-05T20:17:28.799483] [INFO ] [sig       ] [424/3626] Completed BGY in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:28.799549] [INFO ] [sig       ] [425/3626] Forecasting BHC...
[2025-12-05T20:17:28.799595] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-05T20:17:28.799628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-05T20:17:28.809650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-05T20:17:28.809902] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-05T20:17:28.810659] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-05T20:17:28.810708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:28.810740] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:28.810766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:28.810821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:28.866314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:28.867074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:28.867152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:28.867184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:28.985663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:28.985824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:28.985864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:28.985910] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:28.989179] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-05T20:17:28.989434] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-05T20:17:28.989553] [INFO ] [sig       ] BHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:29.125024] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHC.txt
[2025-12-05T20:17:29.125138] [INFO ] [sig       ] [425/3626] Completed BHC in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:29.125176] [INFO ] [sig       ] [426/3626] Forecasting BHE...
[2025-12-05T20:17:29.125204] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-05T20:17:29.125233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-05T20:17:29.138108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2025-12-05T20:17:29.138396] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-05T20:17:29.139183] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-05T20:17:29.139234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:29.139265] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:29.139290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:29.139345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:29.194530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:29.195130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:29.195204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:29.195234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:29.311888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:29.312053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:29.312098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:29.312127] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:29.315460] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-05T20:17:29.315741] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-05T20:17:29.315862] [INFO ] [sig       ] BHE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:29.451459] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BHE.txt
[2025-12-05T20:17:29.451591] [INFO ] [sig       ] [426/3626] Completed BHE in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:29.451630] [INFO ] [sig       ] [427/3626] Forecasting BHF...
[2025-12-05T20:17:29.451658] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-05T20:17:29.451686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-05T20:17:29.462255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2025-12-05T20:17:29.462513] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-05T20:17:29.463259] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-05T20:17:29.463309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:29.463340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:29.463366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:29.463422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:29.518446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:29.519065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:29.519138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:29.519199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:29.637196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:29.637355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:29.637396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:29.637423] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:29.640694] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=18.74%)
[2025-12-05T20:17:29.640955] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-05T20:17:29.641076] [INFO ] [sig       ] BHF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:29.776196] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHF.txt
[2025-12-05T20:17:29.776318] [INFO ] [sig       ] [427/3626] Completed BHF in 0.3s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:29.776355] [INFO ] [sig       ] [428/3626] Forecasting BHFAL...
[2025-12-05T20:17:29.776383] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-05T20:17:29.776412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-05T20:17:29.787269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2025-12-05T20:17:29.787550] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-05T20:17:29.788336] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-05T20:17:29.788385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:29.788416] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:29.788471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:29.788528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:29.843737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:29.844591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:29.844671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:29.844704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:29.961595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:29.961755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:29.961796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:29.961823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:29.965205] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-05T20:17:29.965471] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-05T20:17:29.965624] [INFO ] [sig       ] BHFAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:30.109127] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHFAL.txt
[2025-12-05T20:17:30.109367] [INFO ] [sig       ] [428/3626] Completed BHFAL in 0.3s | 2.94 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:30.109413] [INFO ] [sig       ] [429/3626] Forecasting BHFAM...
[2025-12-05T20:17:30.109472] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-05T20:17:30.109507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-05T20:17:30.122598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-05T20:17:30.123083] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-05T20:17:30.124035] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-05T20:17:30.124091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:30.124124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:30.124176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:30.124255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:30.181809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:30.182994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:30.183099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:30.183133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:30.308274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:30.308509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:30.308555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:30.308606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:30.312637] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-05T20:17:30.312993] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-05T20:17:30.313146] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:30.466439] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHFAM.txt
[2025-12-05T20:17:30.466721] [INFO ] [sig       ] [429/3626] Completed BHFAM in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:30.466789] [INFO ] [sig       ] [430/3626] Forecasting BHFAN...
[2025-12-05T20:17:30.466837] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-05T20:17:30.466887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-05T20:17:30.483805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2025-12-05T20:17:30.484474] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-05T20:17:30.485755] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-05T20:17:30.485826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:30.485876] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:30.485921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:30.486016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:30.551072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:30.552337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:30.552467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:30.552503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:30.680355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:30.680638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:30.680695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:30.680729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:30.685739] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-05T20:17:30.686302] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-05T20:17:30.686500] [INFO ] [sig       ] BHFAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:30.852942] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHFAN.txt
[2025-12-05T20:17:30.853146] [INFO ] [sig       ] [430/3626] Completed BHFAN in 0.4s | 2.93 sym/s | Total: 2.4m | ETA: 18.2m
[2025-12-05T20:17:30.853187] [INFO ] [sig       ] [431/3626] Forecasting BHFAO...
[2025-12-05T20:17:30.853220] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-05T20:17:30.853251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-05T20:17:30.867227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-05T20:17:30.867976] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-05T20:17:30.869043] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-05T20:17:30.869101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:30.869135] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:30.869163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:30.869226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:30.944728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:30.946108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:30.946280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:30.946317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:31.100517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:31.100778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:31.100827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:31.100856] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:31.105260] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=45.06%)
[2025-12-05T20:17:31.105712] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-05T20:17:31.105884] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:31.312828] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHFAO.txt
[2025-12-05T20:17:31.313133] [INFO ] [sig       ] [431/3626] Completed BHFAO in 0.5s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:31.313190] [INFO ] [sig       ] [432/3626] Forecasting BHFAP...
[2025-12-05T20:17:31.313225] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-05T20:17:31.313263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-05T20:17:31.328807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-05T20:17:31.329454] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-05T20:17:31.330537] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-05T20:17:31.330625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:31.330662] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:31.330692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:31.330754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:31.409304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:31.410330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:31.410435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:31.410497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:31.578749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:31.578913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:31.578955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:31.578983] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:31.582740] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-05T20:17:31.583110] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-05T20:17:31.583254] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:31.776886] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BHFAP.txt
[2025-12-05T20:17:31.777176] [INFO ] [sig       ] [432/3626] Completed BHFAP in 0.5s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:31.777240] [INFO ] [sig       ] [433/3626] Forecasting BHK...
[2025-12-05T20:17:31.777285] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-05T20:17:31.777321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-05T20:17:31.795064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-05T20:17:31.795848] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-05T20:17:31.797297] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-05T20:17:31.797377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:31.797429] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:31.797471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:31.797567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:31.867440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:31.868692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:31.868795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:31.868829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:31.997716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:31.997986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:31.998035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:31.998065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:32.002256] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-05T20:17:32.002664] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-05T20:17:32.002833] [INFO ] [sig       ] BHK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:32.147996] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BHK.txt
[2025-12-05T20:17:32.148425] [INFO ] [sig       ] [433/3626] Completed BHK in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:32.148468] [INFO ] [sig       ] [434/3626] Forecasting BHP...
[2025-12-05T20:17:32.148497] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-05T20:17:32.148529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-05T20:17:32.163366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-05T20:17:32.164007] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-05T20:17:32.165046] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-05T20:17:32.165101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:32.165136] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:32.165173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:32.165262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:32.228232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:32.229553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:32.229884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:32.229929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:32.358334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:32.358566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:32.358628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:32.358655] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:32.362494] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=89.82%)
[2025-12-05T20:17:32.362862] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-05T20:17:32.363007] [INFO ] [sig       ] BHP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:32.505747] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BHP.txt
[2025-12-05T20:17:32.505959] [INFO ] [sig       ] [434/3626] Completed BHP in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:32.506003] [INFO ] [sig       ] [435/3626] Forecasting BHRB...
[2025-12-05T20:17:32.506032] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-05T20:17:32.506063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-05T20:17:32.518935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2025-12-05T20:17:32.519434] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-05T20:17:32.520309] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-05T20:17:32.520364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:32.520398] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:32.520425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:32.520483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:32.580954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:32.581938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:32.582028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:32.582062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:32.718154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:32.718321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:32.718379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:32.718411] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:32.722127] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-05T20:17:32.722506] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-05T20:17:32.722677] [INFO ] [sig       ] BHRB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:32.881862] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BHRB.txt
[2025-12-05T20:17:32.882025] [INFO ] [sig       ] [435/3626] Completed BHRB in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:32.882066] [INFO ] [sig       ] [436/3626] Forecasting BHVN...
[2025-12-05T20:17:32.882106] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-05T20:17:32.882137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-05T20:17:32.895505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-05T20:17:32.895972] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-05T20:17:32.897051] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-05T20:17:32.897114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:32.897161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:32.897202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:32.897283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:32.953847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:32.954664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:32.954744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:32.954777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:33.069625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:33.069777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:33.069817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:33.069862] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:33.073153] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-12-05T20:17:33.073420] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-05T20:17:33.073545] [INFO ] [sig       ] BHVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:33.209384] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BHVN.txt
[2025-12-05T20:17:33.209531] [INFO ] [sig       ] [436/3626] Completed BHVN in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:33.209586] [INFO ] [sig       ] [437/3626] Forecasting BIAF...
[2025-12-05T20:17:33.209620] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-05T20:17:33.209650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-05T20:17:33.220899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIAF'.
[2025-12-05T20:17:33.221249] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-05T20:17:33.222029] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-05T20:17:33.222079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:33.222110] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:33.222137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:33.222193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:33.278727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:33.279593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:33.279678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:33.279710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:33.393900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:33.394066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:33.394108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:33.394137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:33.397816] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-05T20:17:33.398161] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-05T20:17:33.398308] [INFO ] [sig       ] BIAF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:33.548061] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BIAF.txt
[2025-12-05T20:17:33.548220] [INFO ] [sig       ] [437/3626] Completed BIAF in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.2m
[2025-12-05T20:17:33.548260] [INFO ] [sig       ] [438/3626] Forecasting BIB...
[2025-12-05T20:17:33.548288] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-05T20:17:33.548318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-05T20:17:33.559054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2025-12-05T20:17:33.559359] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-05T20:17:33.560146] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-05T20:17:33.560198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:33.560231] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:33.560258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:33.560315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:33.616231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:33.617033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:33.617162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:33.617197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:33.725128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:33.725289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:33.725329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:33.725356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:33.728743] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: UP (p=74.19%)
[2025-12-05T20:17:33.729021] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-05T20:17:33.729148] [INFO ] [sig       ] BIB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:33.869960] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIB.txt
[2025-12-05T20:17:33.870089] [INFO ] [sig       ] [438/3626] Completed BIB in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:33.870128] [INFO ] [sig       ] [439/3626] Forecasting BIIB...
[2025-12-05T20:17:33.870157] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-05T20:17:33.870186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-05T20:17:33.883713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2025-12-05T20:17:33.884388] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-05T20:17:33.885414] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-05T20:17:33.885476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:33.885516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:33.885545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:33.885648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:33.947735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:33.949060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:33.949174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:33.949209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:34.077732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:34.077997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:34.078046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:34.078077] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:34.082144] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-05T20:17:34.082472] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-05T20:17:34.082643] [INFO ] [sig       ] BIIB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:34.227019] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIIB.txt
[2025-12-05T20:17:34.227197] [INFO ] [sig       ] [439/3626] Completed BIIB in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:34.227239] [INFO ] [sig       ] [440/3626] Forecasting BILI...
[2025-12-05T20:17:34.227268] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-05T20:17:34.227299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-05T20:17:34.239769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-05T20:17:34.240155] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-05T20:17:34.240989] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-05T20:17:34.241039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:34.241070] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:34.241095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:34.241165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:34.298292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:34.299310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:34.299407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:34.299447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:34.423385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:34.423548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:34.423606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:34.423637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:34.426940] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=43.52%)
[2025-12-05T20:17:34.427203] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-05T20:17:34.427323] [INFO ] [sig       ] BILI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:34.563288] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BILI.txt
[2025-12-05T20:17:34.563391] [INFO ] [sig       ] [440/3626] Completed BILI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:34.563427] [INFO ] [sig       ] [441/3626] Forecasting BILL...
[2025-12-05T20:17:34.563455] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-05T20:17:34.563484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-05T20:17:34.576849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-05T20:17:34.577445] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-05T20:17:34.578538] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-05T20:17:34.578612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:34.578649] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:34.578676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:34.578736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:34.636557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:34.637670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:34.637770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:34.637824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:34.763253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:34.763520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:34.763591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:34.763627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:34.767515] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-05T20:17:34.767940] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-05T20:17:34.768099] [INFO ] [sig       ] BILL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:34.922507] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BILL.txt
[2025-12-05T20:17:34.922779] [INFO ] [sig       ] [441/3626] Completed BILL in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:34.922823] [INFO ] [sig       ] [442/3626] Forecasting BIO...
[2025-12-05T20:17:34.922854] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-05T20:17:34.922891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-05T20:17:34.934978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-05T20:17:34.935364] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-05T20:17:34.936239] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-05T20:17:34.936316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:34.936348] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:34.936374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:34.936431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:34.991836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:34.992786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:34.992881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:34.992914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:35.115405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:35.115694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:35.115742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:35.115771] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:35.119839] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-05T20:17:35.120158] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-05T20:17:35.120313] [INFO ] [sig       ] BIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:35.266055] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIO.txt
[2025-12-05T20:17:35.266271] [INFO ] [sig       ] [442/3626] Completed BIO in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:35.266313] [INFO ] [sig       ] [443/3626] Forecasting BIOX...
[2025-12-05T20:17:35.266342] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-05T20:17:35.266373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-05T20:17:35.279629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIOX'.
[2025-12-05T20:17:35.280099] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-05T20:17:35.281050] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-05T20:17:35.281102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:35.281133] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:35.281158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:35.281216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:35.338908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:35.340079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:35.340195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:35.340229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:35.462265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:35.462507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:35.462558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:35.462608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:35.466513] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-05T20:17:35.466837] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-05T20:17:35.466980] [INFO ] [sig       ] BIOX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:35.609719] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIOX.txt
[2025-12-05T20:17:35.609977] [INFO ] [sig       ] [443/3626] Completed BIOX in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:35.610027] [INFO ] [sig       ] [444/3626] Forecasting BIP...
[2025-12-05T20:17:35.610058] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-05T20:17:35.610091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-05T20:17:35.623530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-05T20:17:35.624115] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-05T20:17:35.625066] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-05T20:17:35.625126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:35.625161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:35.625194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:35.625254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:35.684312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:35.685603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:35.685722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:35.685757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:35.810824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:35.811067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:35.811114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:35.811142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:35.815351] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2025-12-05T20:17:35.815697] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-05T20:17:35.815842] [INFO ] [sig       ] BIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:35.963871] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BIP.txt
[2025-12-05T20:17:35.964099] [INFO ] [sig       ] [444/3626] Completed BIP in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:35.964139] [INFO ] [sig       ] [445/3626] Forecasting BIPH...
[2025-12-05T20:17:35.964170] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-05T20:17:35.964202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-05T20:17:35.977974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2025-12-05T20:17:35.978504] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-05T20:17:35.979410] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-05T20:17:35.979464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:35.979536] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:35.979566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:35.979655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:36.039183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:36.040305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:36.040411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:36.040445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:36.147750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:36.147938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:36.147981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:36.148008] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:36.151464] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-05T20:17:36.151763] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-05T20:17:36.151913] [INFO ] [sig       ] BIPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:36.286900] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIPH.txt
[2025-12-05T20:17:36.287073] [INFO ] [sig       ] [445/3626] Completed BIPH in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:36.287115] [INFO ] [sig       ] [446/3626] Forecasting BIPI...
[2025-12-05T20:17:36.287142] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-05T20:17:36.287172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-05T20:17:36.298614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2025-12-05T20:17:36.299013] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-05T20:17:36.299817] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-05T20:17:36.299872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:36.299903] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:36.299930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:36.299987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:36.355905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:36.356725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:36.356804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:36.356836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:36.470282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:36.470435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:36.470474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:36.470501] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:36.473772] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=96.60%)
[2025-12-05T20:17:36.474029] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-05T20:17:36.474146] [INFO ] [sig       ] BIPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:36.614240] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIPI.txt
[2025-12-05T20:17:36.614372] [INFO ] [sig       ] [446/3626] Completed BIPI in 0.3s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:36.614413] [INFO ] [sig       ] [447/3626] Forecasting BIRD...
[2025-12-05T20:17:36.614443] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-05T20:17:36.614475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-05T20:17:36.626704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2025-12-05T20:17:36.627005] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-05T20:17:36.627862] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-05T20:17:36.627914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:36.627948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:36.627977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:36.628035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:36.689621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:36.690471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:36.690554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:36.690607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:36.820317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:36.820479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:36.820522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:36.820552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:36.824036] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-05T20:17:36.824362] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-05T20:17:36.824496] [INFO ] [sig       ] BIRD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:36.966402] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIRD.txt
[2025-12-05T20:17:36.966563] [INFO ] [sig       ] [447/3626] Completed BIRD in 0.4s | 2.93 sym/s | Total: 2.5m | ETA: 18.1m
[2025-12-05T20:17:36.966627] [INFO ] [sig       ] [448/3626] Forecasting BIRK...
[2025-12-05T20:17:36.966659] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-05T20:17:36.966693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-05T20:17:36.978486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-05T20:17:36.978986] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-05T20:17:36.979912] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-05T20:17:36.979964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:36.979997] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:36.980025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:36.980082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:37.035077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:37.035774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:37.035855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:37.035888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:37.155288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:37.155437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:37.155477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:37.155535] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:37.158910] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-05T20:17:37.159179] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-05T20:17:37.159303] [INFO ] [sig       ] BIRK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:37.295885] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BIRK.txt
[2025-12-05T20:17:37.296008] [INFO ] [sig       ] [448/3626] Completed BIRK in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:37.296047] [INFO ] [sig       ] [449/3626] Forecasting BITF...
[2025-12-05T20:17:37.296077] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-05T20:17:37.296108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-05T20:17:37.308712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-05T20:17:37.309058] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-05T20:17:37.309882] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-05T20:17:37.309934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:37.309968] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:37.309998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:37.310055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:37.365977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:37.366666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:37.366748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:37.366783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:37.484666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:37.484829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:37.484869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:37.484897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:37.488172] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=71.85%)
[2025-12-05T20:17:37.488431] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-05T20:17:37.488550] [INFO ] [sig       ] BITF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:37.626709] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BITF.txt
[2025-12-05T20:17:37.626832] [INFO ] [sig       ] [449/3626] Completed BITF in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:37.626870] [INFO ] [sig       ] [450/3626] Forecasting BIVI...
[2025-12-05T20:17:37.626898] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-05T20:17:37.626926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-05T20:17:37.637974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2025-12-05T20:17:37.638268] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-05T20:17:37.639066] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-05T20:17:37.639117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:37.639149] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:37.639176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:37.639233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:37.695834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:37.696484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:37.696562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:37.696614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:37.816678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:37.816837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:37.816877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:37.816907] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:37.820250] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=18.29%)
[2025-12-05T20:17:37.820513] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-05T20:17:37.820668] [INFO ] [sig       ] BIVI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:37.957606] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BIVI.txt
[2025-12-05T20:17:37.957740] [INFO ] [sig       ] [450/3626] Completed BIVI in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:37.957778] [INFO ] [sig       ] [451/3626] Forecasting BJ...
[2025-12-05T20:17:37.957826] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-05T20:17:37.957858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-05T20:17:37.968971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-05T20:17:37.969251] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-05T20:17:37.970046] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-05T20:17:37.970098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:37.970130] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:37.970157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:37.970214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:38.025167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:38.025813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:38.025889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:38.025921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:38.150371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:38.150544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:38.150614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:38.150652] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:38.154067] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-05T20:17:38.154331] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-05T20:17:38.154458] [INFO ] [sig       ] BJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:38.292715] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BJ.txt
[2025-12-05T20:17:38.292849] [INFO ] [sig       ] [451/3626] Completed BJ in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:38.292888] [INFO ] [sig       ] [452/3626] Forecasting BJDX...
[2025-12-05T20:17:38.292916] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-05T20:17:38.292945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-05T20:17:38.303849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-05T20:17:38.304193] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-05T20:17:38.305003] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-05T20:17:38.305054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:38.305086] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:38.305112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:38.305167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:38.360996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:38.361691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:38.361766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:38.361798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:38.484625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:38.484787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:38.484829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:38.484858] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:38.488224] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: DOWN (p=22.43%)
[2025-12-05T20:17:38.488493] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-05T20:17:38.488661] [INFO ] [sig       ] BJDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:38.627590] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BJDX.txt
[2025-12-05T20:17:38.627724] [INFO ] [sig       ] [452/3626] Completed BJDX in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:38.627762] [INFO ] [sig       ] [453/3626] Forecasting BJRI...
[2025-12-05T20:17:38.627812] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-05T20:17:38.627844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-05T20:17:38.638736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-05T20:17:38.639007] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-05T20:17:38.639773] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-05T20:17:38.639822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:38.639867] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:38.639895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:38.639950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:38.695869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:38.696430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:38.696505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:38.696535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:38.816641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:38.816777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:38.816814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:38.816841] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:38.820031] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-05T20:17:38.820289] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-05T20:17:38.820407] [INFO ] [sig       ] BJRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:38.961727] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BJRI.txt
[2025-12-05T20:17:38.961892] [INFO ] [sig       ] [453/3626] Completed BJRI in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:38.961932] [INFO ] [sig       ] [454/3626] Forecasting BK...
[2025-12-05T20:17:38.961960] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-05T20:17:38.961989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-05T20:17:38.975406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2025-12-05T20:17:38.976104] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-05T20:17:38.977362] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-05T20:17:38.977428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:38.977476] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:38.977519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:38.977627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:39.048854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:39.049715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:39.049816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:39.049850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:39.170783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:39.170937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:39.170976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:39.171004] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:39.174303] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=61.23%)
[2025-12-05T20:17:39.174559] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-05T20:17:39.174697] [INFO ] [sig       ] BK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:39.312334] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BK.txt
[2025-12-05T20:17:39.312456] [INFO ] [sig       ] [454/3626] Completed BK in 0.4s | 2.93 sym/s | Total: 2.6m | ETA: 18.1m
[2025-12-05T20:17:39.312495] [INFO ] [sig       ] [455/3626] Forecasting BKCH...
[2025-12-05T20:17:39.312523] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-05T20:17:39.312552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-05T20:17:39.322903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2025-12-05T20:17:39.323184] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-05T20:17:39.323958] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-05T20:17:39.324007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:39.324037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:39.324063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:39.324119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:39.379850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:39.380668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:39.380773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:39.380806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:39.493277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:39.493422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:39.493461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:39.493489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:39.496747] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=26.36%)
[2025-12-05T20:17:39.497004] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-05T20:17:39.497124] [INFO ] [sig       ] BKCH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:39.637732] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BKCH.txt
[2025-12-05T20:17:39.637873] [INFO ] [sig       ] [455/3626] Completed BKCH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:39.637912] [INFO ] [sig       ] [456/3626] Forecasting BKD...
[2025-12-05T20:17:39.637941] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-05T20:17:39.637970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-05T20:17:39.648413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-05T20:17:39.648733] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-05T20:17:39.649470] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-05T20:17:39.649519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:39.649550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:39.649594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:39.649652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:39.705662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:39.706468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:39.706550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:39.706615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:39.827710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:39.827868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:39.827908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:39.827935] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:39.831228] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=90.26%)
[2025-12-05T20:17:39.831482] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-05T20:17:39.831619] [INFO ] [sig       ] BKD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:39.969811] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BKD.txt
[2025-12-05T20:17:39.969965] [INFO ] [sig       ] [456/3626] Completed BKD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:39.970003] [INFO ] [sig       ] [457/3626] Forecasting BKE...
[2025-12-05T20:17:39.970039] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-05T20:17:39.970070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-05T20:17:39.980597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-05T20:17:39.980984] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-05T20:17:39.981911] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-05T20:17:39.981991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:39.982024] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:39.982051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:39.982110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:40.040193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:40.041019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:40.041100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:40.041134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:40.158785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:40.158941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:40.158978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:40.159005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:40.162233] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-05T20:17:40.162487] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-05T20:17:40.162627] [INFO ] [sig       ] BKE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:40.304000] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BKE.txt
[2025-12-05T20:17:40.304213] [INFO ] [sig       ] [457/3626] Completed BKE in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:40.304269] [INFO ] [sig       ] [458/3626] Forecasting BKH...
[2025-12-05T20:17:40.304310] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-05T20:17:40.304358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-05T20:17:40.314610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-05T20:17:40.314967] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-05T20:17:40.315789] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-05T20:17:40.315843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:40.315876] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:40.315904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:40.315963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:40.373934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:40.374755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:40.374836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:40.374870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:40.492886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:40.493009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:40.493048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:40.493076] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:40.496315] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-05T20:17:40.496588] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-05T20:17:40.496710] [INFO ] [sig       ] BKH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:40.633439] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BKH.txt
[2025-12-05T20:17:40.633602] [INFO ] [sig       ] [458/3626] Completed BKH in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:40.633643] [INFO ] [sig       ] [459/3626] Forecasting BKN...
[2025-12-05T20:17:40.633673] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-05T20:17:40.633701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-05T20:17:40.646411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-05T20:17:40.646758] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-05T20:17:40.647589] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-05T20:17:40.647645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:40.647679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:40.647707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:40.647764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:40.705497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:40.706174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:40.706269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:40.706304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:40.821310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:40.821447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:40.821485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:40.821513] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:40.824718] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-05T20:17:40.824974] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-05T20:17:40.825092] [INFO ] [sig       ] BKN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:40.962832] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BKN.txt
[2025-12-05T20:17:40.962977] [INFO ] [sig       ] [459/3626] Completed BKN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:40.963016] [INFO ] [sig       ] [460/3626] Forecasting BKNG...
[2025-12-05T20:17:40.963045] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-05T20:17:40.963074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-05T20:17:40.976356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2025-12-05T20:17:40.976993] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-05T20:17:40.977980] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-05T20:17:40.978033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:40.978068] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:40.978096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:40.978153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:41.034118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:41.035248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:41.035343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:41.035376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:41.157692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:41.157936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:41.157982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:41.158037] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:41.161827] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-05T20:17:41.162120] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-05T20:17:41.162254] [INFO ] [sig       ] BKNG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:41.301136] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BKNG.txt
[2025-12-05T20:17:41.301318] [INFO ] [sig       ] [460/3626] Completed BKNG in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:41.301359] [INFO ] [sig       ] [461/3626] Forecasting BKSY...
[2025-12-05T20:17:41.301387] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-05T20:17:41.301417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-05T20:17:41.314351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-05T20:17:41.314738] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-05T20:17:41.315546] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-05T20:17:41.315615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:41.315648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:41.315675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:41.315731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:41.372554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:41.373216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:41.373296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:41.373328] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:41.493998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:41.494148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:41.494189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:41.494216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:41.497548] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-05T20:17:41.497844] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-05T20:17:41.497976] [INFO ] [sig       ] BKSY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:41.635735] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BKSY.txt
[2025-12-05T20:17:41.635862] [INFO ] [sig       ] [461/3626] Completed BKSY in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:41.635899] [INFO ] [sig       ] [462/3626] Forecasting BL...
[2025-12-05T20:17:41.635927] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-05T20:17:41.635957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-05T20:17:41.646711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-05T20:17:41.647018] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-05T20:17:41.647877] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-05T20:17:41.647928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:41.647990] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:41.648022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:41.648078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:41.713681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:41.714541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:41.714642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:41.714695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:41.837356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:41.837507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:41.837547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:41.837590] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:41.840922] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-05T20:17:41.841179] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-05T20:17:41.841298] [INFO ] [sig       ] BL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:41.980751] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BL.txt
[2025-12-05T20:17:41.980909] [INFO ] [sig       ] [462/3626] Completed BL in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:41.980950] [INFO ] [sig       ] [463/3626] Forecasting BLBD...
[2025-12-05T20:17:41.980980] [INFO ] [sig       ] Generating forecast for: BLBD
[2025-12-05T20:17:41.981009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2025-12-05T20:17:41.991910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2025-12-05T20:17:41.992309] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2025-12-05T20:17:41.993141] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2025-12-05T20:17:41.993206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:41.993251] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:41.993292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:41.993353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:42.052525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:42.053378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:42.053460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:42.053492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:42.176248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:42.176408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:42.176451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:42.176487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:42.180019] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-05T20:17:42.180313] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2025-12-05T20:17:42.180442] [INFO ] [sig       ] BLBD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:42.319911] [INFO ] [LOCAL     ] Saved forecast: BLBD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLBD.txt
[2025-12-05T20:17:42.320063] [INFO ] [sig       ] [463/3626] Completed BLBD in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:42.320103] [INFO ] [sig       ] [464/3626] Forecasting BLCN...
[2025-12-05T20:17:42.320132] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-05T20:17:42.320161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-05T20:17:42.330964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2025-12-05T20:17:42.331280] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-05T20:17:42.332055] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-05T20:17:42.332106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:42.332137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:42.332163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:42.332232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:42.389752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:42.390592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:42.390685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:42.390724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:42.496902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:42.497053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:42.497093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:42.497122] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:42.500549] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=95.18%)
[2025-12-05T20:17:42.500833] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-05T20:17:42.500956] [INFO ] [sig       ] BLCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:42.642929] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLCN.txt
[2025-12-05T20:17:42.643056] [INFO ] [sig       ] [464/3626] Completed BLCN in 0.3s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:42.643095] [INFO ] [sig       ] [465/3626] Forecasting BLCO...
[2025-12-05T20:17:42.643124] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-05T20:17:42.643155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-05T20:17:42.653929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-05T20:17:42.654204] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-05T20:17:42.655013] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-05T20:17:42.655063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:42.655095] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:42.655121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:42.655178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:42.717188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:42.718406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:42.718513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:42.718549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:42.851445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:42.851699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:42.851759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:42.851852] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:42.855986] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-05T20:17:42.856300] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-05T20:17:42.856445] [INFO ] [sig       ] BLCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:43.001813] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLCO.txt
[2025-12-05T20:17:43.002023] [INFO ] [sig       ] [465/3626] Completed BLCO in 0.4s | 2.93 sym/s | Total: 2.6m | ETA: 18.0m
[2025-12-05T20:17:43.002072] [INFO ] [sig       ] [466/3626] Forecasting BLD...
[2025-12-05T20:17:43.002108] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-05T20:17:43.002147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-05T20:17:43.014787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-05T20:17:43.015285] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-05T20:17:43.016241] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-05T20:17:43.016297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:43.016332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:43.016360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:43.016421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:43.075713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:43.076844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:43.076947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:43.076979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:43.206001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:43.206239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:43.206284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:43.206313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:43.210208] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-05T20:17:43.210519] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-05T20:17:43.210675] [INFO ] [sig       ] BLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:43.350191] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLD.txt
[2025-12-05T20:17:43.350399] [INFO ] [sig       ] [466/3626] Completed BLD in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-05T20:17:43.350440] [INFO ] [sig       ] [467/3626] Forecasting BLDP...
[2025-12-05T20:17:43.350470] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-05T20:17:43.350501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-05T20:17:43.363341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-05T20:17:43.363806] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-05T20:17:43.364685] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-05T20:17:43.364737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:43.364768] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:43.364795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:43.364851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:43.423670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:43.424374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:43.424455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:43.424488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:43.544030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:43.544188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:43.544227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:43.544255] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:43.547553] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2025-12-05T20:17:43.550731] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-05T20:17:43.550866] [INFO ] [sig       ] BLDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:43.686772] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLDP.txt
[2025-12-05T20:17:43.686904] [INFO ] [sig       ] [467/3626] Completed BLDP in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-05T20:17:43.686954] [INFO ] [sig       ] [468/3626] Forecasting BLE...
[2025-12-05T20:17:43.686984] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-05T20:17:43.687015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-05T20:17:43.697667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-05T20:17:43.697947] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-05T20:17:43.698719] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-05T20:17:43.698768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:43.698799] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:43.698824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:43.698880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:43.754458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:43.755241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:43.755336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:43.755370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:43.871224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:43.871382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:43.871421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:43.871448] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:43.874755] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-05T20:17:43.875015] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-05T20:17:43.875134] [INFO ] [sig       ] BLE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:44.014551] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLE.txt
[2025-12-05T20:17:44.014697] [INFO ] [sig       ] [468/3626] Completed BLE in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-05T20:17:44.014734] [INFO ] [sig       ] [469/3626] Forecasting BLFS...
[2025-12-05T20:17:44.014761] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-05T20:17:44.014811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-05T20:17:44.025282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2025-12-05T20:17:44.025551] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-05T20:17:44.026310] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-05T20:17:44.026359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:44.026390] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:44.026416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:44.026471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:44.086264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:44.087120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:44.087203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:44.087236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:44.207201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:44.207360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:44.207401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:44.207429] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:44.210909] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-05T20:17:44.211177] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-05T20:17:44.211300] [INFO ] [sig       ] BLFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:44.359643] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLFS.txt
[2025-12-05T20:17:44.359798] [INFO ] [sig       ] [469/3626] Completed BLFS in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-05T20:17:44.359847] [INFO ] [sig       ] [470/3626] Forecasting BLFY...
[2025-12-05T20:17:44.359884] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-05T20:17:44.359919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-05T20:17:44.374420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-05T20:17:44.374941] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-05T20:17:44.376000] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-05T20:17:44.376062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:44.376106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:44.376143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:44.376223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:44.444436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:44.445384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:44.445471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:44.445503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:44.564145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:44.564322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:44.564365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:44.564394] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:44.567953] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2025-12-05T20:17:44.568224] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-05T20:17:44.568348] [INFO ] [sig       ] BLFY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:44.706662] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLFY.txt
[2025-12-05T20:17:44.706859] [INFO ] [sig       ] [470/3626] Completed BLFY in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 18.0m
[2025-12-05T20:17:44.706906] [INFO ] [sig       ] [471/3626] Forecasting BLK...
[2025-12-05T20:17:44.706937] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-05T20:17:44.706966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-05T20:17:44.718037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-05T20:17:44.718349] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-05T20:17:44.719139] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-05T20:17:44.719189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:44.719220] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:44.719245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:44.719299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:44.775234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:44.775848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:44.775922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:44.775953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:44.897036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:44.897172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:44.897210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:44.897239] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:44.900492] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-05T20:17:44.900786] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-05T20:17:44.900906] [INFO ] [sig       ] BLK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:45.036636] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLK.txt
[2025-12-05T20:17:45.036773] [INFO ] [sig       ] [471/3626] Completed BLK in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:45.036812] [INFO ] [sig       ] [472/3626] Forecasting BLKB...
[2025-12-05T20:17:45.036842] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-05T20:17:45.036870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-05T20:17:45.047117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2025-12-05T20:17:45.047353] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-05T20:17:45.048147] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-05T20:17:45.048197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:45.048227] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:45.048254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:45.048309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:45.106435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:45.107754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:45.107930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:45.107970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:45.230759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:45.230972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:45.231022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:45.231052] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:45.234976] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-05T20:17:45.235287] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-05T20:17:45.235431] [INFO ] [sig       ] BLKB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:45.385323] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLKB.txt
[2025-12-05T20:17:45.385513] [INFO ] [sig       ] [472/3626] Completed BLKB in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:45.385556] [INFO ] [sig       ] [473/3626] Forecasting BLMN...
[2025-12-05T20:17:45.385605] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-05T20:17:45.385636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-05T20:17:45.396852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-05T20:17:45.397269] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-05T20:17:45.398120] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-05T20:17:45.398177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:45.398208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:45.398234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:45.398295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:45.454831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:45.455690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:45.455773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:45.455805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:45.577475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:45.577781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:45.577892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:45.577934] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:45.583455] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=63.80%)
[2025-12-05T20:17:45.584096] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-05T20:17:45.584361] [INFO ] [sig       ] BLMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:45.736135] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLMN.txt
[2025-12-05T20:17:45.736306] [INFO ] [sig       ] [473/3626] Completed BLMN in 0.4s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:45.736360] [INFO ] [sig       ] [474/3626] Forecasting BLND...
[2025-12-05T20:17:45.736403] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-05T20:17:45.736440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-05T20:17:45.748154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2025-12-05T20:17:45.748463] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-05T20:17:45.749269] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-05T20:17:45.749321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:45.749355] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:45.749390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:45.749470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:45.810323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:45.811318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:45.811413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:45.811447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:45.938784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:45.938939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:45.938978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:45.939008] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:45.942294] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-05T20:17:45.942552] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-05T20:17:45.942689] [INFO ] [sig       ] BLND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:46.077546] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLND.txt
[2025-12-05T20:17:46.077705] [INFO ] [sig       ] [474/3626] Completed BLND in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:46.077742] [INFO ] [sig       ] [475/3626] Forecasting BLNK...
[2025-12-05T20:17:46.077770] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-05T20:17:46.077811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-05T20:17:46.088503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLNK'.
[2025-12-05T20:17:46.088784] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-05T20:17:46.089535] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-05T20:17:46.089608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:46.089642] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:46.089667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:46.089723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:46.145682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:46.146390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:46.146465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:46.146496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:46.265134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:46.265290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:46.265329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:46.265357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:46.268682] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-05T20:17:46.268966] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-05T20:17:46.269086] [INFO ] [sig       ] BLNK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:46.404984] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLNK.txt
[2025-12-05T20:17:46.405136] [INFO ] [sig       ] [475/3626] Completed BLNK in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:46.405175] [INFO ] [sig       ] [476/3626] Forecasting BLRX...
[2025-12-05T20:17:46.405205] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-05T20:17:46.405235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-05T20:17:46.415979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-05T20:17:46.416299] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-05T20:17:46.417085] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-05T20:17:46.417137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:46.417170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:46.417198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:46.417255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:46.474041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:46.474660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:46.474735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:46.474767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:46.588166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:46.588325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:46.588365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:46.588393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:46.591718] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-05T20:17:46.591980] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-05T20:17:46.592101] [INFO ] [sig       ] BLRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:46.732188] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLRX.txt
[2025-12-05T20:17:46.732324] [INFO ] [sig       ] [476/3626] Completed BLRX in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:46.732367] [INFO ] [sig       ] [477/3626] Forecasting BLTE...
[2025-12-05T20:17:46.732398] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-05T20:17:46.732429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-05T20:17:46.742628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-05T20:17:46.742917] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-05T20:17:46.743684] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-05T20:17:46.743746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:46.743778] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:46.743804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:46.743859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:46.801440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:46.802232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:46.802312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:46.802345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:46.914553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:46.914722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:46.914762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:46.914790] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:46.918067] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-05T20:17:46.918334] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-05T20:17:46.918453] [INFO ] [sig       ] BLTE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:47.060087] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLTE.txt
[2025-12-05T20:17:47.060240] [INFO ] [sig       ] [477/3626] Completed BLTE in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:47.060280] [INFO ] [sig       ] [478/3626] Forecasting BLX...
[2025-12-05T20:17:47.060311] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-05T20:17:47.060342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-05T20:17:47.071175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2025-12-05T20:17:47.071497] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-05T20:17:47.072306] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-05T20:17:47.072358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:47.072392] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:47.072421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:47.072478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:47.133375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:47.134304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:47.134387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:47.134421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:47.257525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:47.257715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:47.257756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:47.257787] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:47.261213] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-05T20:17:47.261472] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-05T20:17:47.261608] [INFO ] [sig       ] BLX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:47.397357] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BLX.txt
[2025-12-05T20:17:47.397468] [INFO ] [sig       ] [478/3626] Completed BLX in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:47.397504] [INFO ] [sig       ] [479/3626] Forecasting BLZE...
[2025-12-05T20:17:47.397533] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-05T20:17:47.397562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-05T20:17:47.408637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-05T20:17:47.408995] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-05T20:17:47.409809] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-05T20:17:47.409858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:47.409918] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:47.409945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:47.410000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:47.465769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:47.466632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:47.466714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:47.466746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:47.588538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:47.588727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:47.588771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:47.588801] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:47.592112] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: UP (p=92.73%)
[2025-12-05T20:17:47.592383] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-05T20:17:47.592510] [INFO ] [sig       ] BLZE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:47.729604] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BLZE.txt
[2025-12-05T20:17:47.729743] [INFO ] [sig       ] [479/3626] Completed BLZE in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:47.729784] [INFO ] [sig       ] [480/3626] Forecasting BMA...
[2025-12-05T20:17:47.729813] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-05T20:17:47.729841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-05T20:17:47.740761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2025-12-05T20:17:47.741094] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-05T20:17:47.741903] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-05T20:17:47.741954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:47.741986] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:47.742014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:47.742072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:47.799403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:47.800232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:47.800312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:47.800345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:47.915132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:47.915292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:47.915334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:47.915362] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:47.918730] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-05T20:17:47.918997] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-05T20:17:47.919114] [INFO ] [sig       ] BMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:48.057222] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BMA.txt
[2025-12-05T20:17:48.057348] [INFO ] [sig       ] [480/3626] Completed BMA in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:48.057391] [INFO ] [sig       ] [481/3626] Forecasting BMBL...
[2025-12-05T20:17:48.057421] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-05T20:17:48.057450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-05T20:17:48.067588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-05T20:17:48.067911] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-05T20:17:48.068728] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-05T20:17:48.068779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:48.068811] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:48.068838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:48.068894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:48.125926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:48.126745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:48.126826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:48.126860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:48.248615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:48.248790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:48.248855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:48.248891] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:48.252527] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=19.30%)
[2025-12-05T20:17:48.252816] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-05T20:17:48.252953] [INFO ] [sig       ] BMBL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:48.388689] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BMBL.txt
[2025-12-05T20:17:48.388826] [INFO ] [sig       ] [481/3626] Completed BMBL in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:48.388864] [INFO ] [sig       ] [482/3626] Forecasting BME...
[2025-12-05T20:17:48.388895] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-05T20:17:48.388928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-05T20:17:48.399412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-05T20:17:48.399760] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-05T20:17:48.400513] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-05T20:17:48.400563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:48.400613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:48.400641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:48.400696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:48.456769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:48.457589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:48.457669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:48.457700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:48.579510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:48.579698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:48.579750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:48.579827] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:48.583401] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-05T20:17:48.583685] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-05T20:17:48.583824] [INFO ] [sig       ] BME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:48.721372] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BME.txt
[2025-12-05T20:17:48.721496] [INFO ] [sig       ] [482/3626] Completed BME in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:48.721534] [INFO ] [sig       ] [483/3626] Forecasting BMEZ...
[2025-12-05T20:17:48.721561] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-05T20:17:48.721609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-05T20:17:48.732040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-05T20:17:48.732311] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-05T20:17:48.733068] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-05T20:17:48.733117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:48.733148] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:48.733173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:48.733228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:48.788829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:48.789491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:48.789567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:48.789619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:48.909477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:48.909640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:48.909680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:48.909707] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:48.912977] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-05T20:17:48.913242] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-05T20:17:48.913361] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:49.049743] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BMEZ.txt
[2025-12-05T20:17:49.049888] [INFO ] [sig       ] [483/3626] Completed BMEZ in 0.3s | 2.93 sym/s | Total: 2.7m | ETA: 17.9m
[2025-12-05T20:17:49.049932] [INFO ] [sig       ] [484/3626] Forecasting BMI...
[2025-12-05T20:17:49.049967] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-05T20:17:49.049997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-05T20:17:49.060691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-05T20:17:49.060992] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-05T20:17:49.061788] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-05T20:17:49.061839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:49.061871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:49.061900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:49.061958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:49.119403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:49.120146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:49.120222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:49.120255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:49.236839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:49.236984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:49.237035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:49.237065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:49.240337] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=83.30%)
[2025-12-05T20:17:49.240613] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-05T20:17:49.240731] [INFO ] [sig       ] BMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:49.387302] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BMI.txt
[2025-12-05T20:17:49.387423] [INFO ] [sig       ] [484/3626] Completed BMI in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-05T20:17:49.387460] [INFO ] [sig       ] [485/3626] Forecasting BMO...
[2025-12-05T20:17:49.387489] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-05T20:17:49.387519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-05T20:17:49.398167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2025-12-05T20:17:49.398441] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-05T20:17:49.399219] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-05T20:17:49.399269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:49.399301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:49.399327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:49.399384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:49.456354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:49.456987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:49.457065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:49.457097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:49.583040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:49.583199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:49.583239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:49.583268] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:49.586684] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-05T20:17:49.586956] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-05T20:17:49.587080] [INFO ] [sig       ] BMO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:49.724161] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BMO.txt
[2025-12-05T20:17:49.724291] [INFO ] [sig       ] [485/3626] Completed BMO in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.9m
[2025-12-05T20:17:49.724329] [INFO ] [sig       ] [486/3626] Forecasting BMRA...
[2025-12-05T20:17:49.724357] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-05T20:17:49.724386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-05T20:17:49.734623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-05T20:17:49.734888] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-05T20:17:49.735655] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-05T20:17:49.735705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:49.735736] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:49.735762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:49.735826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:49.791690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:49.792268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:49.792356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:49.792388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:49.905361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:49.905497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:49.905535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:49.905563] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:49.908865] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-12-05T20:17:49.909133] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-05T20:17:49.909873] [INFO ] [sig       ] BMRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:50.047568] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BMRA.txt
[2025-12-05T20:17:50.047740] [INFO ] [sig       ] [486/3626] Completed BMRA in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:50.047779] [INFO ] [sig       ] [487/3626] Forecasting BMRC...
[2025-12-05T20:17:50.047837] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-05T20:17:50.047874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-05T20:17:50.058861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-05T20:17:50.059286] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-05T20:17:50.060155] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-05T20:17:50.060208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:50.060241] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:50.060267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:50.060325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:50.117293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:50.118218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:50.118322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:50.118366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:50.239650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:50.239785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:50.239832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:50.239862] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:50.243405] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-12-05T20:17:50.243735] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-05T20:17:50.243919] [INFO ] [sig       ] BMRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:50.383207] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BMRC.txt
[2025-12-05T20:17:50.383337] [INFO ] [sig       ] [487/3626] Completed BMRC in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:50.383375] [INFO ] [sig       ] [488/3626] Forecasting BMRN...
[2025-12-05T20:17:50.383404] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-05T20:17:50.383433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-05T20:17:50.393654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-05T20:17:50.393970] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-05T20:17:50.394957] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-05T20:17:50.395020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:50.395086] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:50.395134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:50.395199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:50.452176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:50.452861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:50.452939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:50.452973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:50.569144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:50.569300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:50.569341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:50.569369] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:50.572840] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-05T20:17:50.573112] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-05T20:17:50.573233] [INFO ] [sig       ] BMRN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:50.714442] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BMRN.txt
[2025-12-05T20:17:50.714565] [INFO ] [sig       ] [488/3626] Completed BMRN in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:50.714620] [INFO ] [sig       ] [489/3626] Forecasting BMY...
[2025-12-05T20:17:50.714650] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-05T20:17:50.714679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-05T20:17:50.725425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-05T20:17:50.725691] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-05T20:17:50.726444] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-05T20:17:50.726493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:50.726524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:50.726550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:50.726629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:50.782153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:50.782761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:50.782862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:50.782895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:50.903680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:50.903842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:50.903881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:50.903908] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:50.907179] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-05T20:17:50.907438] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-05T20:17:50.907556] [INFO ] [sig       ] BMY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:51.045808] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BMY.txt
[2025-12-05T20:17:51.045960] [INFO ] [sig       ] [489/3626] Completed BMY in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:51.046000] [INFO ] [sig       ] [490/3626] Forecasting BN...
[2025-12-05T20:17:51.046030] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-05T20:17:51.046059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-05T20:17:51.056790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-05T20:17:51.057124] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-05T20:17:51.057925] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-05T20:17:51.057974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:51.058006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:51.058033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:51.058088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:51.113596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:51.114404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:51.114481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:51.114513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:51.232215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:51.232349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:51.232386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:51.232414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:51.235620] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2025-12-05T20:17:51.235874] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-05T20:17:51.235991] [INFO ] [sig       ] BN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:51.375388] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BN.txt
[2025-12-05T20:17:51.375559] [INFO ] [sig       ] [490/3626] Completed BN in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:51.375621] [INFO ] [sig       ] [491/3626] Forecasting BND...
[2025-12-05T20:17:51.375653] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-05T20:17:51.375682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-05T20:17:51.387449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-05T20:17:51.387787] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-05T20:17:51.388667] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-05T20:17:51.388718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:51.388749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:51.388775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:51.388831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:51.448475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:51.449212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:51.449292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:51.449325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:51.575187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:51.575341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:51.575382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:51.575412] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:51.578843] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=70.01%)
[2025-12-05T20:17:51.579113] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-05T20:17:51.579237] [INFO ] [sig       ] BND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:51.727272] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BND.txt
[2025-12-05T20:17:51.727406] [INFO ] [sig       ] [491/3626] Completed BND in 0.4s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:51.727443] [INFO ] [sig       ] [492/3626] Forecasting BNDX...
[2025-12-05T20:17:51.727472] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-05T20:17:51.727507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-05T20:17:51.738365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-05T20:17:51.738755] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-05T20:17:51.739502] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-05T20:17:51.739551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:51.739601] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:51.739630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:51.739686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:51.795473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:51.796370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:51.796457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:51.796488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:51.917004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:51.917161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:51.917200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:51.917228] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:51.920540] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: UP (p=51.12%)
[2025-12-05T20:17:51.920816] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-05T20:17:51.920935] [INFO ] [sig       ] BNDX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:52.064093] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNDX.txt
[2025-12-05T20:17:52.064298] [INFO ] [sig       ] [492/3626] Completed BNDX in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:52.064345] [INFO ] [sig       ] [493/3626] Forecasting BNED...
[2025-12-05T20:17:52.064374] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-05T20:17:52.064403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-05T20:17:52.075668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-05T20:17:52.075987] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-05T20:17:52.076799] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-05T20:17:52.076849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:52.076882] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:52.076908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:52.076964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:52.137534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:52.138355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:52.138435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:52.138467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:52.262457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:52.262621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:52.262665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:52.262693] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:52.266013] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-05T20:17:52.266276] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-05T20:17:52.266404] [INFO ] [sig       ] BNED: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:52.408527] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNED.txt
[2025-12-05T20:17:52.408681] [INFO ] [sig       ] [493/3626] Completed BNED in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:52.408721] [INFO ] [sig       ] [494/3626] Forecasting BNGO...
[2025-12-05T20:17:52.408751] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-05T20:17:52.408780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-05T20:17:52.419067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-05T20:17:52.419331] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-05T20:17:52.420079] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-05T20:17:52.420128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:52.420157] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:52.420182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:52.420237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:52.475278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:52.475912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:52.475987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:52.476017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:52.594145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:52.594298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:52.594337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:52.594365] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:52.597654] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=65.39%)
[2025-12-05T20:17:52.597944] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-05T20:17:52.598080] [INFO ] [sig       ] BNGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:52.739182] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNGO.txt
[2025-12-05T20:17:52.739327] [INFO ] [sig       ] [494/3626] Completed BNGO in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:52.739364] [INFO ] [sig       ] [495/3626] Forecasting BNH...
[2025-12-05T20:17:52.739399] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-05T20:17:52.739429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-05T20:17:52.750171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-05T20:17:52.750444] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-05T20:17:52.751212] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-05T20:17:52.751261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:52.751293] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:52.751319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:52.751374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:52.808867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:52.809552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:52.809647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:52.809680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:52.922399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:52.922559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:52.922617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:52.922646] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:52.925980] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=12.17%)
[2025-12-05T20:17:52.926246] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-05T20:17:52.926367] [INFO ] [sig       ] BNH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:53.062535] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BNH.txt
[2025-12-05T20:17:53.062677] [INFO ] [sig       ] [495/3626] Completed BNH in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:53.062715] [INFO ] [sig       ] [496/3626] Forecasting BNJ...
[2025-12-05T20:17:53.062744] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-05T20:17:53.062772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-05T20:17:53.072927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2025-12-05T20:17:53.073190] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-05T20:17:53.073952] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-05T20:17:53.074001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:53.074058] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:53.074086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:53.074142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:53.130018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:53.130689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:53.130764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:53.130796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:53.236624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:53.236758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:53.236796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:53.236823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:53.240017] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-05T20:17:53.240273] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-05T20:17:53.240394] [INFO ] [sig       ] BNJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:53.377035] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNJ.txt
[2025-12-05T20:17:53.377145] [INFO ] [sig       ] [496/3626] Completed BNJ in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:53.377182] [INFO ] [sig       ] [497/3626] Forecasting BNL...
[2025-12-05T20:17:53.377212] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-05T20:17:53.377240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-05T20:17:53.387819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-05T20:17:53.388074] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-05T20:17:53.388830] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-05T20:17:53.388879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:53.388910] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:53.388940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:53.388995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:53.448073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:53.448752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:53.448824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:53.448860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:53.568433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:53.568612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:53.568653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:53.568680] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:53.571984] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-05T20:17:53.572253] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-05T20:17:53.572374] [INFO ] [sig       ] BNL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:53.710452] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNL.txt
[2025-12-05T20:17:53.710583] [INFO ] [sig       ] [497/3626] Completed BNL in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:53.710622] [INFO ] [sig       ] [498/3626] Forecasting BNRG...
[2025-12-05T20:17:53.710651] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-05T20:17:53.710680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-05T20:17:53.721183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-05T20:17:53.721458] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-05T20:17:53.722196] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-05T20:17:53.722245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:53.722276] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:53.722302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:53.722356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:53.778201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:53.778789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:53.778862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:53.778893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:53.897829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:53.897985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:53.898023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:53.898051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:53.901300] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2025-12-05T20:17:53.901554] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-05T20:17:53.901690] [INFO ] [sig       ] BNRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:54.039710] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BNRG.txt
[2025-12-05T20:17:54.039823] [INFO ] [sig       ] [498/3626] Completed BNRG in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:54.039860] [INFO ] [sig       ] [499/3626] Forecasting BNS...
[2025-12-05T20:17:54.039890] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-05T20:17:54.039927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-05T20:17:54.050078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2025-12-05T20:17:54.050312] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-05T20:17:54.051061] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-05T20:17:54.051110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:54.051140] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:54.051166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:54.051221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:54.107467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:54.108136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:54.108210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:54.108242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:54.235038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:54.235215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:54.235266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:54.235324] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:54.238952] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-05T20:17:54.239236] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-05T20:17:54.239359] [INFO ] [sig       ] BNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:54.381676] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNS.txt
[2025-12-05T20:17:54.381798] [INFO ] [sig       ] [499/3626] Completed BNS in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:54.381837] [INFO ] [sig       ] [500/3626] Forecasting BNTC...
[2025-12-05T20:17:54.381867] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-05T20:17:54.381896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-05T20:17:54.392720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-05T20:17:54.393004] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-05T20:17:54.393809] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-05T20:17:54.393863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:54.393900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:54.393933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:54.394001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:54.452723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:54.453353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:54.453428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:54.453460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:54.576351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:54.576494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:54.576533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:54.576561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:54.580077] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: DOWN (p=44.76%)
[2025-12-05T20:17:54.580351] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-05T20:17:54.580475] [INFO ] [sig       ] BNTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:54.722928] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BNTC.txt
[2025-12-05T20:17:54.723048] [INFO ] [sig       ] [500/3626] Completed BNTC in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:54.723086] [INFO ] [sig       ] [501/3626] Forecasting BNTX...
[2025-12-05T20:17:54.723115] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-05T20:17:54.723144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-05T20:17:54.734790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-05T20:17:54.735104] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-05T20:17:54.735872] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-05T20:17:54.735946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:54.735983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:54.736015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:54.736078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:54.791520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:54.792159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:54.792235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:54.792266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:54.912868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:54.913044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:54.913096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:54.913125] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:54.916525] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: DOWN (p=37.64%)
[2025-12-05T20:17:54.916813] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-05T20:17:54.916936] [INFO ] [sig       ] BNTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:55.053514] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BNTX.txt
[2025-12-05T20:17:55.053655] [INFO ] [sig       ] [501/3626] Completed BNTX in 0.3s | 2.93 sym/s | Total: 2.8m | ETA: 17.8m
[2025-12-05T20:17:55.053694] [INFO ] [sig       ] [502/3626] Forecasting BNY...
[2025-12-05T20:17:55.053722] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-05T20:17:55.053753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-05T20:17:55.064316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNY'.
[2025-12-05T20:17:55.064629] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-05T20:17:55.065358] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-05T20:17:55.065407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:55.065437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:55.065464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:55.065519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:55.121010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:55.121634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:55.121709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:55.121741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:55.236775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:55.236924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:55.236970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:55.237003] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:55.240378] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-05T20:17:55.240659] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-05T20:17:55.240781] [INFO ] [sig       ] BNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:55.378499] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BNY.txt
[2025-12-05T20:17:55.378640] [INFO ] [sig       ] [502/3626] Completed BNY in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:55.378679] [INFO ] [sig       ] [503/3626] Forecasting BNZI...
[2025-12-05T20:17:55.378708] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-05T20:17:55.378737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-05T20:17:55.389505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNZI'.
[2025-12-05T20:17:55.389823] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-05T20:17:55.390659] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-05T20:17:55.390712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:55.390751] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:55.390779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:55.390835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:55.446521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:55.447190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:55.447266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:55.447298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:55.558331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:55.558490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:55.558529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:55.558558] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:55.561974] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: UP (p=63.54%)
[2025-12-05T20:17:55.562237] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-05T20:17:55.562355] [INFO ] [sig       ] BNZI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:55.701897] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BNZI.txt
[2025-12-05T20:17:55.702039] [INFO ] [sig       ] [503/3626] Completed BNZI in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:55.702077] [INFO ] [sig       ] [504/3626] Forecasting BOC...
[2025-12-05T20:17:55.702106] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-05T20:17:55.702135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-05T20:17:55.714151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-05T20:17:55.714534] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-05T20:17:55.715328] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-05T20:17:55.715379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:55.715409] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:55.715435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:55.715490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:55.771925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:55.772560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:55.772658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:55.772700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:55.895105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:55.895260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:55.895299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:55.895327] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:55.898687] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2025-12-05T20:17:55.898950] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-05T20:17:55.899077] [INFO ] [sig       ] BOC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:56.036568] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BOC.txt
[2025-12-05T20:17:56.036724] [INFO ] [sig       ] [504/3626] Completed BOC in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:56.036768] [INFO ] [sig       ] [505/3626] Forecasting BOE...
[2025-12-05T20:17:56.036799] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-05T20:17:56.036828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-05T20:17:56.047852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2025-12-05T20:17:56.048127] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-05T20:17:56.048877] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-05T20:17:56.048925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:56.048962] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:56.048993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:56.049061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:56.104799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:56.105500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:56.105593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:56.105627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:56.220419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:56.220593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:56.220634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:56.220665] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:56.223977] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=80.93%)
[2025-12-05T20:17:56.224240] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-05T20:17:56.224356] [INFO ] [sig       ] BOE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:56.360457] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOE.txt
[2025-12-05T20:17:56.360602] [INFO ] [sig       ] [505/3626] Completed BOE in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:56.360642] [INFO ] [sig       ] [506/3626] Forecasting BOF...
[2025-12-05T20:17:56.360671] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-05T20:17:56.360699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-05T20:17:56.371837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-05T20:17:56.372218] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-05T20:17:56.373029] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-05T20:17:56.373079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:56.373111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:56.373138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:56.373194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:56.431112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:56.432023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:56.432146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:56.432181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:56.557301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:56.557456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:56.557496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:56.557524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:56.561150] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=87.64%)
[2025-12-05T20:17:56.561415] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-05T20:17:56.561552] [INFO ] [sig       ] BOF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:56.701600] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOF.txt
[2025-12-05T20:17:56.701733] [INFO ] [sig       ] [506/3626] Completed BOF in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:56.701776] [INFO ] [sig       ] [507/3626] Forecasting BOH...
[2025-12-05T20:17:56.701807] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-05T20:17:56.701836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-05T20:17:56.712141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-05T20:17:56.712404] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-05T20:17:56.713177] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-05T20:17:56.713227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:56.713258] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:56.713283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:56.713339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:56.768903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:56.769525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:56.769618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:56.769652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:56.889113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:56.889275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:56.889315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:56.889343] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:56.892668] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-05T20:17:56.892930] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-05T20:17:56.893047] [INFO ] [sig       ] BOH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:57.033013] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BOH.txt
[2025-12-05T20:17:57.033177] [INFO ] [sig       ] [507/3626] Completed BOH in 0.3s | 2.93 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:57.033216] [INFO ] [sig       ] [508/3626] Forecasting BOKF...
[2025-12-05T20:17:57.033246] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-05T20:17:57.033275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-05T20:17:57.044644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-05T20:17:57.045055] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-05T20:17:57.045846] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-05T20:17:57.045896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:57.045926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:57.045951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:57.046006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:57.102290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:57.103148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:57.103230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:57.103262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:57.222756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:57.222908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:57.222947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:57.222992] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:57.226372] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=66.52%)
[2025-12-05T20:17:57.226645] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-05T20:17:57.226765] [INFO ] [sig       ] BOKF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:57.363779] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOKF.txt
[2025-12-05T20:17:57.363924] [INFO ] [sig       ] [508/3626] Completed BOKF in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:57.363967] [INFO ] [sig       ] [509/3626] Forecasting BOLD...
[2025-12-05T20:17:57.364002] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-05T20:17:57.364037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-05T20:17:57.374763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-05T20:17:57.375145] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-05T20:17:57.375927] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-05T20:17:57.375977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:57.376009] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:57.376036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:57.376096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:57.432112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:57.432974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:57.433059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:57.433093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:57.547194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:57.547345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:57.547384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:57.547412] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:57.550749] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=0.37%)
[2025-12-05T20:17:57.551012] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-05T20:17:57.551135] [INFO ] [sig       ] BOLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:57.689976] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BOLD.txt
[2025-12-05T20:17:57.690139] [INFO ] [sig       ] [509/3626] Completed BOLD in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:57.690179] [INFO ] [sig       ] [510/3626] Forecasting BOND...
[2025-12-05T20:17:57.690208] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-05T20:17:57.690237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-05T20:17:57.701107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-05T20:17:57.701389] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-05T20:17:57.702150] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-05T20:17:57.702201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:57.702232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:57.702258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:57.702313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:57.757219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:57.757873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:57.757967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:57.757999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:57.883532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:57.883697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:57.883739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:57.883766] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:57.887110] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2025-12-05T20:17:57.887365] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-05T20:17:57.887481] [INFO ] [sig       ] BOND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:58.024048] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOND.txt
[2025-12-05T20:17:58.024168] [INFO ] [sig       ] [510/3626] Completed BOND in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:58.024206] [INFO ] [sig       ] [511/3626] Forecasting BOOM...
[2025-12-05T20:17:58.024234] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-05T20:17:58.024263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-05T20:17:58.034777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2025-12-05T20:17:58.035059] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-05T20:17:58.035822] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-05T20:17:58.035871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:58.035902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:58.035929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:58.035984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:58.091516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:58.092250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:58.092330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:58.092363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:58.211485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:58.211644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:58.211684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:58.211712] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:58.214947] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-05T20:17:58.215205] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-05T20:17:58.215325] [INFO ] [sig       ] BOOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:58.358739] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOOM.txt
[2025-12-05T20:17:58.358870] [INFO ] [sig       ] [511/3626] Completed BOOM in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:58.358908] [INFO ] [sig       ] [512/3626] Forecasting BOTZ...
[2025-12-05T20:17:58.358936] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-05T20:17:58.358966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-05T20:17:58.369469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-05T20:17:58.369777] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-05T20:17:58.370506] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-05T20:17:58.370555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:58.370628] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:58.370658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:58.370713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:58.430752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:58.431651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:58.431730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:58.431762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:58.551178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:58.551339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:58.551382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:58.551413] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:58.554825] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=71.81%)
[2025-12-05T20:17:58.555087] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-05T20:17:58.555209] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:58.692149] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOTZ.txt
[2025-12-05T20:17:58.692269] [INFO ] [sig       ] [512/3626] Completed BOTZ in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:58.692316] [INFO ] [sig       ] [513/3626] Forecasting BOX...
[2025-12-05T20:17:58.692347] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-05T20:17:58.692375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-05T20:17:58.703041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-05T20:17:58.703297] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-05T20:17:58.704070] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-05T20:17:58.704129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:58.704195] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:58.704224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:58.704280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:58.760395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:58.761020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:58.761106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:58.761145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:58.877712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:58.877872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:58.877909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:58.877938] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:58.881176] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-05T20:17:58.881432] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-05T20:17:58.881547] [INFO ] [sig       ] BOX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:59.018290] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BOX.txt
[2025-12-05T20:17:59.018407] [INFO ] [sig       ] [513/3626] Completed BOX in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:59.018445] [INFO ] [sig       ] [514/3626] Forecasting BP...
[2025-12-05T20:17:59.018472] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-05T20:17:59.018501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-05T20:17:59.028920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2025-12-05T20:17:59.029197] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-05T20:17:59.029974] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-05T20:17:59.030030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:59.030066] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:59.030098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:59.030165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:59.086373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:59.086991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:59.087065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:59.087096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:59.210548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:59.210737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:59.210778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:59.210806] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:59.214148] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: DOWN (p=37.59%)
[2025-12-05T20:17:59.214401] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-05T20:17:59.214519] [INFO ] [sig       ] BP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:17:59.350668] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BP.txt
[2025-12-05T20:17:59.350786] [INFO ] [sig       ] [514/3626] Completed BP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:59.350823] [INFO ] [sig       ] [515/3626] Forecasting BPOP...
[2025-12-05T20:17:59.350851] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-05T20:17:59.350879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-05T20:17:59.361296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-05T20:17:59.361562] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-05T20:17:59.362321] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-05T20:17:59.362378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:59.362417] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:59.362443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:59.362498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:59.417600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:59.418216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:59.418288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:59.418319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:59.543247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:59.543405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:59.543446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:59.543474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:59.546766] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-05T20:17:59.547024] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-05T20:17:59.547144] [INFO ] [sig       ] BPOP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:17:59.684834] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BPOP.txt
[2025-12-05T20:17:59.684960] [INFO ] [sig       ] [515/3626] Completed BPOP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:17:59.684997] [INFO ] [sig       ] [516/3626] Forecasting BPRN...
[2025-12-05T20:17:59.685026] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-05T20:17:59.685064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-05T20:17:59.694816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-05T20:17:59.695113] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-05T20:17:59.695929] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-05T20:17:59.695979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:17:59.696017] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:17:59.696050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:17:59.696120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:17:59.755078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:17:59.755794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:17:59.755874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:17:59.755906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:17:59.858067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:17:59.858224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:17:59.858267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:17:59.858297] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:17:59.862877] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2025-12-05T20:17:59.863144] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-05T20:17:59.863266] [INFO ] [sig       ] BPRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:00.014729] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BPRN.txt
[2025-12-05T20:18:00.014885] [INFO ] [sig       ] [516/3626] Completed BPRN in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.7m
[2025-12-05T20:18:00.014932] [INFO ] [sig       ] [517/3626] Forecasting BPYPM...
[2025-12-05T20:18:00.014963] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-05T20:18:00.014993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-05T20:18:00.025396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-05T20:18:00.025749] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-05T20:18:00.026521] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-05T20:18:00.026589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:00.026624] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:00.026651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:00.026708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:00.084676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:00.085393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:00.085481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:00.085520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:00.190592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:00.190746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:00.190787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:00.190816] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:00.194474] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-05T20:18:00.194772] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-05T20:18:00.194899] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:00.334999] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BPYPM.txt
[2025-12-05T20:18:00.335135] [INFO ] [sig       ] [517/3626] Completed BPYPM in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-05T20:18:00.335172] [INFO ] [sig       ] [518/3626] Forecasting BPYPO...
[2025-12-05T20:18:00.335201] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-05T20:18:00.335231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-05T20:18:00.345170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-05T20:18:00.345508] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-05T20:18:00.346381] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-05T20:18:00.346442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:00.346484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:00.346523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:00.346620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:00.402853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:00.403566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:00.403662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:00.403695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:00.501338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:00.501485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:00.501525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:00.501554] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:00.504944] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-05T20:18:00.505209] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-05T20:18:00.505333] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:00.644883] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BPYPO.txt
[2025-12-05T20:18:00.645059] [INFO ] [sig       ] [518/3626] Completed BPYPO in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-05T20:18:00.645116] [INFO ] [sig       ] [519/3626] Forecasting BPYPP...
[2025-12-05T20:18:00.645159] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-05T20:18:00.645203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-05T20:18:00.656314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2025-12-05T20:18:00.656701] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-05T20:18:00.657470] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-05T20:18:00.657520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:00.657552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:00.657598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:00.657656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:00.713822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:00.714557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:00.714656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:00.714692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:00.818507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:00.818687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:00.818727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:00.818773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:00.822067] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: UP (p=55.52%)
[2025-12-05T20:18:00.822328] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-05T20:18:00.822449] [INFO ] [sig       ] BPYPP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:00.959137] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BPYPP.txt
[2025-12-05T20:18:00.959266] [INFO ] [sig       ] [519/3626] Completed BPYPP in 0.3s | 2.94 sym/s | Total: 2.9m | ETA: 17.6m
[2025-12-05T20:18:00.959305] [INFO ] [sig       ] [520/3626] Forecasting BRAG...
[2025-12-05T20:18:00.959333] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-05T20:18:00.959362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-05T20:18:00.972944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-05T20:18:00.973335] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-05T20:18:00.974133] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-05T20:18:00.974182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:00.974213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:00.974239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:00.974295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:01.030340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:01.031515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:01.031681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:01.031736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:01.169699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:01.169865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:01.169908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:01.169937] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:01.173342] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=68.55%)
[2025-12-05T20:18:01.173640] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-05T20:18:01.173770] [INFO ] [sig       ] BRAG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:01.329188] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRAG.txt
[2025-12-05T20:18:01.329343] [INFO ] [sig       ] [520/3626] Completed BRAG in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:01.329383] [INFO ] [sig       ] [521/3626] Forecasting BRC...
[2025-12-05T20:18:01.329411] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-05T20:18:01.329441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-05T20:18:01.339734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-05T20:18:01.339992] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-05T20:18:01.340781] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-05T20:18:01.340831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:01.340861] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:01.340888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:01.340943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:01.396671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:01.397244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:01.397318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:01.397364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:01.517323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:01.517470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:01.517510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:01.517538] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:01.521044] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=92.97%)
[2025-12-05T20:18:01.521306] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-05T20:18:01.521425] [INFO ] [sig       ] BRC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:01.659674] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRC.txt
[2025-12-05T20:18:01.659790] [INFO ] [sig       ] [521/3626] Completed BRC in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:01.659828] [INFO ] [sig       ] [522/3626] Forecasting BRCC...
[2025-12-05T20:18:01.659855] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-05T20:18:01.659884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-05T20:18:01.670883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-05T20:18:01.671268] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-05T20:18:01.672052] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-05T20:18:01.672102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:01.672136] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:01.672163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:01.672217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:01.734061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:01.735087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:01.735193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:01.735236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:01.871336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:01.871515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:01.871565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:01.871614] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:01.875249] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=20.45%)
[2025-12-05T20:18:01.875532] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-05T20:18:01.875676] [INFO ] [sig       ] BRCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:02.022148] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BRCC.txt
[2025-12-05T20:18:02.022300] [INFO ] [sig       ] [522/3626] Completed BRCC in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:02.022340] [INFO ] [sig       ] [523/3626] Forecasting BRO...
[2025-12-05T20:18:02.022369] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-05T20:18:02.022398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-05T20:18:02.033685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-05T20:18:02.034036] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-05T20:18:02.034806] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-05T20:18:02.034855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:02.034886] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:02.034912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:02.034983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:02.090651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:02.091472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:02.091609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:02.091647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:02.211951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:02.212106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:02.212147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:02.212175] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:02.215492] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=97.93%)
[2025-12-05T20:18:02.215814] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-05T20:18:02.215961] [INFO ] [sig       ] BRO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:02.394112] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRO.txt
[2025-12-05T20:18:02.394243] [INFO ] [sig       ] [523/3626] Completed BRO in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:02.394281] [INFO ] [sig       ] [524/3626] Forecasting BROS...
[2025-12-05T20:18:02.394311] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-05T20:18:02.394340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-05T20:18:02.404959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-05T20:18:02.405207] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-05T20:18:02.405979] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-05T20:18:02.406028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:02.406059] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:02.406084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:02.406139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:02.461550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:02.462324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:02.462403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:02.462435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:02.583118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:02.583282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:02.583322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:02.583350] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:02.586807] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-05T20:18:02.587066] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-05T20:18:02.587185] [INFO ] [sig       ] BROS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:02.724129] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BROS.txt
[2025-12-05T20:18:02.724232] [INFO ] [sig       ] [524/3626] Completed BROS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:02.724269] [INFO ] [sig       ] [525/3626] Forecasting BRSP...
[2025-12-05T20:18:02.724298] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-05T20:18:02.724327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-05T20:18:02.736115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-05T20:18:02.736524] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-05T20:18:02.737457] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-05T20:18:02.737565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:02.737626] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:02.737655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:02.737714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:02.795300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:02.796200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:02.796293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:02.796326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:02.915867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:02.916046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:02.916090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:02.916118] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:02.919678] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2025-12-05T20:18:02.919955] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-05T20:18:02.920085] [INFO ] [sig       ] BRSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:03.057346] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRSP.txt
[2025-12-05T20:18:03.057477] [INFO ] [sig       ] [525/3626] Completed BRSP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:03.057514] [INFO ] [sig       ] [526/3626] Forecasting BRX...
[2025-12-05T20:18:03.057542] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-05T20:18:03.057586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-05T20:18:03.069254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-05T20:18:03.069556] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-05T20:18:03.070324] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-05T20:18:03.070373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:03.070404] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:03.070430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:03.070485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:03.125330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:03.125924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:03.125996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:03.126027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:03.243543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:03.243687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:03.243726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:03.243754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:03.246943] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-05T20:18:03.247203] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-05T20:18:03.247322] [INFO ] [sig       ] BRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:03.382649] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRX.txt
[2025-12-05T20:18:03.382795] [INFO ] [sig       ] [526/3626] Completed BRX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:03.382832] [INFO ] [sig       ] [527/3626] Forecasting BRY...
[2025-12-05T20:18:03.382863] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-05T20:18:03.382892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-05T20:18:03.393129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-05T20:18:03.393379] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-05T20:18:03.394139] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-05T20:18:03.394192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:03.394223] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:03.394249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:03.394303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:03.450632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:03.451557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:03.451661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:03.451694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:03.571630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:03.571779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:03.571821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:03.571848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:03.575199] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=43.89%)
[2025-12-05T20:18:03.575470] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-05T20:18:03.575610] [INFO ] [sig       ] BRY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:03.715091] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BRY.txt
[2025-12-05T20:18:03.715215] [INFO ] [sig       ] [527/3626] Completed BRY in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:03.715256] [INFO ] [sig       ] [528/3626] Forecasting BRZE...
[2025-12-05T20:18:03.715285] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-05T20:18:03.715314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-05T20:18:03.726077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-05T20:18:03.726353] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-05T20:18:03.727116] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-05T20:18:03.727165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:03.727197] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:03.727224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:03.727280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:03.782776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:03.783483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:03.783563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:03.783612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:03.904482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:03.904639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:03.904679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:03.904706] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:03.907993] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=78.55%)
[2025-12-05T20:18:03.908252] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-05T20:18:03.908369] [INFO ] [sig       ] BRZE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:04.044040] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BRZE.txt
[2025-12-05T20:18:04.044175] [INFO ] [sig       ] [528/3626] Completed BRZE in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:04.044213] [INFO ] [sig       ] [529/3626] Forecasting BSAC...
[2025-12-05T20:18:04.044242] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-05T20:18:04.044270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-05T20:18:04.054822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2025-12-05T20:18:04.055107] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-05T20:18:04.055869] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-05T20:18:04.055918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:04.055949] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:04.055975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:04.056030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:04.111410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:04.112229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:04.112319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:04.112350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:04.231280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:04.231432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:04.231472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:04.231500] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:04.235148] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2025-12-05T20:18:04.235406] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-05T20:18:04.235525] [INFO ] [sig       ] BSAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:04.372190] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSAC.txt
[2025-12-05T20:18:04.372323] [INFO ] [sig       ] [529/3626] Completed BSAC in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:04.372362] [INFO ] [sig       ] [530/3626] Forecasting BSCP...
[2025-12-05T20:18:04.372390] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-05T20:18:04.372418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-05T20:18:04.383195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-05T20:18:04.383497] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-05T20:18:04.384357] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-05T20:18:04.384409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:04.384480] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:04.384516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:04.384605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:04.444429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:04.445207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:04.445284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:04.445318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:04.547656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:04.547815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:04.547857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:04.547888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:04.551450] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=97.61%)
[2025-12-05T20:18:04.551760] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-05T20:18:04.551886] [INFO ] [sig       ] BSCP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:04.699068] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSCP.txt
[2025-12-05T20:18:04.699216] [INFO ] [sig       ] [530/3626] Completed BSCP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:04.699255] [INFO ] [sig       ] [531/3626] Forecasting BSCQ...
[2025-12-05T20:18:04.699283] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-05T20:18:04.699313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-05T20:18:04.710339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-05T20:18:04.710663] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-05T20:18:04.711434] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-05T20:18:04.711484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:04.711514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:04.711539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:04.711614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:04.766662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:04.767279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:04.767356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:04.767387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:04.885153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:04.885306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:04.885345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:04.885373] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:04.888708] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-05T20:18:04.888968] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-05T20:18:04.889086] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:05.024975] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSCQ.txt
[2025-12-05T20:18:05.025106] [INFO ] [sig       ] [531/3626] Completed BSCQ in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:05.025144] [INFO ] [sig       ] [532/3626] Forecasting BSCS...
[2025-12-05T20:18:05.025173] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-05T20:18:05.025202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-05T20:18:05.036168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2025-12-05T20:18:05.036524] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-05T20:18:05.037287] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-05T20:18:05.037337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:05.037368] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:05.037394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:05.037454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:05.092611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:05.093260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:05.093338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:05.093369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:05.211487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:05.211692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:05.211735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:05.211762] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:05.215018] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2025-12-05T20:18:05.215279] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-05T20:18:05.215400] [INFO ] [sig       ] BSCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:05.352396] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSCS.txt
[2025-12-05T20:18:05.352527] [INFO ] [sig       ] [532/3626] Completed BSCS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.6m
[2025-12-05T20:18:05.352564] [INFO ] [sig       ] [533/3626] Forecasting BSCX...
[2025-12-05T20:18:05.352612] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-05T20:18:05.352643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-05T20:18:05.364402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2025-12-05T20:18:05.364794] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-05T20:18:05.365568] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-05T20:18:05.365639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:05.365670] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:05.365697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:05.365752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:05.424648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:05.425483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:05.425566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:05.425618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:05.549710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:05.549859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:05.549899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:05.549959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:05.553309] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=16.30%)
[2025-12-05T20:18:05.553634] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-05T20:18:05.553766] [INFO ] [sig       ] BSCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:05.693806] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSCX.txt
[2025-12-05T20:18:05.693951] [INFO ] [sig       ] [533/3626] Completed BSCX in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-05T20:18:05.693990] [INFO ] [sig       ] [534/3626] Forecasting BSCY...
[2025-12-05T20:18:05.694019] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-05T20:18:05.694048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-05T20:18:05.704701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-05T20:18:05.704982] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-05T20:18:05.705750] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-05T20:18:05.705799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:05.705829] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:05.705855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:05.705909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:05.762457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:05.763707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:05.763813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:05.763849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:05.892563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:05.892752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:05.892794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:05.892822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:05.896253] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=86.96%)
[2025-12-05T20:18:05.896539] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-05T20:18:05.896689] [INFO ] [sig       ] BSCY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:06.033326] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSCY.txt
[2025-12-05T20:18:06.033490] [INFO ] [sig       ] [534/3626] Completed BSCY in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-05T20:18:06.033529] [INFO ] [sig       ] [535/3626] Forecasting BSJP...
[2025-12-05T20:18:06.033557] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-05T20:18:06.033607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-05T20:18:06.044175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-05T20:18:06.044523] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-05T20:18:06.045291] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-05T20:18:06.045341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:06.045371] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:06.045396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:06.045451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:06.104811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:06.105754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:06.105836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:06.105867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:06.219324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:06.219486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:06.219527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:06.219555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:06.222998] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=97.99%)
[2025-12-05T20:18:06.223294] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-05T20:18:06.223421] [INFO ] [sig       ] BSJP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:06.363035] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSJP.txt
[2025-12-05T20:18:06.363190] [INFO ] [sig       ] [535/3626] Completed BSJP in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-05T20:18:06.363228] [INFO ] [sig       ] [536/3626] Forecasting BSJQ...
[2025-12-05T20:18:06.363257] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-05T20:18:06.363288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-05T20:18:06.374727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-05T20:18:06.375074] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-05T20:18:06.375893] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-05T20:18:06.375944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:06.375992] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:06.376019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:06.376076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:06.447746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:06.448757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:06.448839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:06.448871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:06.574072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:06.574224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:06.574265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:06.574294] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:06.577712] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-05T20:18:06.578001] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-05T20:18:06.578123] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:06.714752] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSJQ.txt
[2025-12-05T20:18:06.714875] [INFO ] [sig       ] [536/3626] Completed BSJQ in 0.4s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-05T20:18:06.714912] [INFO ] [sig       ] [537/3626] Forecasting BSJS...
[2025-12-05T20:18:06.714941] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-05T20:18:06.714969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-05T20:18:06.726362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-05T20:18:06.726739] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-05T20:18:06.727541] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-05T20:18:06.727623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:06.727663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:06.727690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:06.727746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:06.785160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:06.786048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:06.786135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:06.786168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:06.908665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:06.908821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:06.908860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:06.908887] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:06.912200] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-05T20:18:06.912474] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-05T20:18:06.912613] [INFO ] [sig       ] BSJS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:07.049342] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSJS.txt
[2025-12-05T20:18:07.049518] [INFO ] [sig       ] [537/3626] Completed BSJS in 0.3s | 2.94 sym/s | Total: 3.0m | ETA: 17.5m
[2025-12-05T20:18:07.049567] [INFO ] [sig       ] [538/3626] Forecasting BSL...
[2025-12-05T20:18:07.049628] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-05T20:18:07.049666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-05T20:18:07.060856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-05T20:18:07.061217] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-05T20:18:07.061987] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-05T20:18:07.062036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:07.062068] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:07.062094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:07.062149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:07.118089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:07.118933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:07.119009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:07.119040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:07.235759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:07.235926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:07.235967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:07.235995] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:07.239315] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-05T20:18:07.239569] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-05T20:18:07.239705] [INFO ] [sig       ] BSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:07.376452] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSL.txt
[2025-12-05T20:18:07.376588] [INFO ] [sig       ] [538/3626] Completed BSL in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:07.376628] [INFO ] [sig       ] [539/3626] Forecasting BSLK...
[2025-12-05T20:18:07.376657] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-05T20:18:07.376686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-05T20:18:07.387166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-05T20:18:07.387417] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-05T20:18:07.388228] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-05T20:18:07.388288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:07.388324] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:07.388355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:07.388410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:07.445227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:07.447122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:07.447390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:07.447429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:07.564186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:07.564429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:07.564476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:07.564561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:07.568652] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-05T20:18:07.568959] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-05T20:18:07.569103] [INFO ] [sig       ] BSLK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:07.712552] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSLK.txt
[2025-12-05T20:18:07.712827] [INFO ] [sig       ] [539/3626] Completed BSLK in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:07.712886] [INFO ] [sig       ] [540/3626] Forecasting BSM...
[2025-12-05T20:18:07.712923] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-05T20:18:07.712963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-05T20:18:07.726387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-05T20:18:07.727006] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-05T20:18:07.727984] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-05T20:18:07.728036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:07.728071] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:07.728101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:07.728159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:07.786380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:07.787522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:07.787694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:07.787731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:07.910110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:07.910346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:07.910394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:07.910422] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:07.914137] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-05T20:18:07.914434] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-05T20:18:07.914593] [INFO ] [sig       ] BSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:08.055039] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSM.txt
[2025-12-05T20:18:08.055247] [INFO ] [sig       ] [540/3626] Completed BSM in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:08.055288] [INFO ] [sig       ] [541/3626] Forecasting BSMP...
[2025-12-05T20:18:08.055317] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-05T20:18:08.055347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-05T20:18:08.067165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMP'.
[2025-12-05T20:18:08.067556] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-05T20:18:08.068392] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-05T20:18:08.068442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:08.068473] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:08.068498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:08.068554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:08.128858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:08.130154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:08.130271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:08.130309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:08.256321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:08.256482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:08.256524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:08.256553] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:08.260015] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-05T20:18:08.260284] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-05T20:18:08.260423] [INFO ] [sig       ] BSMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:08.399297] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSMP.txt
[2025-12-05T20:18:08.399445] [INFO ] [sig       ] [541/3626] Completed BSMP in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:08.399483] [INFO ] [sig       ] [542/3626] Forecasting BSMQ...
[2025-12-05T20:18:08.399513] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-05T20:18:08.399544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-05T20:18:08.411098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2025-12-05T20:18:08.411539] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-05T20:18:08.412320] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-05T20:18:08.412370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:08.412401] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:08.412427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:08.412482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:08.470755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:08.471627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:08.471710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:08.471741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:08.590414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:08.590592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:08.590636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:08.590665] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:08.594061] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=51.65%)
[2025-12-05T20:18:08.594326] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-05T20:18:08.594451] [INFO ] [sig       ] BSMQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:08.735518] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSMQ.txt
[2025-12-05T20:18:08.735656] [INFO ] [sig       ] [542/3626] Completed BSMQ in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:08.735694] [INFO ] [sig       ] [543/3626] Forecasting BSMS...
[2025-12-05T20:18:08.735725] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-05T20:18:08.735753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-05T20:18:08.746773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-05T20:18:08.747159] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-05T20:18:08.748030] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-05T20:18:08.748083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:08.748116] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:08.748144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:08.748202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:08.807767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:08.808954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:08.809036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:08.809068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:08.924269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:08.924430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:08.924487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:08.924517] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:08.927824] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-05T20:18:08.928088] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-05T20:18:08.928208] [INFO ] [sig       ] BSMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:09.065789] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSMS.txt
[2025-12-05T20:18:09.065968] [INFO ] [sig       ] [543/3626] Completed BSMS in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:09.066008] [INFO ] [sig       ] [544/3626] Forecasting BSSX...
[2025-12-05T20:18:09.066039] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-05T20:18:09.066068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-05T20:18:09.076429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-05T20:18:09.076829] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-05T20:18:09.077614] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-05T20:18:09.077664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:09.077695] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:09.077721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:09.077777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:09.134374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:09.135266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:09.135349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:09.135382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:09.244516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:09.244681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:09.244723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:09.244753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:09.248194] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-05T20:18:09.248465] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-05T20:18:09.248610] [INFO ] [sig       ] BSSX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:09.386030] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSSX.txt
[2025-12-05T20:18:09.386149] [INFO ] [sig       ] [544/3626] Completed BSSX in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:09.386185] [INFO ] [sig       ] [545/3626] Forecasting BSTZ...
[2025-12-05T20:18:09.386213] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-05T20:18:09.386243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-05T20:18:09.397054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2025-12-05T20:18:09.397358] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-05T20:18:09.398152] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-05T20:18:09.398202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:09.398232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:09.398258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:09.398315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:09.453769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:09.454410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:09.454499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:09.454532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:09.574463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:09.574634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:09.574674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:09.574702] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:09.578033] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: DOWN (p=30.37%)
[2025-12-05T20:18:09.578316] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-05T20:18:09.578446] [INFO ] [sig       ] BSTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:09.717998] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSTZ.txt
[2025-12-05T20:18:09.718130] [INFO ] [sig       ] [545/3626] Completed BSTZ in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:09.718167] [INFO ] [sig       ] [546/3626] Forecasting BSVN...
[2025-12-05T20:18:09.718196] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-05T20:18:09.718226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-05T20:18:09.728411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-05T20:18:09.728707] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-05T20:18:09.729474] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-05T20:18:09.729523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:09.729555] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:09.729603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:09.729660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:09.785542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:09.786140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:09.786212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:09.786254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:09.897237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:09.897371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:09.897408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:09.897648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:09.901095] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=40.99%)
[2025-12-05T20:18:09.901348] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-05T20:18:09.901468] [INFO ] [sig       ] BSVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:10.037310] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSVN.txt
[2025-12-05T20:18:10.037427] [INFO ] [sig       ] [546/3626] Completed BSVN in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:10.037463] [INFO ] [sig       ] [547/3626] Forecasting BSVO...
[2025-12-05T20:18:10.037492] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-05T20:18:10.037520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-05T20:18:10.047844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-05T20:18:10.048095] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-05T20:18:10.048854] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-05T20:18:10.048903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:10.048969] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:10.048998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:10.049054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:10.104734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:10.105302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:10.105373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:10.105405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:10.225099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:10.225230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:10.225266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:10.225295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:10.228609] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=71.34%)
[2025-12-05T20:18:10.228865] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-05T20:18:10.228987] [INFO ] [sig       ] BSVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:10.367049] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSVO.txt
[2025-12-05T20:18:10.367171] [INFO ] [sig       ] [547/3626] Completed BSVO in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.5m
[2025-12-05T20:18:10.367208] [INFO ] [sig       ] [548/3626] Forecasting BSX...
[2025-12-05T20:18:10.367236] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-05T20:18:10.367270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-05T20:18:10.377336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-05T20:18:10.377607] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-05T20:18:10.378353] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-05T20:18:10.378402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:10.378432] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:10.378458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:10.378513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:10.433794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:10.434361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:10.434433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:10.434464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:10.547549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:10.547695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:10.547732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:10.547759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:10.551030] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=64.91%)
[2025-12-05T20:18:10.551286] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-05T20:18:10.551406] [INFO ] [sig       ] BSX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:10.692895] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BSX.txt
[2025-12-05T20:18:10.693013] [INFO ] [sig       ] [548/3626] Completed BSX in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:10.693050] [INFO ] [sig       ] [549/3626] Forecasting BSY...
[2025-12-05T20:18:10.693079] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-05T20:18:10.693108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-05T20:18:10.703588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-05T20:18:10.703850] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-05T20:18:10.704630] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-05T20:18:10.704679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:10.704711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:10.704737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:10.704792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:10.760793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:10.761394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:10.761478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:10.761509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:10.880185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:10.880347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:10.880390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:10.880418] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:10.883871] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-05T20:18:10.884157] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-05T20:18:10.884284] [INFO ] [sig       ] BSY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:11.020273] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BSY.txt
[2025-12-05T20:18:11.020422] [INFO ] [sig       ] [549/3626] Completed BSY in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:11.020461] [INFO ] [sig       ] [550/3626] Forecasting BTA...
[2025-12-05T20:18:11.020490] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-05T20:18:11.020521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-05T20:18:11.031189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2025-12-05T20:18:11.031519] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-05T20:18:11.032336] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-05T20:18:11.032386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:11.032416] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:11.032442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:11.032497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:11.087482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:11.088276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:11.088360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:11.088392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:11.196707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:11.196864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:11.196905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:11.196932] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:11.200325] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=71.12%)
[2025-12-05T20:18:11.200623] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-05T20:18:11.200746] [INFO ] [sig       ] BTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:11.340001] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BTA.txt
[2025-12-05T20:18:11.340131] [INFO ] [sig       ] [550/3626] Completed BTA in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:11.340168] [INFO ] [sig       ] [551/3626] Forecasting BTAI...
[2025-12-05T20:18:11.340197] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-05T20:18:11.340246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-05T20:18:11.351197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-05T20:18:11.351467] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-05T20:18:11.352233] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-05T20:18:11.352281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:11.352312] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:11.352338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:11.352391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:11.407494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:11.408138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:11.408237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:11.408274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:11.525956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:11.526107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:11.526145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:11.526173] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:11.529513] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=5.34%)
[2025-12-05T20:18:11.529789] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-05T20:18:11.529907] [INFO ] [sig       ] BTAI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:11.667305] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BTAI.txt
[2025-12-05T20:18:11.667434] [INFO ] [sig       ] [551/3626] Completed BTAI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:11.667470] [INFO ] [sig       ] [552/3626] Forecasting BTCS...
[2025-12-05T20:18:11.667499] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-05T20:18:11.667530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-05T20:18:11.678068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-05T20:18:11.678347] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-05T20:18:11.679126] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-05T20:18:11.679175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:11.679206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:11.679232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:11.679296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:11.734358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:11.734992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:11.735068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:11.735099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:11.850181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:11.850336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:11.850375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:11.850404] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:11.853707] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-05T20:18:11.853965] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-05T20:18:11.854082] [INFO ] [sig       ] BTCS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:11.990174] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BTCS.txt
[2025-12-05T20:18:11.990301] [INFO ] [sig       ] [552/3626] Completed BTCS in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:11.990338] [INFO ] [sig       ] [553/3626] Forecasting BTE...
[2025-12-05T20:18:11.990366] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-05T20:18:11.990394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-05T20:18:12.001095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2025-12-05T20:18:12.001351] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-05T20:18:12.002103] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-05T20:18:12.002152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:12.002182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:12.002209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:12.002263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:12.060286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:12.060920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:12.061009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:12.061042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:12.174592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:12.174734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:12.174774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:12.174801] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:12.178169] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2025-12-05T20:18:12.178427] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-05T20:18:12.178543] [INFO ] [sig       ] BTE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:12.313500] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BTE.txt
[2025-12-05T20:18:12.313627] [INFO ] [sig       ] [553/3626] Completed BTE in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:12.313668] [INFO ] [sig       ] [554/3626] Forecasting BTF...
[2025-12-05T20:18:12.313696] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-05T20:18:12.313725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-05T20:18:12.324396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2025-12-05T20:18:12.324687] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-05T20:18:12.325449] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-05T20:18:12.325499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:12.325532] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:12.325558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:12.325639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:12.381455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:12.382044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:12.382116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:12.382147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:12.501250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:12.501380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:12.501419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:12.501463] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:12.505162] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: UP (p=61.74%)
[2025-12-05T20:18:12.505421] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-05T20:18:12.505538] [INFO ] [sig       ] BTF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:12.642289] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BTF.txt
[2025-12-05T20:18:12.642406] [INFO ] [sig       ] [554/3626] Completed BTF in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:12.642444] [INFO ] [sig       ] [555/3626] Forecasting BTI...
[2025-12-05T20:18:12.642472] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-05T20:18:12.642502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-05T20:18:12.653155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2025-12-05T20:18:12.653408] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-05T20:18:12.654163] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-05T20:18:12.654213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:12.654243] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:12.654269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:12.654324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:12.709569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:12.710149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:12.710222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:12.710252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:12.835746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:12.835886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:12.835925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:12.835952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:12.839309] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=77.81%)
[2025-12-05T20:18:12.839586] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-05T20:18:12.839712] [INFO ] [sig       ] BTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:12.976888] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BTI.txt
[2025-12-05T20:18:12.977011] [INFO ] [sig       ] [555/3626] Completed BTI in 0.3s | 2.94 sym/s | Total: 3.1m | ETA: 17.4m
[2025-12-05T20:18:12.977048] [INFO ] [sig       ] [556/3626] Forecasting BTM...
[2025-12-05T20:18:12.977076] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-05T20:18:12.977106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-05T20:18:12.989268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTM'.
[2025-12-05T20:18:12.989677] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-05T20:18:12.990505] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-05T20:18:12.990557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:12.990611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:12.990640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:12.990698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:13.050384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:13.051350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:13.051433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:13.051466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:13.169959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:13.170127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:13.170180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:13.170220] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:13.173625] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=73.26%)
[2025-12-05T20:18:13.173896] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-05T20:18:13.174019] [INFO ] [sig       ] BTM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:13.314339] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BTM.txt
[2025-12-05T20:18:13.314511] [INFO ] [sig       ] [556/3626] Completed BTM in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:13.314551] [INFO ] [sig       ] [557/3626] Forecasting BTMD...
[2025-12-05T20:18:13.314601] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-05T20:18:13.314632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-05T20:18:13.326401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-05T20:18:13.326793] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-05T20:18:13.327592] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-05T20:18:13.327644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:13.327676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:13.327704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:13.327760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:13.382549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:13.383292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:13.383371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:13.383456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:13.507603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:13.507757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:13.507827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:13.507864] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:13.511192] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2025-12-05T20:18:13.511489] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-05T20:18:13.511628] [INFO ] [sig       ] BTMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:13.651554] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BTMD.txt
[2025-12-05T20:18:13.651734] [INFO ] [sig       ] [557/3626] Completed BTMD in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:13.651775] [INFO ] [sig       ] [558/3626] Forecasting BTSG...
[2025-12-05T20:18:13.651805] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-05T20:18:13.651837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-05T20:18:13.663329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-05T20:18:13.663699] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-05T20:18:13.664493] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-05T20:18:13.664550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:13.664601] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:13.664633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:13.664690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:13.720755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:13.721476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:13.721562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:13.721614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:13.836492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:13.836658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:13.836700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:13.836729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:13.840093] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=2.62%)
[2025-12-05T20:18:13.840349] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-05T20:18:13.840474] [INFO ] [sig       ] BTSG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:13.978560] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BTSG.txt
[2025-12-05T20:18:13.978715] [INFO ] [sig       ] [558/3626] Completed BTSG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:13.978755] [INFO ] [sig       ] [559/3626] Forecasting BTZ...
[2025-12-05T20:18:13.978785] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-05T20:18:13.978816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-05T20:18:13.989309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-05T20:18:13.989674] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-05T20:18:13.990445] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-05T20:18:13.990495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:13.990526] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:13.990553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:13.990633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:14.047544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:14.048383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:14.048477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:14.048518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:14.163973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:14.164126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:14.164165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:14.164193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:14.167608] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-12-05T20:18:14.167901] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-05T20:18:14.168023] [INFO ] [sig       ] BTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:14.304557] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BTZ.txt
[2025-12-05T20:18:14.304709] [INFO ] [sig       ] [559/3626] Completed BTZ in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:14.304746] [INFO ] [sig       ] [560/3626] Forecasting BUD...
[2025-12-05T20:18:14.304775] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-05T20:18:14.304804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-05T20:18:14.315239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-05T20:18:14.315528] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-05T20:18:14.316284] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-05T20:18:14.316346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:14.316377] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:14.316408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:14.316477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:14.372255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:14.372914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:14.372988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:14.373019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:14.489464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:14.489619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:14.489660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:14.489687] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:14.492947] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-05T20:18:14.493202] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-05T20:18:14.493318] [INFO ] [sig       ] BUD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:14.629928] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BUD.txt
[2025-12-05T20:18:14.630098] [INFO ] [sig       ] [560/3626] Completed BUD in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:14.630136] [INFO ] [sig       ] [561/3626] Forecasting BUFC...
[2025-12-05T20:18:14.630165] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-05T20:18:14.630195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-05T20:18:14.639416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2025-12-05T20:18:14.639713] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-05T20:18:14.640456] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-05T20:18:14.640506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:14.640537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:14.640563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:14.640637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:14.695838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:14.696538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:14.696629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:14.696662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:14.785175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:14.785313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:14.785350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:14.785377] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:14.788638] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2025-12-05T20:18:14.788892] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-05T20:18:14.789012] [INFO ] [sig       ] BUFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:14.927183] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BUFC.txt
[2025-12-05T20:18:14.927313] [INFO ] [sig       ] [561/3626] Completed BUFC in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:14.927352] [INFO ] [sig       ] [562/3626] Forecasting BUG...
[2025-12-05T20:18:14.927380] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-05T20:18:14.927411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-05T20:18:14.938957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-05T20:18:14.939315] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-05T20:18:14.940239] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-05T20:18:14.940300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:14.940340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:14.940368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:14.940423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:14.998282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:14.999017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:14.999111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:14.999156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:15.122037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:15.122220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:15.122288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:15.122332] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:15.125917] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=67.97%)
[2025-12-05T20:18:15.126219] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-05T20:18:15.126357] [INFO ] [sig       ] BUG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:15.272199] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BUG.txt
[2025-12-05T20:18:15.272340] [INFO ] [sig       ] [562/3626] Completed BUG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.4m
[2025-12-05T20:18:15.272377] [INFO ] [sig       ] [563/3626] Forecasting BUI...
[2025-12-05T20:18:15.272408] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-05T20:18:15.272441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-05T20:18:15.283303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-05T20:18:15.283627] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-05T20:18:15.284371] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-05T20:18:15.284420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:15.284451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:15.284478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:15.284532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:15.341685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:15.342446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:15.342526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:15.342559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:15.457517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:15.457691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:15.457732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:15.457760] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:15.461187] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=60.42%)
[2025-12-05T20:18:15.461479] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-05T20:18:15.461628] [INFO ] [sig       ] BUI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:15.605517] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BUI.txt
[2025-12-05T20:18:15.605688] [INFO ] [sig       ] [563/3626] Completed BUI in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:15.605753] [INFO ] [sig       ] [564/3626] Forecasting BURL...
[2025-12-05T20:18:15.605784] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-05T20:18:15.605815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-05T20:18:15.616860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-05T20:18:15.617182] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-05T20:18:15.617960] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-05T20:18:15.618010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:15.618069] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:15.618096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:15.618151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:15.673339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:15.674180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:15.674282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:15.674315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:15.796374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:15.796528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:15.796569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:15.796626] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:15.800120] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-05T20:18:15.800390] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-05T20:18:15.800521] [INFO ] [sig       ] BURL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:15.944492] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BURL.txt
[2025-12-05T20:18:15.944659] [INFO ] [sig       ] [564/3626] Completed BURL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:15.944704] [INFO ] [sig       ] [565/3626] Forecasting BUSE...
[2025-12-05T20:18:15.944747] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-05T20:18:15.944786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-05T20:18:15.956291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2025-12-05T20:18:15.956700] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-05T20:18:15.957458] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-05T20:18:15.957507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:15.957538] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:15.957564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:15.957639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:16.013659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:16.014501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:16.014603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:16.014637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:16.135276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:16.135435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:16.135477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:16.135505] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:16.138963] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=75.87%)
[2025-12-05T20:18:16.139220] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-05T20:18:16.139354] [INFO ] [sig       ] BUSE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:16.278523] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BUSE.txt
[2025-12-05T20:18:16.278693] [INFO ] [sig       ] [565/3626] Completed BUSE in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:16.278733] [INFO ] [sig       ] [566/3626] Forecasting BUXX...
[2025-12-05T20:18:16.278762] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-05T20:18:16.278791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-05T20:18:16.289521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2025-12-05T20:18:16.289920] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-05T20:18:16.290696] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-05T20:18:16.290746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:16.290777] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:16.290802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:16.290857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:16.346728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:16.347526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:16.347629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:16.347663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:16.461723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:16.461865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:16.461902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:16.461930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:16.465208] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-05T20:18:16.465483] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-05T20:18:16.465630] [INFO ] [sig       ] BUXX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:16.606101] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BUXX.txt
[2025-12-05T20:18:16.606230] [INFO ] [sig       ] [566/3626] Completed BUXX in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:16.606267] [INFO ] [sig       ] [567/3626] Forecasting BVFL...
[2025-12-05T20:18:16.606296] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-05T20:18:16.606326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-05T20:18:16.617230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-05T20:18:16.617532] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-05T20:18:16.618339] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-05T20:18:16.618389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:16.618419] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:16.618445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:16.618499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:16.674421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:16.675052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:16.675128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:16.675160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:16.785097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:16.785231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:16.785285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:16.785343] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:16.788672] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-05T20:18:16.788929] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-05T20:18:16.789048] [INFO ] [sig       ] BVFL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:16.925507] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BVFL.txt
[2025-12-05T20:18:16.925646] [INFO ] [sig       ] [567/3626] Completed BVFL in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:16.925685] [INFO ] [sig       ] [568/3626] Forecasting BVN...
[2025-12-05T20:18:16.925713] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-05T20:18:16.925742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-05T20:18:16.935405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-05T20:18:16.935675] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-05T20:18:16.936413] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-05T20:18:16.936463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:16.936494] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:16.936520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:16.936592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:16.992456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:16.993086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:16.993161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:16.993192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:17.113339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:17.113506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:17.113556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:17.113608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:17.117088] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2025-12-05T20:18:17.117413] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-05T20:18:17.117594] [INFO ] [sig       ] BVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:17.257727] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BVN.txt
[2025-12-05T20:18:17.257896] [INFO ] [sig       ] [568/3626] Completed BVN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:17.257940] [INFO ] [sig       ] [569/3626] Forecasting BVS...
[2025-12-05T20:18:17.257968] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-05T20:18:17.257996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-05T20:18:17.267422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2025-12-05T20:18:17.267767] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-05T20:18:17.268537] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-05T20:18:17.268604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:17.268636] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:17.268663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:17.268718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:17.324911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:17.325801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:17.325900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:17.325933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:17.459947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:17.460114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:17.460158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:17.460187] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:17.463954] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=68.19%)
[2025-12-05T20:18:17.464305] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-05T20:18:17.464471] [INFO ] [sig       ] BVS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:17.602379] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BVS.txt
[2025-12-05T20:18:17.602509] [INFO ] [sig       ] [569/3626] Completed BVS in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:17.602547] [INFO ] [sig       ] [570/3626] Forecasting BWA...
[2025-12-05T20:18:17.602595] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-05T20:18:17.602629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-05T20:18:17.613129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-05T20:18:17.613455] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-05T20:18:17.614254] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-05T20:18:17.614304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:17.614334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:17.614360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:17.614415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:17.671916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:17.672770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:17.672851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:17.672885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:17.790743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:17.790895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:17.790940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:17.790967] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:17.794310] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2025-12-05T20:18:17.794591] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-05T20:18:17.794711] [INFO ] [sig       ] BWA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:17.935121] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BWA.txt
[2025-12-05T20:18:17.935271] [INFO ] [sig       ] [570/3626] Completed BWA in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:17.935310] [INFO ] [sig       ] [571/3626] Forecasting BWAY...
[2025-12-05T20:18:17.935338] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-05T20:18:17.935367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-05T20:18:17.944890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2025-12-05T20:18:17.945139] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-05T20:18:17.945901] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-05T20:18:17.945951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:17.945995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:17.946023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:17.946078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:18.003913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:18.005112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:18.005209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:18.005245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:18.131882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:18.132040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:18.132081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:18.132109] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:18.135483] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=75.19%)
[2025-12-05T20:18:18.135775] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-05T20:18:18.135902] [INFO ] [sig       ] BWAY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:18.274734] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BWAY.txt
[2025-12-05T20:18:18.274876] [INFO ] [sig       ] [571/3626] Completed BWAY in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:18.274919] [INFO ] [sig       ] [572/3626] Forecasting BWB...
[2025-12-05T20:18:18.274950] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-05T20:18:18.274979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-05T20:18:18.285360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2025-12-05T20:18:18.285700] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-05T20:18:18.286464] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-05T20:18:18.286518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:18.286548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:18.286608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:18.286668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:18.343386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:18.344403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:18.344522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:18.344555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:18.467389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:18.467559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:18.467620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:18.467650] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:18.471023] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=96.18%)
[2025-12-05T20:18:18.471286] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-05T20:18:18.471407] [INFO ] [sig       ] BWB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:18.610633] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BWB.txt
[2025-12-05T20:18:18.610789] [INFO ] [sig       ] [572/3626] Completed BWB in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:18.610830] [INFO ] [sig       ] [573/3626] Forecasting BWEN...
[2025-12-05T20:18:18.610860] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-05T20:18:18.610890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-05T20:18:18.621073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-05T20:18:18.621510] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-05T20:18:18.622472] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-05T20:18:18.622527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:18.622558] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:18.622608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:18.622675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:18.680915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:18.681765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:18.681853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:18.681887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:18.802128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:18.802287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:18.802329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:18.802356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:18.805629] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-12-05T20:18:18.805883] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-05T20:18:18.805998] [INFO ] [sig       ] BWEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:18.943315] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BWEN.txt
[2025-12-05T20:18:18.943445] [INFO ] [sig       ] [573/3626] Completed BWEN in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:18.943483] [INFO ] [sig       ] [574/3626] Forecasting BWFG...
[2025-12-05T20:18:18.943516] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-05T20:18:18.943545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-05T20:18:18.953742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-05T20:18:18.954018] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-05T20:18:18.954765] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-05T20:18:18.954814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:18.954844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:18.954869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:18.954924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:19.010627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:19.011220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:19.011318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:19.011351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:19.119381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:19.119535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:19.119638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:19.119675] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:19.122966] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-05T20:18:19.123223] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-05T20:18:19.123342] [INFO ] [sig       ] BWFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:19.268963] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BWFG.txt
[2025-12-05T20:18:19.269097] [INFO ] [sig       ] [574/3626] Completed BWFG in 0.3s | 2.94 sym/s | Total: 3.2m | ETA: 17.3m
[2025-12-05T20:18:19.269134] [INFO ] [sig       ] [575/3626] Forecasting BWG...
[2025-12-05T20:18:19.269170] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-05T20:18:19.269200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-05T20:18:19.280661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2025-12-05T20:18:19.281016] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-05T20:18:19.281832] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-05T20:18:19.281891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:19.281936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:19.281978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:19.282060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:19.341957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:19.342745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:19.342823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:19.342857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:19.475670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:19.475826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:19.475866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:19.475893] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:19.479157] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-05T20:18:19.479415] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-05T20:18:19.479551] [INFO ] [sig       ] BWG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:19.615370] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BWG.txt
[2025-12-05T20:18:19.615490] [INFO ] [sig       ] [575/3626] Completed BWG in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-05T20:18:19.615528] [INFO ] [sig       ] [576/3626] Forecasting BWIN...
[2025-12-05T20:18:19.615556] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-05T20:18:19.615604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-05T20:18:19.626810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2025-12-05T20:18:19.627159] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-05T20:18:19.627980] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-05T20:18:19.628030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:19.628061] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:19.628087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:19.628143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:19.685942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:19.686858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:19.686943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:19.686976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:19.807175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:19.807332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:19.807372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:19.807401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:19.811010] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=40.05%)
[2025-12-05T20:18:19.811285] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-05T20:18:19.811412] [INFO ] [sig       ] BWIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:19.949997] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BWIN.txt
[2025-12-05T20:18:19.950155] [INFO ] [sig       ] [576/3626] Completed BWIN in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-05T20:18:19.950197] [INFO ] [sig       ] [577/3626] Forecasting BWMN...
[2025-12-05T20:18:19.950225] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-05T20:18:19.950254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-05T20:18:19.961091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-05T20:18:19.961499] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-05T20:18:19.962308] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-05T20:18:19.962361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:19.962393] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:19.962418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:19.962475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:20.021334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:20.022195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:20.022276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:20.022309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:20.152799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:20.152951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:20.152991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:20.153021] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:20.156470] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-05T20:18:20.156774] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-05T20:18:20.156904] [INFO ] [sig       ] BWMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:20.297818] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BWMN.txt
[2025-12-05T20:18:20.297980] [INFO ] [sig       ] [577/3626] Completed BWMN in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-05T20:18:20.298020] [INFO ] [sig       ] [578/3626] Forecasting BXC...
[2025-12-05T20:18:20.298048] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-05T20:18:20.298078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-05T20:18:20.309221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-05T20:18:20.309597] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-05T20:18:20.310408] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-05T20:18:20.310459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:20.310493] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:20.310521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:20.310598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:20.367452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:20.368432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:20.368520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:20.368555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:20.488449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:20.488627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:20.488670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:20.488716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:20.492038] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-05T20:18:20.492324] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-05T20:18:20.492451] [INFO ] [sig       ] BXC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:20.628661] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BXC.txt
[2025-12-05T20:18:20.628799] [INFO ] [sig       ] [578/3626] Completed BXC in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-05T20:18:20.628837] [INFO ] [sig       ] [579/3626] Forecasting BXMX...
[2025-12-05T20:18:20.628866] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-05T20:18:20.628894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-05T20:18:20.642431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-05T20:18:20.642935] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-05T20:18:20.643875] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-05T20:18:20.643926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:20.643958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:20.643985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:20.644042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:20.700147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:20.701125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:20.701219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:20.701251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:20.825047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:20.825286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:20.825335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:20.825366] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:20.829471] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-05T20:18:20.829797] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-05T20:18:20.829935] [INFO ] [sig       ] BXMX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:20.972236] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BXMX.txt
[2025-12-05T20:18:20.972398] [INFO ] [sig       ] [579/3626] Completed BXMX in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.3m
[2025-12-05T20:18:20.972436] [INFO ] [sig       ] [580/3626] Forecasting BXP...
[2025-12-05T20:18:20.972465] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-05T20:18:20.972494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-05T20:18:20.983462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-05T20:18:20.983791] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-05T20:18:20.984548] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-05T20:18:20.984617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:20.984650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:20.984676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:20.984732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:21.039503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:21.040245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:21.040340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:21.040373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:21.160073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:21.160223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:21.160262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:21.160291] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:21.163616] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-05T20:18:21.163887] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-05T20:18:21.164009] [INFO ] [sig       ] BXP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:21.299946] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BXP.txt
[2025-12-05T20:18:21.300089] [INFO ] [sig       ] [580/3626] Completed BXP in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:21.300127] [INFO ] [sig       ] [581/3626] Forecasting BXSL...
[2025-12-05T20:18:21.300157] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-05T20:18:21.300185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-05T20:18:21.310696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-05T20:18:21.311017] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-05T20:18:21.311795] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-05T20:18:21.311844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:21.311901] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:21.311929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:21.311984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:21.366822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:21.367495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:21.367570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:21.367620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:21.481422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:21.481585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:21.481628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:21.481655] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:21.484906] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-05T20:18:21.485164] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-05T20:18:21.485283] [INFO ] [sig       ] BXSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:21.620635] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BXSL.txt
[2025-12-05T20:18:21.620766] [INFO ] [sig       ] [581/3626] Completed BXSL in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:21.620805] [INFO ] [sig       ] [582/3626] Forecasting BYD...
[2025-12-05T20:18:21.620832] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-05T20:18:21.620861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-05T20:18:21.631906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-05T20:18:21.632202] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-05T20:18:21.632980] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-05T20:18:21.633030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:21.633061] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:21.633086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:21.633157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:21.688439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:21.689298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:21.689376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:21.689408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:21.808758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:21.808908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:21.808948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:21.808977] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:21.812274] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=53.70%)
[2025-12-05T20:18:21.812563] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-05T20:18:21.812730] [INFO ] [sig       ] BYD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:21.949204] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BYD.txt
[2025-12-05T20:18:21.949326] [INFO ] [sig       ] [582/3626] Completed BYD in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:21.949364] [INFO ] [sig       ] [583/3626] Forecasting BYM...
[2025-12-05T20:18:21.949391] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-05T20:18:21.949420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-05T20:18:21.960713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-05T20:18:21.961075] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-05T20:18:21.961881] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-05T20:18:21.961932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:21.961964] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:21.961990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:21.962045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:22.020680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:22.021526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:22.021637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:22.021673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:22.143440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:22.143615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:22.143657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:22.143684] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:22.146981] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=30.71%)
[2025-12-05T20:18:22.147242] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-05T20:18:22.147361] [INFO ] [sig       ] BYM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:22.294606] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BYM.txt
[2025-12-05T20:18:22.294732] [INFO ] [sig       ] [583/3626] Completed BYM in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:22.294770] [INFO ] [sig       ] [584/3626] Forecasting BYRN...
[2025-12-05T20:18:22.294798] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-05T20:18:22.294826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-05T20:18:22.306040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-05T20:18:22.306290] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-05T20:18:22.307037] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-05T20:18:22.307099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:22.307131] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:22.307157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:22.307213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:22.366798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:22.367649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:22.367731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:22.367765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:22.488708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:22.488888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:22.488928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:22.488988] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:22.492495] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-05T20:18:22.492807] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-05T20:18:22.492940] [INFO ] [sig       ] BYRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:22.631938] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BYRN.txt
[2025-12-05T20:18:22.632059] [INFO ] [sig       ] [584/3626] Completed BYRN in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:22.632097] [INFO ] [sig       ] [585/3626] Forecasting BYSI...
[2025-12-05T20:18:22.632124] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-05T20:18:22.632154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-05T20:18:22.643396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-05T20:18:22.643739] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-05T20:18:22.644498] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-05T20:18:22.644549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:22.644598] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:22.644628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:22.644683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:22.700484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:22.701151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:22.701228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:22.701259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:22.808646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:22.808808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:22.808849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:22.808877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:22.812313] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2025-12-05T20:18:22.812597] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-05T20:18:22.812723] [INFO ] [sig       ] BYSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:22.951886] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BYSI.txt
[2025-12-05T20:18:22.952007] [INFO ] [sig       ] [585/3626] Completed BYSI in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:22.952045] [INFO ] [sig       ] [586/3626] Forecasting BZ...
[2025-12-05T20:18:22.952074] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-05T20:18:22.952103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-05T20:18:22.963324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-05T20:18:22.963662] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-05T20:18:22.964428] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-05T20:18:22.964478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:22.964508] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:22.964534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:22.964608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:23.019890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:23.020508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:23.020599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:23.020633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:23.143257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:23.143417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:23.143457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:23.143487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:23.146952] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: DOWN (p=15.63%)
[2025-12-05T20:18:23.147217] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-05T20:18:23.147339] [INFO ] [sig       ] BZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:23.291533] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BZ.txt
[2025-12-05T20:18:23.291705] [INFO ] [sig       ] [586/3626] Completed BZ in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:23.291745] [INFO ] [sig       ] [587/3626] Forecasting BZH...
[2025-12-05T20:18:23.291774] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-05T20:18:23.291805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-05T20:18:23.304447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2025-12-05T20:18:23.304850] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-05T20:18:23.305665] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-05T20:18:23.305717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:23.305749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:23.305776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:23.305832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:23.385928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:23.386790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:23.386873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:23.386906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:23.511823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:23.512003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:23.512047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:23.512075] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:23.515818] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-05T20:18:23.516156] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-05T20:18:23.516304] [INFO ] [sig       ] BZH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:23.658314] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/BZH.txt
[2025-12-05T20:18:23.658474] [INFO ] [sig       ] [587/3626] Completed BZH in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:23.658519] [INFO ] [sig       ] [588/3626] Forecasting BZUN...
[2025-12-05T20:18:23.658549] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-05T20:18:23.658598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-05T20:18:23.670117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-05T20:18:23.670536] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-05T20:18:23.671377] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-05T20:18:23.671428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:23.671461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:23.671487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:23.671543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:23.756082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:23.757043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:23.757147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:23.757183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:23.909424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:23.909640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:23.909708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:23.909758] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:23.914425] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-05T20:18:23.914884] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-05T20:18:23.915074] [INFO ] [sig       ] BZUN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:24.128374] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/BZUN.txt
[2025-12-05T20:18:24.128553] [INFO ] [sig       ] [588/3626] Completed BZUN in 0.5s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:24.128614] [INFO ] [sig       ] [589/3626] Forecasting C...
[2025-12-05T20:18:24.128647] [INFO ] [sig       ] Generating forecast for: C
[2025-12-05T20:18:24.128678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-05T20:18:24.141407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-05T20:18:24.141860] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-05T20:18:24.142783] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-05T20:18:24.142839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:24.142872] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:24.142899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:24.142958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:24.205320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:24.206457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:24.206613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:24.206669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:24.382100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:24.382270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:24.382315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:24.382345] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:24.386280] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-05T20:18:24.386599] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-05T20:18:24.386756] [INFO ] [sig       ] C: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:24.551953] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/C.txt
[2025-12-05T20:18:24.552117] [INFO ] [sig       ] [589/3626] Completed C in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:24.552157] [INFO ] [sig       ] [590/3626] Forecasting CAAP...
[2025-12-05T20:18:24.552187] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-05T20:18:24.552216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-05T20:18:24.563876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2025-12-05T20:18:24.564263] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-05T20:18:24.565121] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-05T20:18:24.565183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:24.565226] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:24.565263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:24.565344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:24.632204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:24.633125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:24.633234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:24.633282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:24.764827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:24.764989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:24.765033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:24.765062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:24.768868] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=70.67%)
[2025-12-05T20:18:24.769203] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-05T20:18:24.769341] [INFO ] [sig       ] CAAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:24.909507] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CAAP.txt
[2025-12-05T20:18:24.909676] [INFO ] [sig       ] [590/3626] Completed CAAP in 0.4s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:24.909718] [INFO ] [sig       ] [591/3626] Forecasting CAAS...
[2025-12-05T20:18:24.909747] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-05T20:18:24.909775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-05T20:18:24.920173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-05T20:18:24.920528] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-05T20:18:24.921322] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-05T20:18:24.921372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:24.921403] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:24.921429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:24.921489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:24.977480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:24.978350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:24.978432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:24.978497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:25.087853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:25.088009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:25.088065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:25.088094] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:25.091482] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-05T20:18:25.091786] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-05T20:18:25.091914] [INFO ] [sig       ] CAAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:25.228769] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAAS.txt
[2025-12-05T20:18:25.228909] [INFO ] [sig       ] [591/3626] Completed CAAS in 0.3s | 2.94 sym/s | Total: 3.3m | ETA: 17.2m
[2025-12-05T20:18:25.228947] [INFO ] [sig       ] [592/3626] Forecasting CABA...
[2025-12-05T20:18:25.228976] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-05T20:18:25.229006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-05T20:18:25.240245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-05T20:18:25.240551] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-05T20:18:25.241344] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-05T20:18:25.241395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:25.241426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:25.241453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:25.241509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:25.301716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:25.302837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:25.302943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:25.302977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:25.423451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:25.423629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:25.423688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:25.423729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:25.427734] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-05T20:18:25.428101] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-05T20:18:25.428244] [INFO ] [sig       ] CABA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:25.568692] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CABA.txt
[2025-12-05T20:18:25.568826] [INFO ] [sig       ] [592/3626] Completed CABA in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:25.568866] [INFO ] [sig       ] [593/3626] Forecasting CABO...
[2025-12-05T20:18:25.568895] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-05T20:18:25.568925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-05T20:18:25.580214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2025-12-05T20:18:25.580617] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-05T20:18:25.581626] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-05T20:18:25.581684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:25.581745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:25.581787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:25.581859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:25.642093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:25.642972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:25.643059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:25.643094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:25.767686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:25.767861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:25.767912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:25.767942] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:25.771542] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2025-12-05T20:18:25.771875] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-05T20:18:25.772007] [INFO ] [sig       ] CABO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:25.919327] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CABO.txt
[2025-12-05T20:18:25.919477] [INFO ] [sig       ] [593/3626] Completed CABO in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:25.919518] [INFO ] [sig       ] [594/3626] Forecasting CAC...
[2025-12-05T20:18:25.919548] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-05T20:18:25.919600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-05T20:18:25.932404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2025-12-05T20:18:25.932987] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-05T20:18:25.933916] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-05T20:18:25.933969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:25.934003] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:25.934033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:25.934104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:25.994453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:25.995600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:25.995697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:25.995734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:26.117134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:26.117375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:26.117423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:26.117454] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:26.121468] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-05T20:18:26.121863] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-05T20:18:26.122031] [INFO ] [sig       ] CAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:26.274668] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAC.txt
[2025-12-05T20:18:26.274904] [INFO ] [sig       ] [594/3626] Completed CAC in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:26.274949] [INFO ] [sig       ] [595/3626] Forecasting CACC...
[2025-12-05T20:18:26.274981] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-05T20:18:26.275013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-05T20:18:26.287473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-05T20:18:26.288297] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-05T20:18:26.289264] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-05T20:18:26.289318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:26.289375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:26.289404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:26.289461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:26.349031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:26.350243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:26.350343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:26.350380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:26.475191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:26.475473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:26.475521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:26.475551] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:26.479722] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2025-12-05T20:18:26.480038] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-05T20:18:26.480178] [INFO ] [sig       ] CACC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:26.635399] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CACC.txt
[2025-12-05T20:18:26.635642] [INFO ] [sig       ] [595/3626] Completed CACC in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:26.635696] [INFO ] [sig       ] [596/3626] Forecasting CACI...
[2025-12-05T20:18:26.635731] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-05T20:18:26.635765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-05T20:18:26.650197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2025-12-05T20:18:26.650760] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-05T20:18:26.651557] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-05T20:18:26.651633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:26.651667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:26.651694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:26.651749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:26.708738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:26.709594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:26.709678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:26.709710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:26.826970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:26.827127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:26.827167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:26.827194] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:26.830535] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=31.21%)
[2025-12-05T20:18:26.830816] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-05T20:18:26.830940] [INFO ] [sig       ] CACI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:26.967826] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CACI.txt
[2025-12-05T20:18:26.967949] [INFO ] [sig       ] [596/3626] Completed CACI in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:26.967987] [INFO ] [sig       ] [597/3626] Forecasting CADE...
[2025-12-05T20:18:26.968015] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-05T20:18:26.968043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-05T20:18:26.981603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-05T20:18:26.982122] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-05T20:18:26.983173] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-05T20:18:26.983240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:26.983286] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:26.983319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:26.983378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:27.041925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:27.043191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:27.043299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:27.043333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:27.168440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:27.168693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:27.168741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:27.168770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:27.172620] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: UP (p=51.82%)
[2025-12-05T20:18:27.172930] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-05T20:18:27.173066] [INFO ] [sig       ] CADE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:27.317589] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CADE.txt
[2025-12-05T20:18:27.317840] [INFO ] [sig       ] [597/3626] Completed CADE in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:27.318071] [INFO ] [sig       ] [598/3626] Forecasting CADL...
[2025-12-05T20:18:27.318101] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-05T20:18:27.318132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-05T20:18:27.331915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-05T20:18:27.332566] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-05T20:18:27.333665] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-05T20:18:27.333738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:27.333813] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:27.333843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:27.333904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:27.393108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:27.394212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:27.394308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:27.394342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:27.521752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:27.521933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:27.521981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:27.522010] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:27.525731] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-05T20:18:27.526080] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-05T20:18:27.526235] [INFO ] [sig       ] CADL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:27.665721] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CADL.txt
[2025-12-05T20:18:27.665885] [INFO ] [sig       ] [598/3626] Completed CADL in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:27.665929] [INFO ] [sig       ] [599/3626] Forecasting CAE...
[2025-12-05T20:18:27.665964] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-05T20:18:27.665993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-05T20:18:27.677231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-05T20:18:27.677647] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-05T20:18:27.678524] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-05T20:18:27.678597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:27.678632] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:27.678659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:27.678716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:27.735199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:27.736138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:27.736231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:27.736265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:27.861486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:27.861662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:27.861705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:27.861734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:27.865967] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-05T20:18:27.866329] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-05T20:18:27.866472] [INFO ] [sig       ] CAE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:28.014659] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CAE.txt
[2025-12-05T20:18:28.014784] [INFO ] [sig       ] [599/3626] Completed CAE in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:28.014823] [INFO ] [sig       ] [600/3626] Forecasting CAF...
[2025-12-05T20:18:28.014850] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-05T20:18:28.014878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-05T20:18:28.025902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-05T20:18:28.026196] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-05T20:18:28.026956] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-05T20:18:28.027007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:28.027039] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:28.027064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:28.027119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:28.083372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:28.084036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:28.084111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:28.084143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:28.196323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:28.196466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:28.196504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:28.196532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:28.199848] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-05T20:18:28.200105] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-05T20:18:28.200222] [INFO ] [sig       ] CAF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:28.343130] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAF.txt
[2025-12-05T20:18:28.343311] [INFO ] [sig       ] [600/3626] Completed CAF in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.2m
[2025-12-05T20:18:28.343354] [INFO ] [sig       ] [601/3626] Forecasting CAG...
[2025-12-05T20:18:28.343383] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-05T20:18:28.343414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-05T20:18:28.355546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2025-12-05T20:18:28.355969] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-05T20:18:28.356859] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-05T20:18:28.356913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:28.356945] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:28.356971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:28.357027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:28.425349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:28.426258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:28.426354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:28.426389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:28.550139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:28.550292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:28.550331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:28.550359] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:28.553802] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-05T20:18:28.554068] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-05T20:18:28.554189] [INFO ] [sig       ] CAG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:28.700754] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CAG.txt
[2025-12-05T20:18:28.700902] [INFO ] [sig       ] [601/3626] Completed CAG in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:28.700940] [INFO ] [sig       ] [602/3626] Forecasting CAH...
[2025-12-05T20:18:28.700969] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-05T20:18:28.700999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-05T20:18:28.711615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-05T20:18:28.711863] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-05T20:18:28.712623] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-05T20:18:28.712672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:28.712703] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:28.712729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:28.712784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:28.768409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:28.769279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:28.769360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:28.769392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:28.886319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:28.886475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:28.886514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:28.886557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:28.889855] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2025-12-05T20:18:28.890113] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-05T20:18:28.890230] [INFO ] [sig       ] CAH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:29.042570] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CAH.txt
[2025-12-05T20:18:29.042818] [INFO ] [sig       ] [602/3626] Completed CAH in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:29.042884] [INFO ] [sig       ] [603/3626] Forecasting CAKE...
[2025-12-05T20:18:29.042933] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-05T20:18:29.042981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-05T20:18:29.055636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-05T20:18:29.056006] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-05T20:18:29.056849] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-05T20:18:29.056903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:29.056935] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:29.056962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:29.057018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:29.123005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:29.123872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:29.123954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:29.123987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:29.243882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:29.244037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:29.244076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:29.244103] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:29.247396] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: DOWN (p=20.34%)
[2025-12-05T20:18:29.247680] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-05T20:18:29.247827] [INFO ] [sig       ] CAKE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:29.396656] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAKE.txt
[2025-12-05T20:18:29.396826] [INFO ] [sig       ] [603/3626] Completed CAKE in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:29.396866] [INFO ] [sig       ] [604/3626] Forecasting CAL...
[2025-12-05T20:18:29.396896] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-05T20:18:29.396925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-05T20:18:29.408061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-05T20:18:29.408306] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-05T20:18:29.409109] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-05T20:18:29.409159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:29.409190] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:29.409216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:29.409272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:29.464157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:29.465092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:29.465195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:29.465238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:29.593001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:29.593154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:29.593195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:29.593223] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:29.596596] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-05T20:18:29.596870] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-05T20:18:29.596995] [INFO ] [sig       ] CAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:29.737695] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAL.txt
[2025-12-05T20:18:29.737864] [INFO ] [sig       ] [604/3626] Completed CAL in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:29.737908] [INFO ] [sig       ] [605/3626] Forecasting CALC...
[2025-12-05T20:18:29.737936] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-05T20:18:29.737965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-05T20:18:29.751238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-05T20:18:29.751815] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-05T20:18:29.752932] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-05T20:18:29.752986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:29.753021] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:29.753048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:29.753107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:29.810648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:29.811812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:29.811924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:29.811966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:29.924081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:29.924322] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:18:29.924370] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:29.924398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:29.928365] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=14.31%)
[2025-12-05T20:18:29.928813] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-05T20:18:29.928980] [INFO ] [sig       ] CALC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:30.071523] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CALC.txt
[2025-12-05T20:18:30.071769] [INFO ] [sig       ] [605/3626] Completed CALC in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:30.071824] [INFO ] [sig       ] [606/3626] Forecasting CALM...
[2025-12-05T20:18:30.071854] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-05T20:18:30.071885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-05T20:18:30.084429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-05T20:18:30.084899] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-05T20:18:30.085728] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-05T20:18:30.085780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:30.085812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:30.085839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:30.085912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:30.141243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:30.142145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:30.142230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:30.142262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:30.271960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:30.272336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:30.272377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:30.272405] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:30.276404] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=27.39%)
[2025-12-05T20:18:30.276822] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-05T20:18:30.276988] [INFO ] [sig       ] CALM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:30.428102] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CALM.txt
[2025-12-05T20:18:30.428251] [INFO ] [sig       ] [606/3626] Completed CALM in 0.4s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:30.428289] [INFO ] [sig       ] [607/3626] Forecasting CALX...
[2025-12-05T20:18:30.428319] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-05T20:18:30.428348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-05T20:18:30.439544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2025-12-05T20:18:30.439953] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-05T20:18:30.440756] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-05T20:18:30.440807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:30.440838] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:30.440864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:30.440918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:30.497621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:30.498518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:30.498617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:30.498653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:30.623828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:30.623991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:30.624031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:30.624061] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:30.627501] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=17.31%)
[2025-12-05T20:18:30.627856] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-05T20:18:30.627992] [INFO ] [sig       ] CALX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:30.772113] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CALX.txt
[2025-12-05T20:18:30.772270] [INFO ] [sig       ] [607/3626] Completed CALX in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:30.772308] [INFO ] [sig       ] [608/3626] Forecasting CAPL...
[2025-12-05T20:18:30.772336] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-05T20:18:30.772366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-05T20:18:30.785029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-05T20:18:30.785503] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-05T20:18:30.786445] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-05T20:18:30.786524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:30.786556] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:30.786604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:30.786664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:30.845003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:30.845848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:30.845975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:30.846012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:30.969009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:30.969195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:30.969253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:30.969296] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:30.972983] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2025-12-05T20:18:30.973253] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-05T20:18:30.973379] [INFO ] [sig       ] CAPL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:31.113398] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CAPL.txt
[2025-12-05T20:18:31.113555] [INFO ] [sig       ] [608/3626] Completed CAPL in 0.3s | 2.94 sym/s | Total: 3.4m | ETA: 17.1m
[2025-12-05T20:18:31.113614] [INFO ] [sig       ] [609/3626] Forecasting CARE...
[2025-12-05T20:18:31.113645] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-05T20:18:31.113674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-05T20:18:31.125100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-05T20:18:31.125420] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-05T20:18:31.126192] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-05T20:18:31.126242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:31.126273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:31.126299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:31.126355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:31.181734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:31.182445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:31.182523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:31.182555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:31.300179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:31.300332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:31.300371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:31.300399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:31.303664] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-05T20:18:31.303922] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-05T20:18:31.304038] [INFO ] [sig       ] CARE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:31.443640] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CARE.txt
[2025-12-05T20:18:31.443781] [INFO ] [sig       ] [609/3626] Completed CARE in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:31.443818] [INFO ] [sig       ] [610/3626] Forecasting CARG...
[2025-12-05T20:18:31.443848] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-05T20:18:31.443878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-05T20:18:31.456151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-05T20:18:31.456514] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-05T20:18:31.457397] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-05T20:18:31.457474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:31.457510] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:31.457538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:31.457624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:31.514427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:31.515318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:31.515404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:31.515439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:31.638124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:31.638296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:31.638345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:31.638375] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:31.641821] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2025-12-05T20:18:31.642090] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-05T20:18:31.642208] [INFO ] [sig       ] CARG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:31.778288] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CARG.txt
[2025-12-05T20:18:31.778398] [INFO ] [sig       ] [610/3626] Completed CARG in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:31.778436] [INFO ] [sig       ] [611/3626] Forecasting CARS...
[2025-12-05T20:18:31.778464] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-05T20:18:31.778492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-05T20:18:31.789420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-05T20:18:31.789695] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-05T20:18:31.790429] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-05T20:18:31.790478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:31.790510] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:31.790537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:31.790621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:31.846474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:31.847065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:31.847139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:31.847170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:31.967556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:31.967689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:31.967725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:31.967754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:31.971152] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-05T20:18:31.971427] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-05T20:18:31.971548] [INFO ] [sig       ] CARS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:32.113781] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CARS.txt
[2025-12-05T20:18:32.113939] [INFO ] [sig       ] [611/3626] Completed CARS in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:32.113978] [INFO ] [sig       ] [612/3626] Forecasting CASH...
[2025-12-05T20:18:32.114008] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-05T20:18:32.114038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-05T20:18:32.124239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-05T20:18:32.124525] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-05T20:18:32.125300] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-05T20:18:32.125350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:32.125382] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:32.125408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:32.125469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:32.183262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:32.183976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:32.184057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:32.184090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:32.307070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:32.307239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:32.307282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:32.307311] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:32.311043] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=74.37%)
[2025-12-05T20:18:32.311370] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-05T20:18:32.311517] [INFO ] [sig       ] CASH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:32.455226] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CASH.txt
[2025-12-05T20:18:32.455393] [INFO ] [sig       ] [612/3626] Completed CASH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:32.455436] [INFO ] [sig       ] [613/3626] Forecasting CASS...
[2025-12-05T20:18:32.455466] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-05T20:18:32.455497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-05T20:18:32.466498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2025-12-05T20:18:32.466831] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-05T20:18:32.467735] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-05T20:18:32.467786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:32.467848] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:32.467875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:32.467930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:32.528077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:32.528906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:32.528997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:32.529030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:32.654533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:32.654709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:32.654751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:32.654780] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:32.658684] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-05T20:18:32.659011] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-05T20:18:32.659163] [INFO ] [sig       ] CASS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:32.803287] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CASS.txt
[2025-12-05T20:18:32.803417] [INFO ] [sig       ] [613/3626] Completed CASS in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:32.803454] [INFO ] [sig       ] [614/3626] Forecasting CASY...
[2025-12-05T20:18:32.803484] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-05T20:18:32.803513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-05T20:18:32.814741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-05T20:18:32.815124] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-05T20:18:32.815947] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-05T20:18:32.815997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:32.816029] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:32.816056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:32.816111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:32.873168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:32.874019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:32.874097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:32.874129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:32.993592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:32.993728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:32.993766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:32.993794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:32.996975] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2025-12-05T20:18:32.997231] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-05T20:18:32.997347] [INFO ] [sig       ] CASY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:33.136257] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CASY.txt
[2025-12-05T20:18:33.136416] [INFO ] [sig       ] [614/3626] Completed CASY in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:33.136457] [INFO ] [sig       ] [615/3626] Forecasting CATH...
[2025-12-05T20:18:33.136485] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-05T20:18:33.136514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-05T20:18:33.147427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2025-12-05T20:18:33.147759] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-05T20:18:33.148605] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-05T20:18:33.148659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:33.148718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:33.148747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:33.148805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:33.206793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:33.207520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:33.207628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:33.207683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:33.322368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:33.322550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:33.322608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:33.322637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:33.325958] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-05T20:18:33.326215] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-05T20:18:33.326338] [INFO ] [sig       ] CATH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:33.462598] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CATH.txt
[2025-12-05T20:18:33.462732] [INFO ] [sig       ] [615/3626] Completed CATH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:33.462771] [INFO ] [sig       ] [616/3626] Forecasting CATO...
[2025-12-05T20:18:33.462799] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-05T20:18:33.462831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-05T20:18:33.473442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2025-12-05T20:18:33.473759] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-05T20:18:33.474547] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-05T20:18:33.474617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:33.474650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:33.474676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:33.474732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:33.533519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:33.534205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:33.534282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:33.534317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:33.659774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:33.659923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:33.659963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:33.659991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:33.663402] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2025-12-05T20:18:33.663732] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-05T20:18:33.663860] [INFO ] [sig       ] CATO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:33.809392] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CATO.txt
[2025-12-05T20:18:33.809526] [INFO ] [sig       ] [616/3626] Completed CATO in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:33.809564] [INFO ] [sig       ] [617/3626] Forecasting CATY...
[2025-12-05T20:18:33.809612] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-05T20:18:33.809641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-05T20:18:33.820543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-05T20:18:33.820870] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-05T20:18:33.821785] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-05T20:18:33.821841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:33.821875] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:33.821901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:33.821957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:33.881353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:33.882035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:33.882113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:33.882144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:34.008088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:34.008231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:34.008270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:34.008298] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:34.011762] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: UP (p=78.77%)
[2025-12-05T20:18:34.012033] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-05T20:18:34.012151] [INFO ] [sig       ] CATY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:34.158965] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CATY.txt
[2025-12-05T20:18:34.159091] [INFO ] [sig       ] [617/3626] Completed CATY in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:34.159138] [INFO ] [sig       ] [618/3626] Forecasting CAVA...
[2025-12-05T20:18:34.159168] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-05T20:18:34.159198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-05T20:18:34.170430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2025-12-05T20:18:34.170735] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-05T20:18:34.171525] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-05T20:18:34.171593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:34.171626] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:34.171653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:34.171708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:34.230447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:34.231209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:34.231292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:34.231324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:34.356317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:34.356455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:34.356495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:34.356551] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:34.360122] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-05T20:18:34.360408] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-05T20:18:34.360536] [INFO ] [sig       ] CAVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:34.503502] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CAVA.txt
[2025-12-05T20:18:34.503665] [INFO ] [sig       ] [618/3626] Completed CAVA in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.1m
[2025-12-05T20:18:34.503724] [INFO ] [sig       ] [619/3626] Forecasting CB...
[2025-12-05T20:18:34.503766] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-05T20:18:34.503797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-05T20:18:34.514158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-05T20:18:34.514461] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-05T20:18:34.515225] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-05T20:18:34.515288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:34.515320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:34.515346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:34.515401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:34.570860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:34.571632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:34.571712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:34.571744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:34.689523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:34.689690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:34.689732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:34.689759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:34.693017] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=17.41%)
[2025-12-05T20:18:34.693277] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-05T20:18:34.693395] [INFO ] [sig       ] CB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:34.829309] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CB.txt
[2025-12-05T20:18:34.829455] [INFO ] [sig       ] [619/3626] Completed CB in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:34.829493] [INFO ] [sig       ] [620/3626] Forecasting CBAN...
[2025-12-05T20:18:34.829521] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-05T20:18:34.829549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-05T20:18:34.840457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-05T20:18:34.840833] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-05T20:18:34.841598] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-05T20:18:34.841647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:34.841677] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:34.841703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:34.841758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:34.896445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:34.897280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:34.897364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:34.897396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:35.010192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:35.010343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:35.010381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:35.010409] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:35.013700] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=29.28%)
[2025-12-05T20:18:35.013962] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-05T20:18:35.014082] [INFO ] [sig       ] CBAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:35.158350] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CBAN.txt
[2025-12-05T20:18:35.158482] [INFO ] [sig       ] [620/3626] Completed CBAN in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:35.158519] [INFO ] [sig       ] [621/3626] Forecasting CBL...
[2025-12-05T20:18:35.158547] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-05T20:18:35.158593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-05T20:18:35.171267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-05T20:18:35.171825] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-05T20:18:35.172812] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-05T20:18:35.172866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:35.172900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:35.172927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:35.172997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:35.230807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:35.231819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:35.231912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:35.231947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:35.356007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:35.356226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:35.356272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:35.356302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:35.360116] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-05T20:18:35.360482] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-05T20:18:35.360649] [INFO ] [sig       ] CBL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:35.502562] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CBL.txt
[2025-12-05T20:18:35.502814] [INFO ] [sig       ] [621/3626] Completed CBL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:35.502859] [INFO ] [sig       ] [622/3626] Forecasting CBNK...
[2025-12-05T20:18:35.502890] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-05T20:18:35.502922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-05T20:18:35.516547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-05T20:18:35.517009] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-05T20:18:35.517966] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-05T20:18:35.518018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:35.518051] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:35.518077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:35.518135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:35.574157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:35.575244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:35.575341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:35.575375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:35.694768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:35.694998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:35.695045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:35.695073] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:35.698983] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: UP (p=66.60%)
[2025-12-05T20:18:35.699296] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-05T20:18:35.699436] [INFO ] [sig       ] CBNK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:35.843312] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CBNK.txt
[2025-12-05T20:18:35.843499] [INFO ] [sig       ] [622/3626] Completed CBNK in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:35.843550] [INFO ] [sig       ] [623/3626] Forecasting CBRE...
[2025-12-05T20:18:35.843599] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-05T20:18:35.843633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-05T20:18:35.860504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2025-12-05T20:18:35.861254] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-05T20:18:35.862306] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-05T20:18:35.862362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:35.862394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:35.862421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:35.862479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:35.920909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:35.922170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:35.922308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:35.922344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:36.042788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:36.043028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:36.043075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:36.043104] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:36.047233] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-05T20:18:36.047598] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-05T20:18:36.047758] [INFO ] [sig       ] CBRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:36.189136] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CBRE.txt
[2025-12-05T20:18:36.189323] [INFO ] [sig       ] [623/3626] Completed CBRE in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:36.189365] [INFO ] [sig       ] [624/3626] Forecasting CBRL...
[2025-12-05T20:18:36.189394] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-05T20:18:36.189425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-05T20:18:36.203508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2025-12-05T20:18:36.204186] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-05T20:18:36.205173] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-05T20:18:36.205227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:36.205261] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:36.205287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:36.205346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:36.262870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:36.263935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:36.264026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:36.264058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:36.388802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:36.389026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:36.389071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:36.389099] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:36.392831] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=29.58%)
[2025-12-05T20:18:36.393124] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-05T20:18:36.393284] [INFO ] [sig       ] CBRL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:36.535510] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CBRL.txt
[2025-12-05T20:18:36.535776] [INFO ] [sig       ] [624/3626] Completed CBRL in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:36.535847] [INFO ] [sig       ] [625/3626] Forecasting CBSH...
[2025-12-05T20:18:36.535876] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-05T20:18:36.535908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-05T20:18:36.552372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-05T20:18:36.552852] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-05T20:18:36.553769] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-05T20:18:36.553821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:36.553852] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:36.553879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:36.553937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:36.611002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:36.612184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:36.612324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:36.612359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:36.737675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:36.737925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:36.737973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:36.738003] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:36.741789] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-05T20:18:36.742086] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-05T20:18:36.742220] [INFO ] [sig       ] CBSH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:36.880110] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CBSH.txt
[2025-12-05T20:18:36.880277] [INFO ] [sig       ] [625/3626] Completed CBSH in 0.3s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:36.880316] [INFO ] [sig       ] [626/3626] Forecasting CBUS...
[2025-12-05T20:18:36.880347] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-05T20:18:36.880377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-05T20:18:36.893909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2025-12-05T20:18:36.894363] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-05T20:18:36.895297] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-05T20:18:36.895350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:36.895383] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:36.895410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:36.895470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:36.953400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:36.954593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:36.954697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:36.954731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:37.080036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:37.080282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:37.080358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:37.080390] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:37.084310] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-05T20:18:37.084683] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-05T20:18:37.084827] [INFO ] [sig       ] CBUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:37.235114] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CBUS.txt
[2025-12-05T20:18:37.235310] [INFO ] [sig       ] [626/3626] Completed CBUS in 0.4s | 2.94 sym/s | Total: 3.5m | ETA: 17.0m
[2025-12-05T20:18:37.235350] [INFO ] [sig       ] [627/3626] Forecasting CBZ...
[2025-12-05T20:18:37.235382] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-05T20:18:37.235412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-05T20:18:37.251705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-05T20:18:37.252400] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-05T20:18:37.253632] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-05T20:18:37.253692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:37.253725] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:37.253751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:37.253812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:37.311394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:37.312590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:37.312699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:37.312731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:37.432409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:37.432668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:37.432722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:37.432753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:37.436936] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-05T20:18:37.437255] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-05T20:18:37.437398] [INFO ] [sig       ] CBZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:37.581220] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CBZ.txt
[2025-12-05T20:18:37.581384] [INFO ] [sig       ] [627/3626] Completed CBZ in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:37.581428] [INFO ] [sig       ] [628/3626] Forecasting CC...
[2025-12-05T20:18:37.581463] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-05T20:18:37.581501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-05T20:18:37.595034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2025-12-05T20:18:37.595655] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-05T20:18:37.596613] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-05T20:18:37.596666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:37.596699] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:37.596728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:37.596787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:37.654813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:37.656003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:37.656128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:37.656163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:37.780176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:37.780397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:37.780441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:37.780470] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:37.784238] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-05T20:18:37.784528] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-05T20:18:37.784675] [INFO ] [sig       ] CC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:37.927278] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CC.txt
[2025-12-05T20:18:37.927525] [INFO ] [sig       ] [628/3626] Completed CC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:37.927608] [INFO ] [sig       ] [629/3626] Forecasting CCAP...
[2025-12-05T20:18:37.927658] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-05T20:18:37.927701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-05T20:18:37.941818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2025-12-05T20:18:37.942298] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-05T20:18:37.943195] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-05T20:18:37.943248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:37.943282] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:37.943308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:37.943367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:38.001411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:38.002829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:38.003040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:38.003091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:38.126897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:38.127118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:38.127164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:38.127193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:38.131086] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-05T20:18:38.131395] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-05T20:18:38.131527] [INFO ] [sig       ] CCAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:38.276462] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCAP.txt
[2025-12-05T20:18:38.276741] [INFO ] [sig       ] [629/3626] Completed CCAP in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:38.276788] [INFO ] [sig       ] [630/3626] Forecasting CCB...
[2025-12-05T20:18:38.276823] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-05T20:18:38.276856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-05T20:18:38.290074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2025-12-05T20:18:38.290641] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-05T20:18:38.291637] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-05T20:18:38.291689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:38.291746] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:38.291775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:38.291856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:38.347895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:38.349118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:38.349255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:38.349288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:38.468464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:38.468716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:38.468766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:38.468794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:38.472550] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2025-12-05T20:18:38.472867] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-05T20:18:38.472998] [INFO ] [sig       ] CCB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:38.613232] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCB.txt
[2025-12-05T20:18:38.613400] [INFO ] [sig       ] [630/3626] Completed CCB in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:38.613439] [INFO ] [sig       ] [631/3626] Forecasting CCBG...
[2025-12-05T20:18:38.613470] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-05T20:18:38.613499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-05T20:18:38.630717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-05T20:18:38.631420] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-05T20:18:38.632667] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-05T20:18:38.632729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:38.632775] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:38.632815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:38.632899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:38.692425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:38.693547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:38.693661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:38.693696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:38.811480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:38.811658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:38.811700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:38.811729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:38.815109] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2025-12-05T20:18:38.815382] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-05T20:18:38.815508] [INFO ] [sig       ] CCBG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:38.952144] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCBG.txt
[2025-12-05T20:18:38.952306] [INFO ] [sig       ] [631/3626] Completed CCBG in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:38.952345] [INFO ] [sig       ] [632/3626] Forecasting CCCC...
[2025-12-05T20:18:38.952374] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-05T20:18:38.952403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-05T20:18:38.963612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2025-12-05T20:18:38.963914] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-05T20:18:38.964687] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-05T20:18:38.964737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:38.964794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:38.964821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:38.964876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:39.021061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:39.021824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:39.021902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:39.021937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:39.142747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:39.142902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:39.142942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:39.142970] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:39.146225] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-05T20:18:39.146487] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-05T20:18:39.146619] [INFO ] [sig       ] CCCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:39.284456] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCCC.txt
[2025-12-05T20:18:39.284595] [INFO ] [sig       ] [632/3626] Completed CCCC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:39.284634] [INFO ] [sig       ] [633/3626] Forecasting CCD...
[2025-12-05T20:18:39.284664] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-05T20:18:39.284694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-05T20:18:39.295431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2025-12-05T20:18:39.295768] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-05T20:18:39.296529] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-05T20:18:39.296602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:39.296635] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:39.296661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:39.296717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:39.353069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:39.353768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:39.353847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:39.353879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:39.468804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:39.468940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:39.468988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:39.469022] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:39.472295] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2025-12-05T20:18:39.472557] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-05T20:18:39.472692] [INFO ] [sig       ] CCD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:39.607719] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCD.txt
[2025-12-05T20:18:39.607861] [INFO ] [sig       ] [633/3626] Completed CCD in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:39.607900] [INFO ] [sig       ] [634/3626] Forecasting CCEC...
[2025-12-05T20:18:39.607929] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-05T20:18:39.607967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-05T20:18:39.618351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-05T20:18:39.618680] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-05T20:18:39.619518] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-05T20:18:39.619589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:39.619633] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:39.619663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:39.619722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:39.676704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:39.677400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:39.677479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:39.677513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:39.784030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:39.784185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:39.784225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:39.784253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:39.787634] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: UP (p=86.83%)
[2025-12-05T20:18:39.787935] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-05T20:18:39.788067] [INFO ] [sig       ] CCEC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:39.925508] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCEC.txt
[2025-12-05T20:18:39.925656] [INFO ] [sig       ] [634/3626] Completed CCEC in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:39.925696] [INFO ] [sig       ] [635/3626] Forecasting CCEP...
[2025-12-05T20:18:39.925726] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-05T20:18:39.925756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-05T20:18:39.935790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-05T20:18:39.936071] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-05T20:18:39.936878] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-05T20:18:39.936929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:39.936960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:39.936987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:39.937049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:39.996538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:39.997642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:39.997717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:39.997748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:40.120651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:40.120798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:40.120835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:40.120893] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:40.125363] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: DOWN (p=36.16%)
[2025-12-05T20:18:40.125670] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-05T20:18:40.125805] [INFO ] [sig       ] CCEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:40.263436] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCEP.txt
[2025-12-05T20:18:40.263636] [INFO ] [sig       ] [635/3626] Completed CCEP in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 17.0m
[2025-12-05T20:18:40.263694] [INFO ] [sig       ] [636/3626] Forecasting CCI...
[2025-12-05T20:18:40.263727] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-05T20:18:40.263757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-05T20:18:40.274700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-05T20:18:40.275027] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-05T20:18:40.275803] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-05T20:18:40.275853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:40.275884] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:40.275910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:40.275966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:40.334131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:40.334910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:40.334987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:40.335020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:40.455855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:40.455979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:40.456026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:40.456060] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:40.459476] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-05T20:18:40.459756] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-05T20:18:40.459880] [INFO ] [sig       ] CCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:40.595655] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCI.txt
[2025-12-05T20:18:40.595766] [INFO ] [sig       ] [636/3626] Completed CCI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:40.595809] [INFO ] [sig       ] [637/3626] Forecasting CCIF...
[2025-12-05T20:18:40.595849] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-05T20:18:40.595888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-05T20:18:40.605839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-05T20:18:40.606115] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-05T20:18:40.606869] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-05T20:18:40.606919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:40.606952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:40.606979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:40.607039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:40.662989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:40.663560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:40.663655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:40.663686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:40.783740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:40.783906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:40.783947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:40.783996] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:40.787356] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-12-05T20:18:40.787636] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-05T20:18:40.787754] [INFO ] [sig       ] CCIF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:40.926853] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCIF.txt
[2025-12-05T20:18:40.926979] [INFO ] [sig       ] [637/3626] Completed CCIF in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:40.927015] [INFO ] [sig       ] [638/3626] Forecasting CCJ...
[2025-12-05T20:18:40.927043] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-05T20:18:40.927073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-05T20:18:40.937535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2025-12-05T20:18:40.937849] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-05T20:18:40.938624] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-05T20:18:40.938674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:40.938707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:40.938734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:40.938791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:40.996366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:40.996990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:40.997067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:40.997102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:41.115711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:41.115857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:41.115895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:41.115923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:41.119178] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-05T20:18:41.119431] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-05T20:18:41.119549] [INFO ] [sig       ] CCJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:41.255873] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCJ.txt
[2025-12-05T20:18:41.255991] [INFO ] [sig       ] [638/3626] Completed CCJ in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:41.256028] [INFO ] [sig       ] [639/3626] Forecasting CCK...
[2025-12-05T20:18:41.256057] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-05T20:18:41.256086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-05T20:18:41.266301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2025-12-05T20:18:41.266563] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-05T20:18:41.267306] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-05T20:18:41.267355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:41.267386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:41.267412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:41.267468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:41.322291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:41.322916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:41.322990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:41.323025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:41.446933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:41.447077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:41.447118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:41.447145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:41.450609] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=7.75%)
[2025-12-05T20:18:41.450882] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-05T20:18:41.451008] [INFO ] [sig       ] CCK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:41.590085] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCK.txt
[2025-12-05T20:18:41.590208] [INFO ] [sig       ] [639/3626] Completed CCK in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:41.590246] [INFO ] [sig       ] [640/3626] Forecasting CCL...
[2025-12-05T20:18:41.590276] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-05T20:18:41.590305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-05T20:18:41.600557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2025-12-05T20:18:41.600848] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-05T20:18:41.601614] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-05T20:18:41.601666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:41.601697] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:41.601723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:41.601779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:41.657970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:41.658603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:41.658678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:41.658709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:41.779676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:41.779801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:41.779839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:41.779867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:41.783066] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-05T20:18:41.783320] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-05T20:18:41.783437] [INFO ] [sig       ] CCL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:41.920780] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCL.txt
[2025-12-05T20:18:41.920887] [INFO ] [sig       ] [640/3626] Completed CCL in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:41.920924] [INFO ] [sig       ] [641/3626] Forecasting CCLD...
[2025-12-05T20:18:41.920953] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-05T20:18:41.920983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-05T20:18:41.931230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-05T20:18:41.931497] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-05T20:18:41.932253] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-05T20:18:41.932303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:41.932334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:41.932361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:41.932429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:41.988076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:41.988692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:41.988768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:41.988799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:42.107846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:42.107974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:42.108011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:42.108039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:42.111825] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=12.56%)
[2025-12-05T20:18:42.112089] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-05T20:18:42.112207] [INFO ] [sig       ] CCLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:42.252601] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCLD.txt
[2025-12-05T20:18:42.252717] [INFO ] [sig       ] [641/3626] Completed CCLD in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:42.252754] [INFO ] [sig       ] [642/3626] Forecasting CCNE...
[2025-12-05T20:18:42.252784] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-05T20:18:42.252812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-05T20:18:42.263947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-05T20:18:42.264209] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-05T20:18:42.264966] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-05T20:18:42.265014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:42.265044] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:42.265071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:42.265127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:42.320490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:42.321075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:42.321173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:42.321206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:42.436167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:42.436274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:42.436311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:42.436338] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:42.439433] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=7.22%)
[2025-12-05T20:18:42.439705] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-05T20:18:42.439823] [INFO ] [sig       ] CCNE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:42.577123] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCNE.txt
[2025-12-05T20:18:42.577230] [INFO ] [sig       ] [642/3626] Completed CCNE in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:42.577266] [INFO ] [sig       ] [643/3626] Forecasting CCO...
[2025-12-05T20:18:42.577295] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-05T20:18:42.577324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-05T20:18:42.587873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-05T20:18:42.588146] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-05T20:18:42.588900] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-05T20:18:42.588962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:42.588994] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:42.589024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:42.589093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:42.644767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:42.645331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:42.645404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:42.645435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:42.765585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:42.765678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:42.765712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:42.765739] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:42.768805] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=78.62%)
[2025-12-05T20:18:42.769069] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-05T20:18:42.769206] [INFO ] [sig       ] CCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:42.905709] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCO.txt
[2025-12-05T20:18:42.905814] [INFO ] [sig       ] [643/3626] Completed CCO in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:42.905850] [INFO ] [sig       ] [644/3626] Forecasting CCOI...
[2025-12-05T20:18:42.905878] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-05T20:18:42.905906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-05T20:18:42.916139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-05T20:18:42.916396] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-05T20:18:42.917153] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-05T20:18:42.917202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:42.917231] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:42.917256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:42.917310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:42.976443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:42.977136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:42.977219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:42.977252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:43.094109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:43.094251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:43.094290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:43.094318] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:43.097726] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-05T20:18:43.098000] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-05T20:18:43.098123] [INFO ] [sig       ] CCOI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:43.233561] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCOI.txt
[2025-12-05T20:18:43.233686] [INFO ] [sig       ] [644/3626] Completed CCOI in 0.3s | 2.94 sym/s | Total: 3.6m | ETA: 16.9m
[2025-12-05T20:18:43.233722] [INFO ] [sig       ] [645/3626] Forecasting CCRN...
[2025-12-05T20:18:43.233751] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-05T20:18:43.233779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-05T20:18:43.244436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2025-12-05T20:18:43.244741] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-05T20:18:43.245525] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-05T20:18:43.245593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:43.245629] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:43.245658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:43.245716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:43.302296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:43.302932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:43.303011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:43.303042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:43.422060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:43.422216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:43.422257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:43.422285] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:43.425683] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-05T20:18:43.425952] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-05T20:18:43.426074] [INFO ] [sig       ] CCRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:43.565517] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CCRN.txt
[2025-12-05T20:18:43.565688] [INFO ] [sig       ] [645/3626] Completed CCRN in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:43.565727] [INFO ] [sig       ] [646/3626] Forecasting CCS...
[2025-12-05T20:18:43.565757] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-05T20:18:43.565786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-05T20:18:43.576693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-05T20:18:43.576985] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-05T20:18:43.577756] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-05T20:18:43.577836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:43.577868] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:43.577894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:43.577948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:43.634000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:43.634600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:43.634674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:43.634705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:43.749827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:43.749934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:43.749969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:43.749996] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:43.753100] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2025-12-05T20:18:43.753350] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-05T20:18:43.753468] [INFO ] [sig       ] CCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:43.892629] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCS.txt
[2025-12-05T20:18:43.892791] [INFO ] [sig       ] [646/3626] Completed CCS in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:43.892835] [INFO ] [sig       ] [647/3626] Forecasting CCSI...
[2025-12-05T20:18:43.892865] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-05T20:18:43.892895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-05T20:18:43.904096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-05T20:18:43.904510] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-05T20:18:43.905334] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-05T20:18:43.905385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:43.905414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:43.905439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:43.905494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:43.962042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:43.962836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:43.962920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:43.962952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:44.080722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:44.080896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:44.080944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:44.080974] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:44.084995] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-05T20:18:44.085296] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-05T20:18:44.085429] [INFO ] [sig       ] CCSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:44.221141] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CCSI.txt
[2025-12-05T20:18:44.221280] [INFO ] [sig       ] [647/3626] Completed CCSI in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:44.221319] [INFO ] [sig       ] [648/3626] Forecasting CDC...
[2025-12-05T20:18:44.221347] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-05T20:18:44.221377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-05T20:18:44.232996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2025-12-05T20:18:44.233310] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-05T20:18:44.234087] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-05T20:18:44.234137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:44.234170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:44.234198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:44.234255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:44.290392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:44.291121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:44.291200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:44.291232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:44.409362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:44.409513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:44.409553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:44.409600] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:44.413139] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-05T20:18:44.413422] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-05T20:18:44.413548] [INFO ] [sig       ] CDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:44.550126] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDC.txt
[2025-12-05T20:18:44.550278] [INFO ] [sig       ] [648/3626] Completed CDC in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:44.550315] [INFO ] [sig       ] [649/3626] Forecasting CDE...
[2025-12-05T20:18:44.550344] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-05T20:18:44.550373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-05T20:18:44.562088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2025-12-05T20:18:44.562484] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-05T20:18:44.563351] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-05T20:18:44.563403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:44.563465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:44.563493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:44.563549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:44.620844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:44.621786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:44.621878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:44.621911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:44.747421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:44.747606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:44.747650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:44.747683] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:44.751385] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2025-12-05T20:18:44.751723] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-05T20:18:44.751894] [INFO ] [sig       ] CDE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:44.908311] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CDE.txt
[2025-12-05T20:18:44.908507] [INFO ] [sig       ] [649/3626] Completed CDE in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:44.908561] [INFO ] [sig       ] [650/3626] Forecasting CDIO...
[2025-12-05T20:18:44.908627] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-05T20:18:44.908669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-05T20:18:44.920429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-05T20:18:44.920808] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-05T20:18:44.921692] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-05T20:18:44.921752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:44.921795] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:44.921828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:44.921894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:44.977979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:44.978815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:44.978894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:44.978926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:45.101250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:45.101407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:45.101466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:45.101496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:45.105051] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=44.60%)
[2025-12-05T20:18:45.105464] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-05T20:18:45.105608] [INFO ] [sig       ] CDIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:45.247507] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDIO.txt
[2025-12-05T20:18:45.247668] [INFO ] [sig       ] [650/3626] Completed CDIO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:45.247710] [INFO ] [sig       ] [651/3626] Forecasting CDL...
[2025-12-05T20:18:45.247739] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-05T20:18:45.247769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-05T20:18:45.259229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-05T20:18:45.259585] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-05T20:18:45.260354] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-05T20:18:45.260403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:45.260435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:45.260460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:45.260514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:45.318375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:45.319289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:45.319373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:45.319407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:45.428552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:45.428731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:45.428775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:45.428803] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:45.432201] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-05T20:18:45.432471] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-05T20:18:45.432645] [INFO ] [sig       ] CDL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:45.571103] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDL.txt
[2025-12-05T20:18:45.571256] [INFO ] [sig       ] [651/3626] Completed CDL in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.9m
[2025-12-05T20:18:45.571294] [INFO ] [sig       ] [652/3626] Forecasting CDNA...
[2025-12-05T20:18:45.571324] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-05T20:18:45.571354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-05T20:18:45.582374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-05T20:18:45.582742] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-05T20:18:45.583519] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-05T20:18:45.583588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:45.583644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:45.583673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:45.583731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:45.642720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:45.643758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:45.643860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:45.643896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:45.769075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:45.769252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:45.769299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:45.769361] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:45.772912] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2025-12-05T20:18:45.773193] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-05T20:18:45.773324] [INFO ] [sig       ] CDNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:45.916640] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDNA.txt
[2025-12-05T20:18:45.916783] [INFO ] [sig       ] [652/3626] Completed CDNA in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:45.916823] [INFO ] [sig       ] [653/3626] Forecasting CDNS...
[2025-12-05T20:18:45.916855] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-05T20:18:45.916886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-05T20:18:45.928203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-05T20:18:45.928613] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-05T20:18:45.929438] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-05T20:18:45.929489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:45.929521] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:45.929548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:45.929630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:45.987399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:45.988269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:45.988349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:45.988382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:46.111640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:46.111793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:46.111833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:46.111860] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:46.115304] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-05T20:18:46.115592] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-05T20:18:46.115716] [INFO ] [sig       ] CDNS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:46.253169] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDNS.txt
[2025-12-05T20:18:46.253321] [INFO ] [sig       ] [653/3626] Completed CDNS in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:46.253359] [INFO ] [sig       ] [654/3626] Forecasting CDP...
[2025-12-05T20:18:46.253390] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-05T20:18:46.253418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-05T20:18:46.264132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-05T20:18:46.264455] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-05T20:18:46.265216] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-05T20:18:46.265266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:46.265311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:46.265339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:46.265395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:46.321105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:46.321975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:46.322062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:46.322094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:46.441813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:46.441969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:46.442009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:46.442038] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:46.445468] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-05T20:18:46.445809] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-05T20:18:46.445943] [INFO ] [sig       ] CDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:46.630969] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDP.txt
[2025-12-05T20:18:46.631106] [INFO ] [sig       ] [654/3626] Completed CDP in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:46.631143] [INFO ] [sig       ] [655/3626] Forecasting CDRE...
[2025-12-05T20:18:46.631172] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-05T20:18:46.631202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-05T20:18:46.641513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-05T20:18:46.641766] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-05T20:18:46.642499] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-05T20:18:46.642548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:46.642599] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:46.642627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:46.642682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:46.697756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:46.698363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:46.698437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:46.698468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:46.814042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:46.814190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:46.814229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:46.814256] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:46.817490] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2025-12-05T20:18:46.817762] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-05T20:18:46.817899] [INFO ] [sig       ] CDRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:46.953774] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDRE.txt
[2025-12-05T20:18:46.953887] [INFO ] [sig       ] [655/3626] Completed CDRE in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:46.953923] [INFO ] [sig       ] [656/3626] Forecasting CDRO...
[2025-12-05T20:18:46.953953] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-05T20:18:46.953981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-05T20:18:46.964966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-05T20:18:46.965321] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-05T20:18:46.966185] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-05T20:18:46.966238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:46.966270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:46.966296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:46.966372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:47.025663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:47.026474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:47.026588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:47.026638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:47.141738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:47.141895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:47.141936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:47.141964] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:47.145456] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-12-05T20:18:47.145752] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-05T20:18:47.145880] [INFO ] [sig       ] CDRO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:47.300618] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CDRO.txt
[2025-12-05T20:18:47.300791] [INFO ] [sig       ] [656/3626] Completed CDRO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:47.300841] [INFO ] [sig       ] [657/3626] Forecasting CDTX...
[2025-12-05T20:18:47.300873] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-05T20:18:47.300904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-05T20:18:47.312022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-05T20:18:47.312344] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-05T20:18:47.313318] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-05T20:18:47.313380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:47.313424] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:47.313462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:47.313542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:47.370758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:47.371389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:47.371464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:47.371496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:47.490049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:47.490191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:47.490237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:47.490272] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:47.493561] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2025-12-05T20:18:47.493842] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-05T20:18:47.493966] [INFO ] [sig       ] CDTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:47.631950] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDTX.txt
[2025-12-05T20:18:47.632074] [INFO ] [sig       ] [657/3626] Completed CDTX in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:47.632112] [INFO ] [sig       ] [658/3626] Forecasting CDXS...
[2025-12-05T20:18:47.632149] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-05T20:18:47.632181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-05T20:18:47.642839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-05T20:18:47.643095] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-05T20:18:47.643876] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-05T20:18:47.643927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:47.643959] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:47.643987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:47.644044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:47.701506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:47.702145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:47.702220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:47.702253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:47.823611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:47.823760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:47.823800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:47.823829] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:47.827157] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=59.65%)
[2025-12-05T20:18:47.827418] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-05T20:18:47.827541] [INFO ] [sig       ] CDXS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:47.965748] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CDXS.txt
[2025-12-05T20:18:47.965893] [INFO ] [sig       ] [658/3626] Completed CDXS in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:47.965931] [INFO ] [sig       ] [659/3626] Forecasting CDZI...
[2025-12-05T20:18:47.965961] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-05T20:18:47.965989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-05T20:18:47.976973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-05T20:18:47.977332] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-05T20:18:47.978171] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-05T20:18:47.978223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:47.978255] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:47.978283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:47.978347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:48.042836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:48.043878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:48.043994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:48.044028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:48.169482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:48.169647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:48.169691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:48.169719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:48.173168] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-05T20:18:48.173448] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-05T20:18:48.173591] [INFO ] [sig       ] CDZI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:48.321835] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CDZI.txt
[2025-12-05T20:18:48.321969] [INFO ] [sig       ] [659/3626] Completed CDZI in 0.4s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:48.322009] [INFO ] [sig       ] [660/3626] Forecasting CE...
[2025-12-05T20:18:48.322038] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-05T20:18:48.322068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-05T20:18:48.332933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-05T20:18:48.333252] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-05T20:18:48.334017] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-05T20:18:48.334066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:48.334098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:48.334124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:48.334181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:48.389551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:48.390201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:48.390275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:48.390307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:48.512329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:48.512473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:48.512512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:48.512540] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:48.515795] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2025-12-05T20:18:48.516069] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-05T20:18:48.516187] [INFO ] [sig       ] CE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:48.651851] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CE.txt
[2025-12-05T20:18:48.651984] [INFO ] [sig       ] [660/3626] Completed CE in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:48.652021] [INFO ] [sig       ] [661/3626] Forecasting CECO...
[2025-12-05T20:18:48.652049] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-05T20:18:48.652078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-05T20:18:48.662773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2025-12-05T20:18:48.663054] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-05T20:18:48.663844] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-05T20:18:48.663895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:48.663926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:48.663954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:48.664010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:48.719743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:48.720415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:48.720493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:48.720526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:48.834764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:48.834912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:48.834952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:48.834997] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:48.838426] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-05T20:18:48.838704] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-05T20:18:48.838825] [INFO ] [sig       ] CECO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:48.975356] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CECO.txt
[2025-12-05T20:18:48.975501] [INFO ] [sig       ] [661/3626] Completed CECO in 0.3s | 2.94 sym/s | Total: 3.7m | ETA: 16.8m
[2025-12-05T20:18:48.975539] [INFO ] [sig       ] [662/3626] Forecasting CEG...
[2025-12-05T20:18:48.975586] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-05T20:18:48.975619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-05T20:18:48.986491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2025-12-05T20:18:48.986802] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-05T20:18:48.987535] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-05T20:18:48.987601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:48.987635] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:48.987661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:48.987716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:49.042740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:49.043458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:49.043533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:49.043564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:49.164304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:49.164453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:49.164492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:49.164519] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:49.167839] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=12.07%)
[2025-12-05T20:18:49.168105] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-05T20:18:49.168247] [INFO ] [sig       ] CEG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:49.307960] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CEG.txt
[2025-12-05T20:18:49.308126] [INFO ] [sig       ] [662/3626] Completed CEG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:49.308165] [INFO ] [sig       ] [663/3626] Forecasting CELC...
[2025-12-05T20:18:49.308195] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-05T20:18:49.308225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-05T20:18:49.318751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-05T20:18:49.319026] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-05T20:18:49.319779] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-05T20:18:49.319828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:49.319859] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:49.319885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:49.319941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:49.374811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:49.375522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:49.375623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:49.375673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:49.490616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:49.490764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:49.490803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:49.490830] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:49.494090] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=80.50%)
[2025-12-05T20:18:49.494352] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-05T20:18:49.494469] [INFO ] [sig       ] CELC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:49.630743] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CELC.txt
[2025-12-05T20:18:49.630890] [INFO ] [sig       ] [663/3626] Completed CELC in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:49.630930] [INFO ] [sig       ] [664/3626] Forecasting CELH...
[2025-12-05T20:18:49.630961] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-05T20:18:49.630995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-05T20:18:49.641687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-05T20:18:49.642088] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-05T20:18:49.642948] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-05T20:18:49.642998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:49.643029] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:49.643054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:49.643108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:49.701801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:49.702662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:49.702748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:49.702780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:49.821332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:49.821482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:49.821522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:49.821551] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:49.825179] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-05T20:18:49.825466] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-05T20:18:49.825614] [INFO ] [sig       ] CELH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:49.964115] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CELH.txt
[2025-12-05T20:18:49.964895] [INFO ] [sig       ] [664/3626] Completed CELH in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:49.964938] [INFO ] [sig       ] [665/3626] Forecasting CELZ...
[2025-12-05T20:18:49.964966] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-05T20:18:49.964995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-05T20:18:49.975101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2025-12-05T20:18:49.975392] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-05T20:18:49.976150] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-05T20:18:49.976199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:49.976230] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:49.976272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:49.976329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:50.031774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:50.032564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:50.032661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:50.032694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:50.147680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:50.147853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:50.147893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:50.147921] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:50.151162] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2025-12-05T20:18:50.151420] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-05T20:18:50.151536] [INFO ] [sig       ] CELZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:50.287638] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CELZ.txt
[2025-12-05T20:18:50.287766] [INFO ] [sig       ] [665/3626] Completed CELZ in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:50.287822] [INFO ] [sig       ] [666/3626] Forecasting CENTA...
[2025-12-05T20:18:50.287853] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-05T20:18:50.287882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-05T20:18:50.298262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-05T20:18:50.298542] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-05T20:18:50.299298] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-05T20:18:50.299347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:50.299404] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:50.299431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:50.299487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:50.354556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:50.355177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:50.355249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:50.355281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:50.471527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:50.471732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:50.471771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:50.471799] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:50.475058] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=88.46%)
[2025-12-05T20:18:50.475329] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-05T20:18:50.475445] [INFO ] [sig       ] CENTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:50.613157] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CENTA.txt
[2025-12-05T20:18:50.613282] [INFO ] [sig       ] [666/3626] Completed CENTA in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:50.613322] [INFO ] [sig       ] [667/3626] Forecasting CENX...
[2025-12-05T20:18:50.613351] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-05T20:18:50.613380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-05T20:18:50.623990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-05T20:18:50.624257] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-05T20:18:50.625091] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-05T20:18:50.625140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:50.625170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:50.625196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:50.625256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:50.681139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:50.681832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:50.681906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:50.681939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:50.809784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:50.809938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:50.809980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:50.810007] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:50.813292] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=79.48%)
[2025-12-05T20:18:50.813547] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-05T20:18:50.813697] [INFO ] [sig       ] CENX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:50.949422] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CENX.txt
[2025-12-05T20:18:50.949542] [INFO ] [sig       ] [667/3626] Completed CENX in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:50.949599] [INFO ] [sig       ] [668/3626] Forecasting CERS...
[2025-12-05T20:18:50.949630] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-05T20:18:50.949658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-05T20:18:50.960891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2025-12-05T20:18:50.961222] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-05T20:18:50.962013] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-05T20:18:50.962062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:50.962094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:50.962120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:50.962176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:51.017886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:51.018734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:51.018814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:51.018845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:51.131485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:51.131655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:51.131696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:51.131725] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:51.134961] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=6.13%)
[2025-12-05T20:18:51.135215] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-05T20:18:51.135330] [INFO ] [sig       ] CERS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:51.272928] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CERS.txt
[2025-12-05T20:18:51.273062] [INFO ] [sig       ] [668/3626] Completed CERS in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.8m
[2025-12-05T20:18:51.273099] [INFO ] [sig       ] [669/3626] Forecasting CETX...
[2025-12-05T20:18:51.273128] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-05T20:18:51.273164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-05T20:18:51.286349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-05T20:18:51.286975] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-05T20:18:51.287925] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-05T20:18:51.287977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:51.288010] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:51.288036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:51.288094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:51.346059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:51.347175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:51.347292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:51.347326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:51.462372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:51.462622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:51.462670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:51.462746] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:51.466511] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-05T20:18:51.466844] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-05T20:18:51.466984] [INFO ] [sig       ] CETX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:51.608437] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CETX.txt
[2025-12-05T20:18:51.608670] [INFO ] [sig       ] [669/3626] Completed CETX in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:51.608716] [INFO ] [sig       ] [670/3626] Forecasting CETY...
[2025-12-05T20:18:51.608746] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-05T20:18:51.608779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-05T20:18:51.620857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-05T20:18:51.621242] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-05T20:18:51.622040] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-05T20:18:51.622090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:51.622121] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:51.622146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:51.622201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:51.678705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:51.679603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:51.679689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:51.679728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:51.793375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:51.793729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:51.793771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:51.793799] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:51.797107] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: UP (p=53.10%)
[2025-12-05T20:18:51.797373] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-05T20:18:51.797494] [INFO ] [sig       ] CETY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:51.934942] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CETY.txt
[2025-12-05T20:18:51.935068] [INFO ] [sig       ] [670/3626] Completed CETY in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:51.935107] [INFO ] [sig       ] [671/3626] Forecasting CEVA...
[2025-12-05T20:18:51.935135] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-05T20:18:51.935164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-05T20:18:51.945648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-05T20:18:51.945896] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-05T20:18:51.946650] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-05T20:18:51.946698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:51.946728] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:51.946753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:51.946808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:52.003075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:52.003742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:52.003818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:52.003851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:52.125952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:52.126110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:52.126150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:52.126179] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:52.129528] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-05T20:18:52.129829] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-05T20:18:52.129952] [INFO ] [sig       ] CEVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:52.268785] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CEVA.txt
[2025-12-05T20:18:52.268908] [INFO ] [sig       ] [671/3626] Completed CEVA in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:52.268946] [INFO ] [sig       ] [672/3626] Forecasting CF...
[2025-12-05T20:18:52.268974] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-05T20:18:52.269004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-05T20:18:52.279322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2025-12-05T20:18:52.279597] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-05T20:18:52.280334] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-05T20:18:52.280383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:52.280414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:52.280439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:52.280494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:52.336129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:52.336710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:52.336782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:52.336813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:52.456207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:52.456358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:52.456405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:52.456432] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:52.459776] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-05T20:18:52.460039] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-05T20:18:52.460162] [INFO ] [sig       ] CF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:52.596970] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CF.txt
[2025-12-05T20:18:52.597090] [INFO ] [sig       ] [672/3626] Completed CF in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:52.597127] [INFO ] [sig       ] [673/3626] Forecasting CFFN...
[2025-12-05T20:18:52.597154] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-05T20:18:52.597183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-05T20:18:52.607507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-05T20:18:52.607765] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-05T20:18:52.608529] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-05T20:18:52.608600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:52.608634] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:52.608660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:52.608715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:52.664988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:52.665589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:52.665662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:52.665693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:52.781830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:52.781968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:52.782003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:52.782031] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:52.785294] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=6.52%)
[2025-12-05T20:18:52.785547] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-05T20:18:52.785686] [INFO ] [sig       ] CFFN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:52.920462] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CFFN.txt
[2025-12-05T20:18:52.920588] [INFO ] [sig       ] [673/3626] Completed CFFN in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:52.920629] [INFO ] [sig       ] [674/3626] Forecasting CFG...
[2025-12-05T20:18:52.920657] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-05T20:18:52.920686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-05T20:18:52.932028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-05T20:18:52.932307] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-05T20:18:52.933076] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-05T20:18:52.933127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:52.933158] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:52.933184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:52.933240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:52.988589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:52.989174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:52.989249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:52.989282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:53.106783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:53.106952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:53.106992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:53.107021] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:53.110327] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-05T20:18:53.110599] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-05T20:18:53.110717] [INFO ] [sig       ] CFG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:53.247295] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CFG.txt
[2025-12-05T20:18:53.247419] [INFO ] [sig       ] [674/3626] Completed CFG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:53.247455] [INFO ] [sig       ] [675/3626] Forecasting CFO...
[2025-12-05T20:18:53.247485] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-05T20:18:53.247514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-05T20:18:53.258096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2025-12-05T20:18:53.258348] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-05T20:18:53.259112] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-05T20:18:53.259162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:53.259192] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:53.259218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:53.259273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:53.314855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:53.315448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:53.315520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:53.315551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:53.422159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:53.422307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:53.422345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:53.422371] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:53.425635] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=36.51%)
[2025-12-05T20:18:53.425892] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-05T20:18:53.426008] [INFO ] [sig       ] CFO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:53.562850] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CFO.txt
[2025-12-05T20:18:53.562965] [INFO ] [sig       ] [675/3626] Completed CFO in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:53.563003] [INFO ] [sig       ] [676/3626] Forecasting CG...
[2025-12-05T20:18:53.563031] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-05T20:18:53.563059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-05T20:18:53.574216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2025-12-05T20:18:53.574522] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-05T20:18:53.575296] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-05T20:18:53.575347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:53.575378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:53.575404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:53.575459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:53.632466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:53.633073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:53.633169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:53.633202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:53.753521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:53.753690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:53.753730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:53.753758] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:53.757109] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-05T20:18:53.757374] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-05T20:18:53.757496] [INFO ] [sig       ] CG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:53.898455] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CG.txt
[2025-12-05T20:18:53.898634] [INFO ] [sig       ] [676/3626] Completed CG in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:53.898681] [INFO ] [sig       ] [677/3626] Forecasting CGABL...
[2025-12-05T20:18:53.898716] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-05T20:18:53.898745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-05T20:18:53.910027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-05T20:18:53.910433] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-05T20:18:53.911198] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-05T20:18:53.911249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:53.911279] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:53.911305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:53.911366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:53.967777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:53.968459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:53.968563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:53.968613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:54.082652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:54.082802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:54.082841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:54.082869] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:54.086112] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-05T20:18:54.086365] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-05T20:18:54.086482] [INFO ] [sig       ] CGABL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:54.223179] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CGABL.txt
[2025-12-05T20:18:54.223302] [INFO ] [sig       ] [677/3626] Completed CGABL in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:54.223342] [INFO ] [sig       ] [678/3626] Forecasting CGBD...
[2025-12-05T20:18:54.223370] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-05T20:18:54.223401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-05T20:18:54.237760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-05T20:18:54.238411] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-05T20:18:54.239352] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-05T20:18:54.239429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:54.239468] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:54.239501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:54.239583] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:54.296706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:54.297981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:54.298084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:54.298119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:54.416671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:54.416902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:54.416950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:54.416980] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:54.420891] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=30.97%)
[2025-12-05T20:18:54.421193] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-05T20:18:54.421332] [INFO ] [sig       ] CGBD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:54.563327] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CGBD.txt
[2025-12-05T20:18:54.563539] [INFO ] [sig       ] [678/3626] Completed CGBD in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:54.563604] [INFO ] [sig       ] [679/3626] Forecasting CGC...
[2025-12-05T20:18:54.563639] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-05T20:18:54.563672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-05T20:18:54.577027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-05T20:18:54.577428] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-05T20:18:54.578284] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-05T20:18:54.578337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:54.578391] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:54.578442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:54.578509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:54.634535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:54.635189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:54.635267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:54.635299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:54.752796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:54.752970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:54.753032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:54.753062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:54.756449] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=7.68%)
[2025-12-05T20:18:54.756739] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-05T20:18:54.756862] [INFO ] [sig       ] CGC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:54.894171] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CGC.txt
[2025-12-05T20:18:54.894330] [INFO ] [sig       ] [679/3626] Completed CGC in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:54.894371] [INFO ] [sig       ] [680/3626] Forecasting CGEM...
[2025-12-05T20:18:54.894399] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-05T20:18:54.894428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-05T20:18:54.905858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-05T20:18:54.906111] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-05T20:18:54.906919] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-05T20:18:54.906968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:54.906998] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:54.907022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:54.907076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:54.963346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:54.963982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:54.964057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:54.964088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:55.078806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:55.078966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:55.079005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:55.079033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:55.082400] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-05T20:18:55.082687] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-05T20:18:55.082808] [INFO ] [sig       ] CGEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:55.221543] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CGEM.txt
[2025-12-05T20:18:55.221708] [INFO ] [sig       ] [680/3626] Completed CGEM in 0.3s | 2.94 sym/s | Total: 3.8m | ETA: 16.7m
[2025-12-05T20:18:55.221746] [INFO ] [sig       ] [681/3626] Forecasting CGEN...
[2025-12-05T20:18:55.221774] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-05T20:18:55.221803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-05T20:18:55.233109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-05T20:18:55.233383] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-05T20:18:55.234182] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-05T20:18:55.234231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:55.234262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:55.234291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:55.234359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:55.290867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:55.291507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:55.291607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:55.291643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:55.410828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:55.410989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:55.411031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:55.411059] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:55.414377] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-05T20:18:55.414666] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-05T20:18:55.414785] [INFO ] [sig       ] CGEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:55.553148] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CGEN.txt
[2025-12-05T20:18:55.553270] [INFO ] [sig       ] [681/3626] Completed CGEN in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-05T20:18:55.553314] [INFO ] [sig       ] [682/3626] Forecasting CGNX...
[2025-12-05T20:18:55.553343] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-05T20:18:55.553372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-05T20:18:55.564416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-05T20:18:55.564709] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-05T20:18:55.565446] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-05T20:18:55.565495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:55.565527] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:55.565554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:55.565642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:55.621603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:55.622289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:55.622370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:55.622403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:55.745044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:55.745206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:55.745247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:55.745275] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:55.748766] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-05T20:18:55.749028] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-05T20:18:55.749148] [INFO ] [sig       ] CGNX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:55.888551] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CGNX.txt
[2025-12-05T20:18:55.888728] [INFO ] [sig       ] [682/3626] Completed CGNX in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-05T20:18:55.888768] [INFO ] [sig       ] [683/3626] Forecasting CGO...
[2025-12-05T20:18:55.888795] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-05T20:18:55.888825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-05T20:18:55.900511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-05T20:18:55.900885] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-05T20:18:55.901653] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-05T20:18:55.901702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:55.901760] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:55.901787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:55.901842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:55.968546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:55.969386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:55.969464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:55.969496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:56.081533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:56.081712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:56.081754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:56.081782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:56.085467] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: UP (p=72.08%)
[2025-12-05T20:18:56.085830] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-05T20:18:56.085980] [INFO ] [sig       ] CGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:56.229274] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CGO.txt
[2025-12-05T20:18:56.229425] [INFO ] [sig       ] [683/3626] Completed CGO in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-05T20:18:56.229465] [INFO ] [sig       ] [684/3626] Forecasting CGON...
[2025-12-05T20:18:56.229493] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-05T20:18:56.229522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-05T20:18:56.240731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-05T20:18:56.240991] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-05T20:18:56.241778] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-05T20:18:56.241826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:56.241857] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:56.241881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:56.241936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:56.298625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:56.299278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:56.299353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:56.299388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:56.422542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:56.422725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:56.422767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:56.422795] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:56.426179] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2025-12-05T20:18:56.426475] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-05T20:18:56.426621] [INFO ] [sig       ] CGON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:56.568044] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CGON.txt
[2025-12-05T20:18:56.568165] [INFO ] [sig       ] [684/3626] Completed CGON in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.7m
[2025-12-05T20:18:56.568202] [INFO ] [sig       ] [685/3626] Forecasting CGTX...
[2025-12-05T20:18:56.568230] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-05T20:18:56.568259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-05T20:18:56.579344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-05T20:18:56.579655] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-05T20:18:56.580407] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-05T20:18:56.580459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:56.580492] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:56.580519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:56.580599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:56.636909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:56.637527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:56.637618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:56.637652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:56.759270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:56.759411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:56.759467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:56.759495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:56.762763] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-05T20:18:56.763017] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-05T20:18:56.763131] [INFO ] [sig       ] CGTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:56.898567] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CGTX.txt
[2025-12-05T20:18:56.898711] [INFO ] [sig       ] [685/3626] Completed CGTX in 0.3s | 2.94 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:56.898749] [INFO ] [sig       ] [686/3626] Forecasting CHCI...
[2025-12-05T20:18:56.898776] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-05T20:18:56.898805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-05T20:18:56.909357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-05T20:18:56.909658] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-05T20:18:56.910385] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-05T20:18:56.910436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:56.910467] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:56.910493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:56.910548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:56.966685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:56.967274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:56.967348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:56.967379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:57.082809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:57.082957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:57.083000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:57.083059] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:57.086432] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-12-05T20:18:57.086714] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-05T20:18:57.086843] [INFO ] [sig       ] CHCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:57.224059] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHCI.txt
[2025-12-05T20:18:57.224183] [INFO ] [sig       ] [686/3626] Completed CHCI in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:57.224221] [INFO ] [sig       ] [687/3626] Forecasting CHCO...
[2025-12-05T20:18:57.224250] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-05T20:18:57.224281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-05T20:18:57.235390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-05T20:18:57.235699] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-05T20:18:57.236421] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-05T20:18:57.236472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:57.236502] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:57.236529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:57.236602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:57.292546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:57.293194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:57.293268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:57.293299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:57.414852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:57.415003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:57.415042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:57.415070] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:57.418373] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2025-12-05T20:18:57.418675] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-05T20:18:57.418792] [INFO ] [sig       ] CHCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:57.556188] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHCO.txt
[2025-12-05T20:18:57.556310] [INFO ] [sig       ] [687/3626] Completed CHCO in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:57.556352] [INFO ] [sig       ] [688/3626] Forecasting CHD...
[2025-12-05T20:18:57.556386] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-05T20:18:57.556422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-05T20:18:57.567874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-05T20:18:57.568143] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-05T20:18:57.568928] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-05T20:18:57.568978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:57.569008] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:57.569034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:57.569090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:57.625724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:57.626344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:57.626432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:57.626470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:57.747988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:57.748142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:57.748181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:57.748208] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:57.751516] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-05T20:18:57.751803] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-05T20:18:57.751943] [INFO ] [sig       ] CHD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:57.889470] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHD.txt
[2025-12-05T20:18:57.889615] [INFO ] [sig       ] [688/3626] Completed CHD in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:57.889655] [INFO ] [sig       ] [689/3626] Forecasting CHDN...
[2025-12-05T20:18:57.889683] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-05T20:18:57.889712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-05T20:18:57.901708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-05T20:18:57.901962] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-05T20:18:57.902732] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-05T20:18:57.902787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:57.902832] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:57.902859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:57.902913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:57.958660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:57.959289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:57.959363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:57.959395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:58.080529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:58.080701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:58.080747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:58.080774] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:58.084025] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2025-12-05T20:18:58.084280] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-05T20:18:58.084395] [INFO ] [sig       ] CHDN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:58.220122] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHDN.txt
[2025-12-05T20:18:58.220270] [INFO ] [sig       ] [689/3626] Completed CHDN in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:58.220308] [INFO ] [sig       ] [690/3626] Forecasting CHE...
[2025-12-05T20:18:58.220336] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-05T20:18:58.220365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-05T20:18:58.231664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-05T20:18:58.231978] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-05T20:18:58.232743] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-05T20:18:58.232792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:58.232823] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:58.232850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:58.232905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:58.288202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:58.289007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:58.289085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:58.289118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:58.404731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:58.404885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:58.404926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:58.404953] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:58.408217] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=91.27%)
[2025-12-05T20:18:58.408472] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-05T20:18:58.408607] [INFO ] [sig       ] CHE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:58.551163] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHE.txt
[2025-12-05T20:18:58.551368] [INFO ] [sig       ] [690/3626] Completed CHE in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:58.551418] [INFO ] [sig       ] [691/3626] Forecasting CHEF...
[2025-12-05T20:18:58.551451] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-05T20:18:58.551482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-05T20:18:58.563794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-05T20:18:58.564174] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-05T20:18:58.565000] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-05T20:18:58.565049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:58.565079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:58.565104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:58.565158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:58.619967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:58.620799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:58.620883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:58.620914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:58.734503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:58.734678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:58.734717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:58.734744] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:58.738074] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-05T20:18:58.738330] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-05T20:18:58.738449] [INFO ] [sig       ] CHEF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:58.873198] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHEF.txt
[2025-12-05T20:18:58.873318] [INFO ] [sig       ] [691/3626] Completed CHEF in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:58.873354] [INFO ] [sig       ] [692/3626] Forecasting CHH...
[2025-12-05T20:18:58.873382] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-05T20:18:58.873411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-05T20:18:58.884038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-05T20:18:58.884331] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-05T20:18:58.885092] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-05T20:18:58.885142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:58.885172] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:58.885198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:58.885253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:58.940754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:58.941497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:58.941592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:58.941625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:59.061455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:59.061619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:59.061659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:59.061686] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:59.064925] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-12-05T20:18:59.065182] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-05T20:18:59.065298] [INFO ] [sig       ] CHH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:59.212559] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHH.txt
[2025-12-05T20:18:59.212773] [INFO ] [sig       ] [692/3626] Completed CHH in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:59.212818] [INFO ] [sig       ] [693/3626] Forecasting CHI...
[2025-12-05T20:18:59.212855] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-05T20:18:59.212888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-05T20:18:59.226185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2025-12-05T20:18:59.226738] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-05T20:18:59.227679] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-05T20:18:59.227731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:59.227763] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:59.227808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:59.227867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:59.283264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:59.284089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:59.284218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:59.284264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:59.403262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:59.403411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:59.403450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:59.403478] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:59.406725] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: DOWN (p=17.84%)
[2025-12-05T20:18:59.406983] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-05T20:18:59.407098] [INFO ] [sig       ] CHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:18:59.544236] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHI.txt
[2025-12-05T20:18:59.544361] [INFO ] [sig       ] [693/3626] Completed CHI in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:59.544398] [INFO ] [sig       ] [694/3626] Forecasting CHKP...
[2025-12-05T20:18:59.544428] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-05T20:18:59.544458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-05T20:18:59.555805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-05T20:18:59.556076] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-05T20:18:59.556843] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-05T20:18:59.556892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:59.556923] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:59.556950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:59.557006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:59.613532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:59.614388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:59.614465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:59.614496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:18:59.735730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:18:59.735893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:18:59.735932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:18:59.735959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:18:59.739315] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=68.72%)
[2025-12-05T20:18:59.739625] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-05T20:18:59.739754] [INFO ] [sig       ] CHKP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:18:59.878770] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHKP.txt
[2025-12-05T20:18:59.878930] [INFO ] [sig       ] [694/3626] Completed CHKP in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:18:59.878970] [INFO ] [sig       ] [695/3626] Forecasting CHMI...
[2025-12-05T20:18:59.878998] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-05T20:18:59.879026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-05T20:18:59.890127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-05T20:18:59.890377] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-05T20:18:59.891135] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-05T20:18:59.891185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:18:59.891216] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:18:59.891242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:18:59.891297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:18:59.947564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:18:59.948217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:18:59.948296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:18:59.948327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:00.065232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:00.065369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:00.065408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:00.065436] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:00.069128] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=30.89%)
[2025-12-05T20:19:00.069388] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-05T20:19:00.069507] [INFO ] [sig       ] CHMI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:00.206722] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHMI.txt
[2025-12-05T20:19:00.206841] [INFO ] [sig       ] [695/3626] Completed CHMI in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:19:00.206877] [INFO ] [sig       ] [696/3626] Forecasting CHRD...
[2025-12-05T20:19:00.206906] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-05T20:19:00.206934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-05T20:19:00.219945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-05T20:19:00.220482] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-05T20:19:00.221430] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-05T20:19:00.221503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:00.221563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:00.221623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:00.221686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:00.282407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:00.283483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:00.283594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:00.283632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:00.413896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:00.414178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:00.414227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:00.414288] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:00.418628] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-05T20:19:00.419067] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-05T20:19:00.419232] [INFO ] [sig       ] CHRD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:00.567409] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHRD.txt
[2025-12-05T20:19:00.567878] [INFO ] [sig       ] [696/3626] Completed CHRD in 0.4s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:19:00.567924] [INFO ] [sig       ] [697/3626] Forecasting CHRS...
[2025-12-05T20:19:00.567956] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-05T20:19:00.567987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-05T20:19:00.583471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-05T20:19:00.583837] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-05T20:19:00.584680] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-05T20:19:00.584730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:00.584768] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:00.584794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:00.584850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:00.639913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:00.640732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:00.640815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:00.640847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:00.768682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:00.768833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:00.768873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:00.768901] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:00.772191] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-05T20:19:00.772449] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-05T20:19:00.772568] [INFO ] [sig       ] CHRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:00.911935] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHRS.txt
[2025-12-05T20:19:00.912038] [INFO ] [sig       ] [697/3626] Completed CHRS in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:19:00.912074] [INFO ] [sig       ] [698/3626] Forecasting CHSCL...
[2025-12-05T20:19:00.912102] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-05T20:19:00.912130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-05T20:19:00.923985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-05T20:19:00.924317] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-05T20:19:00.925118] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-05T20:19:00.925168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:00.925198] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:00.925225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:00.925280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:00.980661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:00.981222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:00.981296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:00.981344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:01.097148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:01.097250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:01.097284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:01.097311] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:01.100540] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2025-12-05T20:19:01.101008] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-05T20:19:01.101124] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:01.238077] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHSCL.txt
[2025-12-05T20:19:01.238179] [INFO ] [sig       ] [698/3626] Completed CHSCL in 0.3s | 2.95 sym/s | Total: 3.9m | ETA: 16.6m
[2025-12-05T20:19:01.238216] [INFO ] [sig       ] [699/3626] Forecasting CHSCM...
[2025-12-05T20:19:01.238244] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-05T20:19:01.238271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-05T20:19:01.249562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2025-12-05T20:19:01.249841] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-05T20:19:01.250611] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-05T20:19:01.250660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:01.250691] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:01.250717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:01.250775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:01.306591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:01.307398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:01.307476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:01.307508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:01.416853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:01.417007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:01.417045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:01.417074] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:01.420347] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-05T20:19:01.420625] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-05T20:19:01.420741] [INFO ] [sig       ] CHSCM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:01.559001] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHSCM.txt
[2025-12-05T20:19:01.559155] [INFO ] [sig       ] [699/3626] Completed CHSCM in 0.3s | 2.95 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-05T20:19:01.559192] [INFO ] [sig       ] [700/3626] Forecasting CHSCN...
[2025-12-05T20:19:01.559222] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-05T20:19:01.559251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-05T20:19:01.569627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-05T20:19:01.569970] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-05T20:19:01.570757] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-05T20:19:01.570806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:01.570863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:01.570903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:01.570960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:01.627018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:01.627864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:01.627942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:01.627973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:01.740797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:01.740954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:01.740993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:01.741020] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:01.744308] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-05T20:19:01.744606] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-05T20:19:01.744732] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:01.885328] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHSCN.txt
[2025-12-05T20:19:01.885480] [INFO ] [sig       ] [700/3626] Completed CHSCN in 0.3s | 2.95 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-05T20:19:01.885521] [INFO ] [sig       ] [701/3626] Forecasting CHSCO...
[2025-12-05T20:19:01.885549] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-05T20:19:01.885599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-05T20:19:01.902409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2025-12-05T20:19:01.903094] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-05T20:19:01.904370] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-05T20:19:01.904476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:01.904547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:01.904608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:01.904687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:01.973633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:01.974751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:01.974848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:01.974883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:02.110552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:02.110796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:02.110846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:02.110875] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:02.115334] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2025-12-05T20:19:02.115882] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-05T20:19:02.116033] [INFO ] [sig       ] CHSCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:02.280380] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHSCO.txt
[2025-12-05T20:19:02.280596] [INFO ] [sig       ] [701/3626] Completed CHSCO in 0.4s | 2.95 sym/s | Total: 4.0m | ETA: 16.6m
[2025-12-05T20:19:02.280641] [INFO ] [sig       ] [702/3626] Forecasting CHSCP...
[2025-12-05T20:19:02.280672] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-05T20:19:02.280706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-05T20:19:02.294423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-05T20:19:02.295000] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-05T20:19:02.296100] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-05T20:19:02.296157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:02.296203] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:02.296241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:02.296325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:02.366883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:02.368037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:02.368155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:02.368189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:02.484297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:02.484524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:02.484570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:02.484824] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:02.488776] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-05T20:19:02.489129] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-05T20:19:02.489305] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:02.676295] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHSCP.txt
[2025-12-05T20:19:02.676517] [INFO ] [sig       ] [702/3626] Completed CHSCP in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:02.676566] [INFO ] [sig       ] [703/3626] Forecasting CHWY...
[2025-12-05T20:19:02.676618] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-05T20:19:02.676653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-05T20:19:02.690091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-05T20:19:02.690641] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-05T20:19:02.691552] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-05T20:19:02.691645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:02.691692] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:02.691730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:02.691810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:02.752405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:02.753530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:02.753640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:02.753676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:02.883406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:02.883654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:02.883702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:02.883779] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:02.887673] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-05T20:19:02.888009] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-05T20:19:02.888186] [INFO ] [sig       ] CHWY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:03.037410] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CHWY.txt
[2025-12-05T20:19:03.037644] [INFO ] [sig       ] [703/3626] Completed CHWY in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:03.037689] [INFO ] [sig       ] [704/3626] Forecasting CHY...
[2025-12-05T20:19:03.037726] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-05T20:19:03.037770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-05T20:19:03.050318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-05T20:19:03.050860] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-05T20:19:03.051728] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-05T20:19:03.051783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:03.051816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:03.051844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:03.051902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:03.108704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:03.109561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:03.109666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:03.109699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:03.229419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:03.229598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:03.229639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:03.229667] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:03.233046] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=4.23%)
[2025-12-05T20:19:03.233310] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-05T20:19:03.233433] [INFO ] [sig       ] CHY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:03.371015] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CHY.txt
[2025-12-05T20:19:03.371154] [INFO ] [sig       ] [704/3626] Completed CHY in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:03.371192] [INFO ] [sig       ] [705/3626] Forecasting CI...
[2025-12-05T20:19:03.371221] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-05T20:19:03.371251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-05T20:19:03.384250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-05T20:19:03.384737] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-05T20:19:03.385644] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-05T20:19:03.385701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:03.385736] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:03.385768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:03.385832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:03.445643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:03.446652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:03.446746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:03.446782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:03.569715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:03.569936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:03.569984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:03.570016] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:03.573866] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-05T20:19:03.574169] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-05T20:19:03.574305] [INFO ] [sig       ] CI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:03.721857] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CI.txt
[2025-12-05T20:19:03.722091] [INFO ] [sig       ] [705/3626] Completed CI in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:03.722136] [INFO ] [sig       ] [706/3626] Forecasting CIA...
[2025-12-05T20:19:03.722168] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-05T20:19:03.722201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-05T20:19:03.734967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-05T20:19:03.735494] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-05T20:19:03.736427] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-05T20:19:03.736483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:03.736522] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:03.736558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:03.736661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:03.797822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:03.799008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:03.799118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:03.799152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:03.922049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:03.922278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:03.922324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:03.922357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:03.926362] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=41.08%)
[2025-12-05T20:19:03.926848] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-05T20:19:03.927028] [INFO ] [sig       ] CIA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:04.079140] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CIA.txt
[2025-12-05T20:19:04.079391] [INFO ] [sig       ] [706/3626] Completed CIA in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:04.079443] [INFO ] [sig       ] [707/3626] Forecasting CIB...
[2025-12-05T20:19:04.079478] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-05T20:19:04.079517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-05T20:19:04.092818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-05T20:19:04.093391] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-05T20:19:04.094305] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-05T20:19:04.094360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:04.094400] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:04.094435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:04.094496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:04.153444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:04.154590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:04.154688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:04.154726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:04.284886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:04.285120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:04.285168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:04.285198] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:04.289333] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-05T20:19:04.289744] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-05T20:19:04.289906] [INFO ] [sig       ] CIB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:04.438828] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CIB.txt
[2025-12-05T20:19:04.439046] [INFO ] [sig       ] [707/3626] Completed CIB in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:04.439090] [INFO ] [sig       ] [708/3626] Forecasting CIEN...
[2025-12-05T20:19:04.439122] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-05T20:19:04.439154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-05T20:19:04.452166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-05T20:19:04.452705] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-05T20:19:04.453640] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-05T20:19:04.453694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:04.453728] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:04.453754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:04.453812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:04.515350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:04.516562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:04.516695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:04.516735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:04.667412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:04.667659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:04.667714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:04.667743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:04.672234] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2025-12-05T20:19:04.672657] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-05T20:19:04.672833] [INFO ] [sig       ] CIEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:04.822730] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CIEN.txt
[2025-12-05T20:19:04.822946] [INFO ] [sig       ] [708/3626] Completed CIEN in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:04.822996] [INFO ] [sig       ] [709/3626] Forecasting CIF...
[2025-12-05T20:19:04.823033] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-05T20:19:04.823068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-05T20:19:04.835826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2025-12-05T20:19:04.836408] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-05T20:19:04.837321] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-05T20:19:04.837372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:04.837403] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:04.837430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:04.837493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:04.895770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:04.896873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:04.896968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:04.897003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:05.005460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:05.005733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:05.005785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:05.005814] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:05.009813] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=56.46%)
[2025-12-05T20:19:05.010125] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-05T20:19:05.010267] [INFO ] [sig       ] CIF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:05.157161] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CIF.txt
[2025-12-05T20:19:05.157365] [INFO ] [sig       ] [709/3626] Completed CIF in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:05.157408] [INFO ] [sig       ] [710/3626] Forecasting CIG...
[2025-12-05T20:19:05.157438] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-05T20:19:05.157469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-05T20:19:05.169914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-05T20:19:05.170340] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-05T20:19:05.171187] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-05T20:19:05.171238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:05.171270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:05.171298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:05.171354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:05.226803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:05.227733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:05.227859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:05.227893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:05.365916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:05.366215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:05.366294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:05.366345] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:05.371639] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=26.61%)
[2025-12-05T20:19:05.372333] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-05T20:19:05.372545] [INFO ] [sig       ] CIG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:05.523121] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CIG.txt
[2025-12-05T20:19:05.523346] [INFO ] [sig       ] [710/3626] Completed CIG in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:05.523394] [INFO ] [sig       ] [711/3626] Forecasting CIGI...
[2025-12-05T20:19:05.523426] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-05T20:19:05.523459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-05T20:19:05.537007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2025-12-05T20:19:05.537557] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-05T20:19:05.538519] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-05T20:19:05.538594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:05.538631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:05.538659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:05.538719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:05.596057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:05.597172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:05.597270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:05.597303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:05.718939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:05.719164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:05.719209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:05.719236] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:05.723004] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-05T20:19:05.723301] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-05T20:19:05.723434] [INFO ] [sig       ] CIGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:05.868627] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CIGI.txt
[2025-12-05T20:19:05.868802] [INFO ] [sig       ] [711/3626] Completed CIGI in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:05.868843] [INFO ] [sig       ] [712/3626] Forecasting CII...
[2025-12-05T20:19:05.868872] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-05T20:19:05.868903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-05T20:19:05.880958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2025-12-05T20:19:05.881370] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-05T20:19:05.882298] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-05T20:19:05.882348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:05.882380] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:05.882406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:05.882463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:05.946803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:05.947912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:05.948006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:05.948040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:06.072847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:06.073071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:06.073116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:06.073145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:06.076942] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-05T20:19:06.077247] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-05T20:19:06.077385] [INFO ] [sig       ] CII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:06.217499] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CII.txt
[2025-12-05T20:19:06.217710] [INFO ] [sig       ] [712/3626] Completed CII in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:06.217751] [INFO ] [sig       ] [713/3626] Forecasting CIM...
[2025-12-05T20:19:06.217780] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-05T20:19:06.218077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-05T20:19:06.231131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-05T20:19:06.231621] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-05T20:19:06.232539] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-05T20:19:06.232609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:06.232668] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:06.232696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:06.232755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:06.289468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:06.290485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:06.290600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:06.290637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:06.412738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:06.412973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:06.413022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:06.413054] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:06.416988] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-05T20:19:06.417282] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-05T20:19:06.417417] [INFO ] [sig       ] CIM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:06.557218] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CIM.txt
[2025-12-05T20:19:06.557436] [INFO ] [sig       ] [713/3626] Completed CIM in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:06.557476] [INFO ] [sig       ] [714/3626] Forecasting CINF...
[2025-12-05T20:19:06.557507] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-05T20:19:06.557539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-05T20:19:06.570300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-05T20:19:06.570908] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-05T20:19:06.571847] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-05T20:19:06.571900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:06.571934] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:06.571962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:06.572022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:06.636050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:06.637156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:06.637255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:06.637289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:06.763020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:06.763248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:06.763296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:06.763327] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:06.767283] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: UP (p=89.39%)
[2025-12-05T20:19:06.767655] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-05T20:19:06.767831] [INFO ] [sig       ] CINF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:06.909393] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CINF.txt
[2025-12-05T20:19:06.909632] [INFO ] [sig       ] [714/3626] Completed CINF in 0.4s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:06.909679] [INFO ] [sig       ] [715/3626] Forecasting CING...
[2025-12-05T20:19:06.909707] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-05T20:19:06.909739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-05T20:19:06.922449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-05T20:19:06.923032] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-05T20:19:06.924030] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-05T20:19:06.924083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:06.924117] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:06.924145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:06.924205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:06.983027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:06.984161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:06.984283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:06.984317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:07.104765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:07.104994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:07.105039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:07.105067] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:07.109052] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-05T20:19:07.109425] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-05T20:19:07.109594] [INFO ] [sig       ] CING: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:07.254431] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CING.txt
[2025-12-05T20:19:07.254641] [INFO ] [sig       ] [715/3626] Completed CING in 0.3s | 2.94 sym/s | Total: 4.0m | ETA: 16.5m
[2025-12-05T20:19:07.254682] [INFO ] [sig       ] [716/3626] Forecasting CIO...
[2025-12-05T20:19:07.254715] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-05T20:19:07.254746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-05T20:19:07.267446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIO'.
[2025-12-05T20:19:07.268056] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-05T20:19:07.269004] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-05T20:19:07.269056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:07.269090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:07.269118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:07.269176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:07.325201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:07.326359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:07.326486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:07.326519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:07.451218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:07.451391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:07.451449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:07.451493] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:07.455226] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-05T20:19:07.455506] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-05T20:19:07.455665] [INFO ] [sig       ] CIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:07.618075] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CIO.txt
[2025-12-05T20:19:07.618261] [INFO ] [sig       ] [716/3626] Completed CIO in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:07.618331] [INFO ] [sig       ] [717/3626] Forecasting CION...
[2025-12-05T20:19:07.618381] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-05T20:19:07.618428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-05T20:19:07.629853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-05T20:19:07.630170] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-05T20:19:07.631113] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-05T20:19:07.631173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:07.631251] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:07.631291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:07.631369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:07.694999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:07.695937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:07.696021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:07.696055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:07.834903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:07.835073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:07.835115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:07.835142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:07.838880] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=23.71%)
[2025-12-05T20:19:07.839238] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-05T20:19:07.839384] [INFO ] [sig       ] CION: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:07.978164] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CION.txt
[2025-12-05T20:19:07.978322] [INFO ] [sig       ] [717/3626] Completed CION in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:07.978363] [INFO ] [sig       ] [718/3626] Forecasting CISS...
[2025-12-05T20:19:07.978393] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-05T20:19:07.978422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-05T20:19:07.988887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-05T20:19:07.989164] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-05T20:19:07.989954] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-05T20:19:07.990006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:07.990038] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:07.990064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:07.990120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:08.045876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:08.046746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:08.046834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:08.046865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:08.161175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:08.161325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:08.161364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:08.161393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:08.164679] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2025-12-05T20:19:08.164943] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-05T20:19:08.165077] [INFO ] [sig       ] CISS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:08.306662] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CISS.txt
[2025-12-05T20:19:08.306813] [INFO ] [sig       ] [718/3626] Completed CISS in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:08.306851] [INFO ] [sig       ] [719/3626] Forecasting CIVB...
[2025-12-05T20:19:08.306881] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-05T20:19:08.306910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-05T20:19:08.317495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-05T20:19:08.317918] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-05T20:19:08.318696] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-05T20:19:08.318745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:08.318777] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:08.318804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:08.318860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:08.374204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:08.375070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:08.375154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:08.375187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:08.495672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:08.495853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:08.495899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:08.495928] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:08.499364] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=6.81%)
[2025-12-05T20:19:08.499642] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-05T20:19:08.499765] [INFO ] [sig       ] CIVB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:08.636846] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CIVB.txt
[2025-12-05T20:19:08.636966] [INFO ] [sig       ] [719/3626] Completed CIVB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:08.637003] [INFO ] [sig       ] [720/3626] Forecasting CIVI...
[2025-12-05T20:19:08.637033] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-05T20:19:08.637062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-05T20:19:08.647489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-05T20:19:08.647785] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-05T20:19:08.648561] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-05T20:19:08.648627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:08.648659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:08.648685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:08.648740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:08.703807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:08.704687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:08.704771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:08.704803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:08.821545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:08.821717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:08.821772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:08.821829] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:08.825150] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2025-12-05T20:19:08.825409] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-05T20:19:08.825529] [INFO ] [sig       ] CIVI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:08.960707] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CIVI.txt
[2025-12-05T20:19:08.960829] [INFO ] [sig       ] [720/3626] Completed CIVI in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:08.960866] [INFO ] [sig       ] [721/3626] Forecasting CLB...
[2025-12-05T20:19:08.960895] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-05T20:19:08.960924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-05T20:19:08.971610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2025-12-05T20:19:08.971858] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-05T20:19:08.972617] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-05T20:19:08.972667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:08.972698] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:08.972724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:08.972779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:09.028111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:09.028822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:09.028900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:09.028932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:09.143090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:09.143236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:09.143276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:09.143305] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:09.146698] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-12-05T20:19:09.146979] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-05T20:19:09.147100] [INFO ] [sig       ] CLB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:09.286497] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLB.txt
[2025-12-05T20:19:09.286646] [INFO ] [sig       ] [721/3626] Completed CLB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.5m
[2025-12-05T20:19:09.286685] [INFO ] [sig       ] [722/3626] Forecasting CLBK...
[2025-12-05T20:19:09.286714] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-05T20:19:09.286743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-05T20:19:09.297714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-05T20:19:09.298042] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-05T20:19:09.298816] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-05T20:19:09.298865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:09.298895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:09.298921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:09.298976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:09.353596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:09.354314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:09.354409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:09.354441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:09.464880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:09.465031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:09.465072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:09.465102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:09.468461] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2025-12-05T20:19:09.468751] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-05T20:19:09.468873] [INFO ] [sig       ] CLBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:09.616164] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLBK.txt
[2025-12-05T20:19:09.616317] [INFO ] [sig       ] [722/3626] Completed CLBK in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:09.616357] [INFO ] [sig       ] [723/3626] Forecasting CLCO...
[2025-12-05T20:19:09.616387] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-05T20:19:09.616419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-05T20:19:09.627372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-05T20:19:09.627732] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-05T20:19:09.628530] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-05T20:19:09.628597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:09.628631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:09.628658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:09.628717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:09.687233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:09.688096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:09.688175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:09.688207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:09.807049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:09.807201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:09.807241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:09.807268] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:09.810681] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=23.93%)
[2025-12-05T20:19:09.810958] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-05T20:19:09.811086] [INFO ] [sig       ] CLCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:09.965900] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLCO.txt
[2025-12-05T20:19:09.966058] [INFO ] [sig       ] [723/3626] Completed CLCO in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:09.966098] [INFO ] [sig       ] [724/3626] Forecasting CLDX...
[2025-12-05T20:19:09.966128] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-05T20:19:09.966158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-05T20:19:09.976937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-05T20:19:09.977298] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-05T20:19:09.978118] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-05T20:19:09.978169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:09.978215] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:09.978243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:09.978300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:10.036994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:10.037989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:10.038073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:10.038106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:10.156326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:10.156477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:10.156516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:10.156545] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:10.159912] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2025-12-05T20:19:10.160173] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-05T20:19:10.160293] [INFO ] [sig       ] CLDX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:10.297550] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLDX.txt
[2025-12-05T20:19:10.297724] [INFO ] [sig       ] [724/3626] Completed CLDX in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:10.297765] [INFO ] [sig       ] [725/3626] Forecasting CLF...
[2025-12-05T20:19:10.297822] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-05T20:19:10.297853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-05T20:19:10.309447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-05T20:19:10.309875] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-05T20:19:10.310748] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-05T20:19:10.310801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:10.310833] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:10.310859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:10.310916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:10.369362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:10.370218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:10.370304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:10.370337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:10.497389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:10.497554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:10.497617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:10.497649] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:10.501107] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-05T20:19:10.501406] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-05T20:19:10.501539] [INFO ] [sig       ] CLF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:10.643374] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLF.txt
[2025-12-05T20:19:10.643523] [INFO ] [sig       ] [725/3626] Completed CLF in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:10.643561] [INFO ] [sig       ] [726/3626] Forecasting CLFD...
[2025-12-05T20:19:10.643611] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-05T20:19:10.643642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-05T20:19:10.656146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-05T20:19:10.656612] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-05T20:19:10.657676] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-05T20:19:10.657747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:10.657811] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:10.657851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:10.657939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:10.729676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:10.730852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:10.730966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:10.731021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:10.866097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:10.866273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:10.866321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:10.866357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:10.870910] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=39.54%)
[2025-12-05T20:19:10.871281] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-05T20:19:10.871451] [INFO ] [sig       ] CLFD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:11.045734] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLFD.txt
[2025-12-05T20:19:11.045900] [INFO ] [sig       ] [726/3626] Completed CLFD in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:11.045938] [INFO ] [sig       ] [727/3626] Forecasting CLH...
[2025-12-05T20:19:11.045968] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-05T20:19:11.046002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-05T20:19:11.061803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-05T20:19:11.062288] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-05T20:19:11.063435] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-05T20:19:11.063504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:11.063556] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:11.063627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:11.063719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:11.147117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:11.148302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:11.148465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:11.148518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:11.312962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:11.313153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:11.313222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:11.313273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:11.318869] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-05T20:19:11.319401] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-05T20:19:11.319644] [INFO ] [sig       ] CLH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:11.526887] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLH.txt
[2025-12-05T20:19:11.527055] [INFO ] [sig       ] [727/3626] Completed CLH in 0.5s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:11.527095] [INFO ] [sig       ] [728/3626] Forecasting CLLS...
[2025-12-05T20:19:11.527125] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-05T20:19:11.527159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-05T20:19:11.542378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-05T20:19:11.542905] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-05T20:19:11.544057] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-05T20:19:11.544125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:11.544172] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:11.544212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:11.544300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:11.624170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:11.625102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:11.625188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:11.625221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:11.756469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:11.756645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:11.756689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:11.756718] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:11.760215] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2025-12-05T20:19:11.760540] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-05T20:19:11.760700] [INFO ] [sig       ] CLLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:11.921468] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLLS.txt
[2025-12-05T20:19:11.921634] [INFO ] [sig       ] [728/3626] Completed CLLS in 0.4s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:11.921675] [INFO ] [sig       ] [729/3626] Forecasting CLMB...
[2025-12-05T20:19:11.921705] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-05T20:19:11.921734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-05T20:19:11.933300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-05T20:19:11.933703] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-05T20:19:11.934682] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-05T20:19:11.934736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:11.934767] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:11.934794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:11.934849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:11.991072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:11.991961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:11.992045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:11.992078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:12.113905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:12.114056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:12.114097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:12.114124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:12.117743] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-05T20:19:12.118049] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-05T20:19:12.118181] [INFO ] [sig       ] CLMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:12.260650] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLMB.txt
[2025-12-05T20:19:12.260821] [INFO ] [sig       ] [729/3626] Completed CLMB in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:12.260869] [INFO ] [sig       ] [730/3626] Forecasting CLNE...
[2025-12-05T20:19:12.260899] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-05T20:19:12.260929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-05T20:19:12.272526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-05T20:19:12.272876] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-05T20:19:12.273700] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-05T20:19:12.273751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:12.273787] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:12.273827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:12.273902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:12.336731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:12.337937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:12.338031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:12.338065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:12.457023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:12.457176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:12.457216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:12.457245] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:12.460717] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=18.62%)
[2025-12-05T20:19:12.460995] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-05T20:19:12.461147] [INFO ] [sig       ] CLNE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:12.608531] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLNE.txt
[2025-12-05T20:19:12.608785] [INFO ] [sig       ] [730/3626] Completed CLNE in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:12.608836] [INFO ] [sig       ] [731/3626] Forecasting CLNN...
[2025-12-05T20:19:12.608871] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-05T20:19:12.608908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-05T20:19:12.621963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-05T20:19:12.622427] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-05T20:19:12.623415] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-05T20:19:12.623475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:12.623516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:12.623553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:12.623651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:12.684382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:12.685284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:12.685365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:12.685400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:12.805072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:12.805227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:12.805268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:12.805340] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:12.808942] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=27.82%)
[2025-12-05T20:19:12.809209] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-05T20:19:12.809333] [INFO ] [sig       ] CLNN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:12.949216] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLNN.txt
[2025-12-05T20:19:12.949358] [INFO ] [sig       ] [731/3626] Completed CLNN in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:12.949397] [INFO ] [sig       ] [732/3626] Forecasting CLOA...
[2025-12-05T20:19:12.949425] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-05T20:19:12.949454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-05T20:19:12.959990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-05T20:19:12.960233] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-05T20:19:12.960992] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-05T20:19:12.961041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:12.961072] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:12.961098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:12.961153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:13.017026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:13.017662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:13.017734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:13.017766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:13.117887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:13.118037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:13.118092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:13.118123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:13.121454] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: DOWN (p=45.09%)
[2025-12-05T20:19:13.121736] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-05T20:19:13.121854] [INFO ] [sig       ] CLOA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:13.257474] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLOA.txt
[2025-12-05T20:19:13.257620] [INFO ] [sig       ] [732/3626] Completed CLOA in 0.3s | 2.94 sym/s | Total: 4.1m | ETA: 16.4m
[2025-12-05T20:19:13.257661] [INFO ] [sig       ] [733/3626] Forecasting CLRB...
[2025-12-05T20:19:13.257691] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-05T20:19:13.257720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-05T20:19:13.268268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-05T20:19:13.268554] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-05T20:19:13.269338] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-05T20:19:13.269388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:13.269420] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:13.269447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:13.269502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:13.325625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:13.326359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:13.326449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:13.326508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:13.441262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:13.441413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:13.441453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:13.441482] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:13.444829] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-05T20:19:13.445091] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-05T20:19:13.445209] [INFO ] [sig       ] CLRB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:13.598903] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLRB.txt
[2025-12-05T20:19:13.599035] [INFO ] [sig       ] [733/3626] Completed CLRB in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:13.599073] [INFO ] [sig       ] [734/3626] Forecasting CLRO...
[2025-12-05T20:19:13.599102] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-05T20:19:13.599131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-05T20:19:13.609944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-05T20:19:13.610300] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-05T20:19:13.611096] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-05T20:19:13.611158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:13.611231] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:13.611268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:13.611326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:13.668509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:13.669407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:13.669488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:13.669520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:13.776728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:13.776879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:13.776919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:13.776946] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:13.780247] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-12-05T20:19:13.780500] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-05T20:19:13.780635] [INFO ] [sig       ] CLRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:13.918619] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CLRO.txt
[2025-12-05T20:19:13.918741] [INFO ] [sig       ] [734/3626] Completed CLRO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:13.918779] [INFO ] [sig       ] [735/3626] Forecasting CLS...
[2025-12-05T20:19:13.918812] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-05T20:19:13.918840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-05T20:19:13.929276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-05T20:19:13.929521] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-05T20:19:13.930295] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-05T20:19:13.930344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:13.930375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:13.930409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:13.930477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:13.986120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:13.986934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:13.987012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:13.987044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:14.108329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:14.108474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:14.108513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:14.108542] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:14.111820] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=74.51%)
[2025-12-05T20:19:14.112076] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-05T20:19:14.112191] [INFO ] [sig       ] CLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:14.249999] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLS.txt
[2025-12-05T20:19:14.250118] [INFO ] [sig       ] [735/3626] Completed CLS in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:14.250155] [INFO ] [sig       ] [736/3626] Forecasting CLX...
[2025-12-05T20:19:14.250183] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-05T20:19:14.250213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-05T20:19:14.261961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-05T20:19:14.262236] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-05T20:19:14.263180] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-05T20:19:14.263228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:14.263259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:14.263286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:14.263341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:14.321060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:14.321774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:14.321852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:14.321887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:14.445839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:14.445994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:14.446034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:14.446062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:14.449860] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: UP (p=66.83%)
[2025-12-05T20:19:14.450129] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-05T20:19:14.450258] [INFO ] [sig       ] CLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:14.587304] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CLX.txt
[2025-12-05T20:19:14.587426] [INFO ] [sig       ] [736/3626] Completed CLX in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:14.587464] [INFO ] [sig       ] [737/3626] Forecasting CM...
[2025-12-05T20:19:14.587492] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-05T20:19:14.587521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-05T20:19:14.598618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2025-12-05T20:19:14.598867] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-05T20:19:14.599807] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-05T20:19:14.599880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:14.599911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:14.599937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:14.599991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:14.657238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:14.657865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:14.657938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:14.657969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:14.784383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:14.784546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:14.784602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:14.784631] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:14.788078] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: UP (p=90.61%)
[2025-12-05T20:19:14.788335] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-05T20:19:14.788452] [INFO ] [sig       ] CM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:14.939232] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CM.txt
[2025-12-05T20:19:14.939380] [INFO ] [sig       ] [737/3626] Completed CM in 0.4s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:14.939419] [INFO ] [sig       ] [738/3626] Forecasting CMA...
[2025-12-05T20:19:14.939448] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-05T20:19:14.939477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-05T20:19:14.950505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-05T20:19:14.950882] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-05T20:19:14.951658] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-05T20:19:14.951708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:14.951738] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:14.951763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:14.951822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:15.010186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:15.011103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:15.011196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:15.011233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:15.132980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:15.133132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:15.133172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:15.133199] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:15.136541] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=89.32%)
[2025-12-05T20:19:15.136842] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-05T20:19:15.136971] [INFO ] [sig       ] CMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:15.282067] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMA.txt
[2025-12-05T20:19:15.282212] [INFO ] [sig       ] [738/3626] Completed CMA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:15.282254] [INFO ] [sig       ] [739/3626] Forecasting CMC...
[2025-12-05T20:19:15.282295] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-05T20:19:15.282329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-05T20:19:15.292780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2025-12-05T20:19:15.293073] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-05T20:19:15.293859] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-05T20:19:15.293920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:15.293958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:15.293984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:15.294044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:15.350168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:15.351008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:15.351086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:15.351118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:15.470884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:15.471033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:15.471072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:15.471100] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:15.474412] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-05T20:19:15.474699] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-05T20:19:15.474823] [INFO ] [sig       ] CMC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:15.616279] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMC.txt
[2025-12-05T20:19:15.616425] [INFO ] [sig       ] [739/3626] Completed CMC in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:15.616464] [INFO ] [sig       ] [740/3626] Forecasting CMCM...
[2025-12-05T20:19:15.616493] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-05T20:19:15.616521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-05T20:19:15.626782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2025-12-05T20:19:15.627057] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-05T20:19:15.627826] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-05T20:19:15.627875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:15.627905] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:15.627931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:15.627985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:15.683065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:15.683730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:15.683806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:15.683844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:15.793821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:15.793959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:15.793998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:15.794025] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:15.797268] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=27.63%)
[2025-12-05T20:19:15.797527] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-05T20:19:15.797663] [INFO ] [sig       ] CMCM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:15.933911] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMCM.txt
[2025-12-05T20:19:15.934033] [INFO ] [sig       ] [740/3626] Completed CMCM in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:15.934076] [INFO ] [sig       ] [741/3626] Forecasting CMCO...
[2025-12-05T20:19:15.934104] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-05T20:19:15.934133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-05T20:19:15.944807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-05T20:19:15.945103] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-05T20:19:15.945861] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-05T20:19:15.945913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:15.945944] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:15.945970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:15.946025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:16.003025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:16.003730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:16.003806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:16.003839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:16.125762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:16.125938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:16.125980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:16.126009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:16.129631] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2025-12-05T20:19:16.129917] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-05T20:19:16.130047] [INFO ] [sig       ] CMCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:16.272431] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMCO.txt
[2025-12-05T20:19:16.272591] [INFO ] [sig       ] [741/3626] Completed CMCO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.4m
[2025-12-05T20:19:16.272633] [INFO ] [sig       ] [742/3626] Forecasting CMCSA...
[2025-12-05T20:19:16.272662] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-05T20:19:16.272692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-05T20:19:16.283443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-05T20:19:16.283800] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-05T20:19:16.284611] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-05T20:19:16.284661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:16.284692] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:16.284719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:16.284775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:16.340665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:16.341473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:16.341555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:16.341608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:16.463844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:16.463994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:16.464032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:16.464060] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:16.467543] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2025-12-05T20:19:16.467888] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-05T20:19:16.468015] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:16.606803] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMCSA.txt
[2025-12-05T20:19:16.606934] [INFO ] [sig       ] [742/3626] Completed CMCSA in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:16.606972] [INFO ] [sig       ] [743/3626] Forecasting CME...
[2025-12-05T20:19:16.607000] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-05T20:19:16.607029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-05T20:19:16.618797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2025-12-05T20:19:16.619326] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-05T20:19:16.620346] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-05T20:19:16.620395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:16.620426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:16.620451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:16.620507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:16.678130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:16.679035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:16.679117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:16.679149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:16.803390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:16.803541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:16.803600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:16.803630] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:16.806916] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-05T20:19:16.807199] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-05T20:19:16.807348] [INFO ] [sig       ] CME: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:16.948036] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CME.txt
[2025-12-05T20:19:16.948174] [INFO ] [sig       ] [743/3626] Completed CME in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:16.948211] [INFO ] [sig       ] [744/3626] Forecasting CMG...
[2025-12-05T20:19:16.948243] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-05T20:19:16.948273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-05T20:19:16.959242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-05T20:19:16.959590] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-05T20:19:16.960331] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-05T20:19:16.960381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:16.960411] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:16.960438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:16.960493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:17.015900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:17.016637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:17.016712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:17.016744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:17.134049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:17.134188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:17.134242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:17.134271] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:17.137592] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-05T20:19:17.137904] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-05T20:19:17.138037] [INFO ] [sig       ] CMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:17.276138] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMG.txt
[2025-12-05T20:19:17.276258] [INFO ] [sig       ] [744/3626] Completed CMG in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:17.276295] [INFO ] [sig       ] [745/3626] Forecasting CMI...
[2025-12-05T20:19:17.276324] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-05T20:19:17.276352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-05T20:19:17.287497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-05T20:19:17.287889] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-05T20:19:17.288670] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-05T20:19:17.288721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:17.288753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:17.288778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:17.288833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:17.344890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:17.345752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:17.345832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:17.345863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:17.463520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:17.463698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:17.463737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:17.463764] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:17.467059] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=37.36%)
[2025-12-05T20:19:17.467313] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-05T20:19:17.467431] [INFO ] [sig       ] CMI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:17.603297] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMI.txt
[2025-12-05T20:19:17.603417] [INFO ] [sig       ] [745/3626] Completed CMI in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:17.603455] [INFO ] [sig       ] [746/3626] Forecasting CMMB...
[2025-12-05T20:19:17.603483] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-05T20:19:17.603512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-05T20:19:17.614768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2025-12-05T20:19:17.615066] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-05T20:19:17.615943] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-05T20:19:17.615995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:17.616028] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:17.616056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:17.616112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:17.671399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:17.672014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:17.672087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:17.672117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:17.791059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:17.791217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:17.791257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:17.791284] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:17.794614] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-05T20:19:17.794871] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-05T20:19:17.794987] [INFO ] [sig       ] CMMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:17.930489] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMMB.txt
[2025-12-05T20:19:17.930617] [INFO ] [sig       ] [746/3626] Completed CMMB in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:17.930656] [INFO ] [sig       ] [747/3626] Forecasting CMP...
[2025-12-05T20:19:17.930683] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-05T20:19:17.930711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-05T20:19:17.941854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-05T20:19:17.942125] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-05T20:19:17.942898] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-05T20:19:17.942947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:17.942978] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:17.943004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:17.943061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:17.998761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:17.999401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:17.999475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:17.999506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:18.118324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:18.118446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:18.118483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:18.118511] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:18.121678] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=9.72%)
[2025-12-05T20:19:18.121939] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-05T20:19:18.122054] [INFO ] [sig       ] CMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:18.259209] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMP.txt
[2025-12-05T20:19:18.259338] [INFO ] [sig       ] [747/3626] Completed CMP in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:18.259400] [INFO ] [sig       ] [748/3626] Forecasting CMPO...
[2025-12-05T20:19:18.259436] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-05T20:19:18.259475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-05T20:19:18.270657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-05T20:19:18.270927] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-05T20:19:18.271673] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-05T20:19:18.271720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:18.271762] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:18.271789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:18.271845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:18.327405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:18.328012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:18.328084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:18.328115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:18.450245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:18.450389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:18.450428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:18.450456] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:18.453696] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: DOWN (p=1.17%)
[2025-12-05T20:19:18.453953] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-05T20:19:18.454067] [INFO ] [sig       ] CMPO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:18.592855] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMPO.txt
[2025-12-05T20:19:18.592967] [INFO ] [sig       ] [748/3626] Completed CMPO in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:18.593003] [INFO ] [sig       ] [749/3626] Forecasting CMPS...
[2025-12-05T20:19:18.593032] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-05T20:19:18.593061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-05T20:19:18.603301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2025-12-05T20:19:18.603586] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-05T20:19:18.604332] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-05T20:19:18.604381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:18.604412] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:18.604438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:18.604493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:18.660995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:18.661829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:18.661908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:18.661944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:18.780728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:18.780880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:18.780926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:18.780960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:18.784256] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-05T20:19:18.784552] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-05T20:19:18.784689] [INFO ] [sig       ] CMPS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:18.924272] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMPS.txt
[2025-12-05T20:19:18.924419] [INFO ] [sig       ] [749/3626] Completed CMPS in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:18.924458] [INFO ] [sig       ] [750/3626] Forecasting CMPX...
[2025-12-05T20:19:18.924487] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-05T20:19:18.924516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-05T20:19:18.935187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-05T20:19:18.935550] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-05T20:19:18.936380] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-05T20:19:18.936434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:18.936466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:18.936495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:18.936551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:18.992283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:18.993165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:18.993249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:18.993283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:19.110433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:19.110593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:19.110633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:19.110661] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:19.113886] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2025-12-05T20:19:19.114145] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-05T20:19:19.114262] [INFO ] [sig       ] CMPX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:19.249420] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMPX.txt
[2025-12-05T20:19:19.249563] [INFO ] [sig       ] [750/3626] Completed CMPX in 0.3s | 2.94 sym/s | Total: 4.2m | ETA: 16.3m
[2025-12-05T20:19:19.249623] [INFO ] [sig       ] [751/3626] Forecasting CMRE...
[2025-12-05T20:19:19.249653] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-05T20:19:19.249681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-05T20:19:19.260407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2025-12-05T20:19:19.260778] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-05T20:19:19.261637] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-05T20:19:19.261692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:19.261723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:19.261774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:19.261831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:19.317513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:19.318366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:19.318446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:19.318480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:19.438339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:19.438488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:19.438527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:19.438556] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:19.441935] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2025-12-05T20:19:19.442196] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-05T20:19:19.442319] [INFO ] [sig       ] CMRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:19.577616] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMRE.txt
[2025-12-05T20:19:19.577752] [INFO ] [sig       ] [751/3626] Completed CMRE in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:19.577925] [INFO ] [sig       ] [752/3626] Forecasting CMS...
[2025-12-05T20:19:19.577990] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-05T20:19:19.578029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-05T20:19:19.589012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-05T20:19:19.589320] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-05T20:19:19.590121] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-05T20:19:19.590172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:19.590204] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:19.590231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:19.590286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:19.645470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:19.646257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:19.646335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:19.646367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:19.776957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:19.777120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:19.777163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:19.777193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:19.780786] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-05T20:19:19.781071] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-05T20:19:19.781199] [INFO ] [sig       ] CMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:19.922284] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMS.txt
[2025-12-05T20:19:19.922430] [INFO ] [sig       ] [752/3626] Completed CMS in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:19.922470] [INFO ] [sig       ] [753/3626] Forecasting CMSA...
[2025-12-05T20:19:19.922498] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-05T20:19:19.922527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-05T20:19:19.933057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-05T20:19:19.933402] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-05T20:19:19.934189] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-05T20:19:19.934240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:19.934271] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:19.934297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:19.934351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:19.990712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:19.991514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:19.991619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:19.991654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:20.108297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:20.108446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:20.108486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:20.108514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:20.111878] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-05T20:19:20.112151] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-05T20:19:20.112272] [INFO ] [sig       ] CMSA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:20.251800] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMSA.txt
[2025-12-05T20:19:20.251943] [INFO ] [sig       ] [753/3626] Completed CMSA in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:20.251980] [INFO ] [sig       ] [754/3626] Forecasting CMSC...
[2025-12-05T20:19:20.252008] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-05T20:19:20.252038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-05T20:19:20.262529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2025-12-05T20:19:20.262904] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-05T20:19:20.263693] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-05T20:19:20.263743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:20.263774] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:20.263801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:20.263858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:20.323843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:20.324686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:20.324765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:20.324799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:20.436368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:20.436495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:20.436533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:20.436560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:20.440008] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-05T20:19:20.440272] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-05T20:19:20.440393] [INFO ] [sig       ] CMSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:20.578943] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMSC.txt
[2025-12-05T20:19:20.579059] [INFO ] [sig       ] [754/3626] Completed CMSC in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:20.579096] [INFO ] [sig       ] [755/3626] Forecasting CMSD...
[2025-12-05T20:19:20.579125] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-05T20:19:20.579154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-05T20:19:20.589308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-05T20:19:20.589568] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-05T20:19:20.590338] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-05T20:19:20.590387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:20.590418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:20.590444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:20.590499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:20.646770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:20.647363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:20.647435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:20.647466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:20.765875] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:20.765995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:20.766031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:20.766073] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:20.769587] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=53.19%)
[2025-12-05T20:19:20.769841] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-05T20:19:20.769963] [INFO ] [sig       ] CMSD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:20.905413] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CMSD.txt
[2025-12-05T20:19:20.905524] [INFO ] [sig       ] [755/3626] Completed CMSD in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:20.905560] [INFO ] [sig       ] [756/3626] Forecasting CMTG...
[2025-12-05T20:19:20.905607] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-05T20:19:20.905637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-05T20:19:20.916154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-05T20:19:20.916418] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-05T20:19:20.917195] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-05T20:19:20.917244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:20.917274] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:20.917300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:20.917360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:20.972653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:20.973233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:20.973310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:20.973341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:21.089089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:21.089199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:21.089235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:21.089262] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:21.092394] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=34.19%)
[2025-12-05T20:19:21.092663] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-05T20:19:21.092778] [INFO ] [sig       ] CMTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:21.228293] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMTG.txt
[2025-12-05T20:19:21.228405] [INFO ] [sig       ] [756/3626] Completed CMTG in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:21.228442] [INFO ] [sig       ] [757/3626] Forecasting CMTL...
[2025-12-05T20:19:21.228471] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-05T20:19:21.228499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-05T20:19:21.238895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-05T20:19:21.239150] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-05T20:19:21.239911] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-05T20:19:21.239964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:21.239995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:21.240021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:21.240076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:21.296242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:21.296831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:21.296903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:21.296948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:21.413835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:21.413971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:21.414017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:21.414050] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:21.417295] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2025-12-05T20:19:21.417547] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-05T20:19:21.417679] [INFO ] [sig       ] CMTL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:21.554613] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CMTL.txt
[2025-12-05T20:19:21.554725] [INFO ] [sig       ] [757/3626] Completed CMTL in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.3m
[2025-12-05T20:19:21.554768] [INFO ] [sig       ] [758/3626] Forecasting CNA...
[2025-12-05T20:19:21.554795] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-05T20:19:21.554824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-05T20:19:21.565030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2025-12-05T20:19:21.565302] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-05T20:19:21.566085] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-05T20:19:21.566135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:21.566165] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:21.566191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:21.566247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:21.621712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:21.622330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:21.622401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:21.622432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:21.743230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:21.743377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:21.743420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:21.743448] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:21.746799] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-05T20:19:21.747069] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-05T20:19:21.747188] [INFO ] [sig       ] CNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:21.885512] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNA.txt
[2025-12-05T20:19:21.885644] [INFO ] [sig       ] [758/3626] Completed CNA in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:21.885682] [INFO ] [sig       ] [759/3626] Forecasting CNC...
[2025-12-05T20:19:21.885709] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-05T20:19:21.885738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-05T20:19:21.896189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-05T20:19:21.896450] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-05T20:19:21.897245] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-05T20:19:21.897294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:21.897325] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:21.897363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:21.897424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:21.953421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:21.954013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:21.954085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:21.954115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:22.073226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:22.073337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:22.073373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:22.073400] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:22.076504] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: UP (p=93.79%)
[2025-12-05T20:19:22.076774] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-05T20:19:22.076894] [INFO ] [sig       ] CNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:22.213139] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNC.txt
[2025-12-05T20:19:22.213249] [INFO ] [sig       ] [759/3626] Completed CNC in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:22.213285] [INFO ] [sig       ] [760/3626] Forecasting CNF...
[2025-12-05T20:19:22.213313] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-05T20:19:22.213341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-05T20:19:22.223386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-05T20:19:22.223668] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-05T20:19:22.224408] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-05T20:19:22.224457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:22.224487] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:22.224513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:22.224591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:22.280924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:22.281510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:22.281599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:22.281634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:22.387981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:22.388127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:22.388165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:22.388193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:22.391551] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=88.19%)
[2025-12-05T20:19:22.391856] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-05T20:19:22.391983] [INFO ] [sig       ] CNF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:22.536248] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNF.txt
[2025-12-05T20:19:22.536455] [INFO ] [sig       ] [760/3626] Completed CNF in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:22.536523] [INFO ] [sig       ] [761/3626] Forecasting CNI...
[2025-12-05T20:19:22.536596] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-05T20:19:22.536654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-05T20:19:22.550319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-05T20:19:22.550773] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-05T20:19:22.551814] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-05T20:19:22.551871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:22.551903] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:22.551932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:22.551996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:22.627371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:22.628503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:22.628627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:22.628712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:22.750102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:22.750253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:22.750294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:22.750322] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:22.753605] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2025-12-05T20:19:22.753863] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-05T20:19:22.753984] [INFO ] [sig       ] CNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:22.890430] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNI.txt
[2025-12-05T20:19:22.890601] [INFO ] [sig       ] [761/3626] Completed CNI in 0.4s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:22.890642] [INFO ] [sig       ] [762/3626] Forecasting CNK...
[2025-12-05T20:19:22.890672] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-05T20:19:22.890702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-05T20:19:22.901323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-05T20:19:22.901667] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-05T20:19:22.902413] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-05T20:19:22.902462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:22.902492] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:22.902518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:22.902603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:22.957959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:22.958772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:22.958851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:22.958883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:23.080298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:23.080453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:23.080495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:23.080533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:23.083864] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=12.34%)
[2025-12-05T20:19:23.084160] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-05T20:19:23.084289] [INFO ] [sig       ] CNK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:23.224969] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNK.txt
[2025-12-05T20:19:23.225112] [INFO ] [sig       ] [762/3626] Completed CNK in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:23.225150] [INFO ] [sig       ] [763/3626] Forecasting CNM...
[2025-12-05T20:19:23.225178] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-05T20:19:23.225207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-05T20:19:23.235855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-05T20:19:23.236224] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-05T20:19:23.237001] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-05T20:19:23.237050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:23.237080] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:23.237106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:23.237160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:23.292778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:23.293567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:23.293662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:23.293695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:23.416463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:23.416636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:23.416676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:23.416704] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:23.420070] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=19.57%)
[2025-12-05T20:19:23.420357] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-05T20:19:23.420481] [INFO ] [sig       ] CNM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:23.558397] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNM.txt
[2025-12-05T20:19:23.558540] [INFO ] [sig       ] [763/3626] Completed CNM in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:23.558598] [INFO ] [sig       ] [764/3626] Forecasting CNMD...
[2025-12-05T20:19:23.558630] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-05T20:19:23.558659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-05T20:19:23.568331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2025-12-05T20:19:23.568560] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-05T20:19:23.569309] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-05T20:19:23.569357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:23.569387] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:23.569414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:23.569469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:23.626300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:23.627134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:23.627218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:23.627251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:23.749842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:23.749992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:23.750033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:23.750065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:23.753382] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-12-05T20:19:23.753652] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-05T20:19:23.753770] [INFO ] [sig       ] CNMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:23.892679] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNMD.txt
[2025-12-05T20:19:23.892863] [INFO ] [sig       ] [764/3626] Completed CNMD in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:23.892902] [INFO ] [sig       ] [765/3626] Forecasting CNNE...
[2025-12-05T20:19:23.892931] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-05T20:19:23.892961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-05T20:19:23.903389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2025-12-05T20:19:23.903653] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-05T20:19:23.904405] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-05T20:19:23.904453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:23.904484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:23.904510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:23.904566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:23.963240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:23.963910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:23.963982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:23.964013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:24.086088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:24.086217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:24.086254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:24.086281] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:24.089665] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-05T20:19:24.089926] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-05T20:19:24.090065] [INFO ] [sig       ] CNNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:24.228037] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNNE.txt
[2025-12-05T20:19:24.228158] [INFO ] [sig       ] [765/3626] Completed CNNE in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:24.228195] [INFO ] [sig       ] [766/3626] Forecasting CNO...
[2025-12-05T20:19:24.228223] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-05T20:19:24.228252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-05T20:19:24.238265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-05T20:19:24.238529] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-05T20:19:24.239340] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-05T20:19:24.239389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:24.239420] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:24.239446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:24.239501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:24.295467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:24.296380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:24.296464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:24.296495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:24.419080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:24.419244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:24.419285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:24.419314] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:24.422842] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2025-12-05T20:19:24.423153] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-05T20:19:24.423298] [INFO ] [sig       ] CNO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:24.562704] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNO.txt
[2025-12-05T20:19:24.562850] [INFO ] [sig       ] [766/3626] Completed CNO in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:24.562888] [INFO ] [sig       ] [767/3626] Forecasting CNOB...
[2025-12-05T20:19:24.562917] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-05T20:19:24.562947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-05T20:19:24.573967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2025-12-05T20:19:24.574291] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-05T20:19:24.575110] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-05T20:19:24.575159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:24.575191] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:24.575217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:24.575273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:24.633739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:24.634371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:24.634449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:24.634480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:24.752478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:24.752637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:24.752677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:24.752704] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:24.755968] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-05T20:19:24.756250] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-05T20:19:24.756366] [INFO ] [sig       ] CNOB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:24.896817] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNOB.txt
[2025-12-05T20:19:24.896935] [INFO ] [sig       ] [767/3626] Completed CNOB in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:24.896971] [INFO ] [sig       ] [768/3626] Forecasting CNP...
[2025-12-05T20:19:24.897000] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-05T20:19:24.897029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-05T20:19:24.908511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-05T20:19:24.908902] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-05T20:19:24.909724] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-05T20:19:24.909776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:24.909836] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:24.909865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:24.909922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:24.969179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:24.970036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:24.970146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:24.970190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:25.095322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:25.095496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:25.095539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:25.095567] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:25.099152] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-05T20:19:25.099423] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-05T20:19:25.099552] [INFO ] [sig       ] CNP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:25.241177] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNP.txt
[2025-12-05T20:19:25.241340] [INFO ] [sig       ] [768/3626] Completed CNP in 0.3s | 2.94 sym/s | Total: 4.3m | ETA: 16.2m
[2025-12-05T20:19:25.241388] [INFO ] [sig       ] [769/3626] Forecasting CNQ...
[2025-12-05T20:19:25.241418] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-05T20:19:25.241450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-05T20:19:25.252419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-05T20:19:25.252760] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-05T20:19:25.253540] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-05T20:19:25.253608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:25.253640] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:25.253667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:25.253723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:25.311807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:25.312622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:25.312702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:25.312735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:25.436918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:25.437059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:25.437098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:25.437126] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:25.440552] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-05T20:19:25.440833] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-05T20:19:25.440957] [INFO ] [sig       ] CNQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:25.579432] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNQ.txt
[2025-12-05T20:19:25.579566] [INFO ] [sig       ] [769/3626] Completed CNQ in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-05T20:19:25.579624] [INFO ] [sig       ] [770/3626] Forecasting CNS...
[2025-12-05T20:19:25.579651] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-05T20:19:25.579679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-05T20:19:25.590111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-05T20:19:25.590436] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-05T20:19:25.591264] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-05T20:19:25.591323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:25.591354] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:25.591380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:25.591434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:25.647354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:25.648149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:25.648231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:25.648262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:25.765373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:25.765521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:25.765559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:25.765605] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:25.768900] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-12-05T20:19:25.769181] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-05T20:19:25.769302] [INFO ] [sig       ] CNS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:25.905509] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNS.txt
[2025-12-05T20:19:25.905641] [INFO ] [sig       ] [770/3626] Completed CNS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-05T20:19:25.905680] [INFO ] [sig       ] [771/3626] Forecasting CNSP...
[2025-12-05T20:19:25.905708] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-05T20:19:25.905737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-05T20:19:25.915495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-05T20:19:25.915829] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-05T20:19:25.916652] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-05T20:19:25.916704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:25.916735] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:25.916761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:25.916817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:25.973675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:25.974286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:25.974362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:25.974394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:26.092772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:26.092891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:26.092928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:26.092979] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:26.097383] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=99.64%)
[2025-12-05T20:19:26.097694] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-05T20:19:26.097839] [INFO ] [sig       ] CNSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:26.236143] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNSP.txt
[2025-12-05T20:19:26.236263] [INFO ] [sig       ] [771/3626] Completed CNSP in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-05T20:19:26.236300] [INFO ] [sig       ] [772/3626] Forecasting CNTA...
[2025-12-05T20:19:26.236327] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-05T20:19:26.236356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-05T20:19:26.246929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-05T20:19:26.247192] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-05T20:19:26.248049] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-05T20:19:26.248100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:26.248144] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:26.248171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:26.248227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:26.304162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:26.304762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:26.304836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:26.304867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:26.418593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:26.418708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:26.418743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:26.418770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:26.421917] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: UP (p=79.85%)
[2025-12-05T20:19:26.422175] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-05T20:19:26.422292] [INFO ] [sig       ] CNTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:26.563960] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNTA.txt
[2025-12-05T20:19:26.564082] [INFO ] [sig       ] [772/3626] Completed CNTA in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-05T20:19:26.564123] [INFO ] [sig       ] [773/3626] Forecasting CNTY...
[2025-12-05T20:19:26.564155] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-05T20:19:26.564184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-05T20:19:26.574212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2025-12-05T20:19:26.574485] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-05T20:19:26.575232] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-05T20:19:26.575281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:26.575311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:26.575337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:26.575393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:26.631260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:26.631862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:26.631936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:26.631968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:26.756126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:26.756273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:26.756311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:26.756339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:26.759731] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=98.94%)
[2025-12-05T20:19:26.759989] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-05T20:19:26.760111] [INFO ] [sig       ] CNTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:26.897666] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNTY.txt
[2025-12-05T20:19:26.897786] [INFO ] [sig       ] [773/3626] Completed CNTY in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.2m
[2025-12-05T20:19:26.897835] [INFO ] [sig       ] [774/3626] Forecasting CNVS...
[2025-12-05T20:19:26.897868] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-05T20:19:26.897899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-05T20:19:26.908061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-05T20:19:26.908350] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-05T20:19:26.909104] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-05T20:19:26.909153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:26.909184] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:26.909210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:26.909266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:26.964634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:26.965195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:26.965269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:26.965299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:27.084528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:27.084665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:27.084709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:27.084742] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:27.087869] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-05T20:19:27.088126] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-05T20:19:27.088243] [INFO ] [sig       ] CNVS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:27.225620] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNVS.txt
[2025-12-05T20:19:27.225722] [INFO ] [sig       ] [774/3626] Completed CNVS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:27.225759] [INFO ] [sig       ] [775/3626] Forecasting CNX...
[2025-12-05T20:19:27.225787] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-05T20:19:27.225815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-05T20:19:27.236387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-05T20:19:27.236658] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-05T20:19:27.237418] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-05T20:19:27.237467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:27.237498] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:27.237524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:27.237595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:27.292971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:27.293544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:27.293633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:27.293665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:27.412852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:27.412946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:27.412979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:27.413006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:27.416051] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=69.21%)
[2025-12-05T20:19:27.416331] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-05T20:19:27.416446] [INFO ] [sig       ] CNX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:27.554208] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNX.txt
[2025-12-05T20:19:27.554320] [INFO ] [sig       ] [775/3626] Completed CNX in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:27.554363] [INFO ] [sig       ] [776/3626] Forecasting CNXC...
[2025-12-05T20:19:27.554392] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-05T20:19:27.554421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-05T20:19:27.564396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXC'.
[2025-12-05T20:19:27.564671] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-05T20:19:27.565411] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-05T20:19:27.565460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:27.565490] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:27.565516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:27.565589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:27.622812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:27.623392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:27.623463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:27.623495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:27.741101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:27.741208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:27.741244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:27.741271] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:27.744359] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2025-12-05T20:19:27.744626] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-05T20:19:27.744742] [INFO ] [sig       ] CNXC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:27.882477] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CNXC.txt
[2025-12-05T20:19:27.882604] [INFO ] [sig       ] [776/3626] Completed CNXC in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:27.882641] [INFO ] [sig       ] [777/3626] Forecasting CNXN...
[2025-12-05T20:19:27.882669] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-05T20:19:27.882698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-05T20:19:27.892989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-05T20:19:27.893258] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-05T20:19:27.894035] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-05T20:19:27.894084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:27.894116] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:27.894145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:27.894199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:27.949416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:27.950002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:27.950077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:27.950108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:28.066530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:28.066678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:28.066716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:28.066742] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:28.069951] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-05T20:19:28.070208] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-05T20:19:28.070342] [INFO ] [sig       ] CNXN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:28.205133] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CNXN.txt
[2025-12-05T20:19:28.205243] [INFO ] [sig       ] [777/3626] Completed CNXN in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:28.205279] [INFO ] [sig       ] [778/3626] Forecasting COCO...
[2025-12-05T20:19:28.205308] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-05T20:19:28.205338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-05T20:19:28.215144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-05T20:19:28.215403] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-05T20:19:28.216161] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-05T20:19:28.216209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:28.216240] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:28.216267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:28.216321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:28.271006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:28.271622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:28.271717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:28.271749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:28.388273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:28.388387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:28.388424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:28.388452] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:28.391609] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-05T20:19:28.391862] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-05T20:19:28.391977] [INFO ] [sig       ] COCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:28.527194] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COCO.txt
[2025-12-05T20:19:28.527304] [INFO ] [sig       ] [778/3626] Completed COCO in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:28.527342] [INFO ] [sig       ] [779/3626] Forecasting CODA...
[2025-12-05T20:19:28.527370] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-05T20:19:28.527398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-05T20:19:28.537465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2025-12-05T20:19:28.537774] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-05T20:19:28.538546] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-05T20:19:28.538616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:28.538649] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:28.538675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:28.538731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:28.595101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:28.595723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:28.595798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:28.595830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:28.708539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:28.708684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:28.708722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:28.708764] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:28.712082] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-05T20:19:28.712349] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-05T20:19:28.712466] [INFO ] [sig       ] CODA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:28.852271] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CODA.txt
[2025-12-05T20:19:28.852390] [INFO ] [sig       ] [779/3626] Completed CODA in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:28.852428] [INFO ] [sig       ] [780/3626] Forecasting CODI...
[2025-12-05T20:19:28.852455] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-05T20:19:28.852485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-05T20:19:28.862808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2025-12-05T20:19:28.863083] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-05T20:19:28.863839] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-05T20:19:28.863888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:28.863919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:28.863946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:28.864001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:28.918409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:28.918997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:28.919070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:28.919102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:29.034289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:29.034409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:29.034446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:29.034474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:29.037647] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: DOWN (p=22.02%)
[2025-12-05T20:19:29.037917] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-05T20:19:29.038035] [INFO ] [sig       ] CODI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:29.179918] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CODI.txt
[2025-12-05T20:19:29.180040] [INFO ] [sig       ] [780/3626] Completed CODI in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:29.180076] [INFO ] [sig       ] [781/3626] Forecasting COEP...
[2025-12-05T20:19:29.180105] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-05T20:19:29.180134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-05T20:19:29.190637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-05T20:19:29.190902] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-05T20:19:29.191669] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-05T20:19:29.191720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:29.191751] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:29.191778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:29.191832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:29.246893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:29.247455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:29.247541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:29.247588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:29.379379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:29.379530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:29.379585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:29.379623] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:29.383389] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=76.11%)
[2025-12-05T20:19:29.383673] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-05T20:19:29.383795] [INFO ] [sig       ] COEP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:29.528459] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COEP.txt
[2025-12-05T20:19:29.528680] [INFO ] [sig       ] [781/3626] Completed COEP in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:29.528740] [INFO ] [sig       ] [782/3626] Forecasting COF...
[2025-12-05T20:19:29.528782] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-05T20:19:29.528824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-05T20:19:29.539402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2025-12-05T20:19:29.539703] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-05T20:19:29.540484] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-05T20:19:29.540534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:29.540565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:29.540611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:29.540675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:29.596683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:29.597406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:29.597480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:29.597511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:29.723153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:29.723312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:29.723351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:29.723379] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:29.726653] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=70.23%)
[2025-12-05T20:19:29.726910] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-05T20:19:29.727027] [INFO ] [sig       ] COF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:29.864959] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COF.txt
[2025-12-05T20:19:29.865091] [INFO ] [sig       ] [782/3626] Completed COF in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:29.865128] [INFO ] [sig       ] [783/3626] Forecasting COFS...
[2025-12-05T20:19:29.865160] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-05T20:19:29.865190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-05T20:19:29.875370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2025-12-05T20:19:29.875651] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-05T20:19:29.876416] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-05T20:19:29.876465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:29.876495] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:29.876534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:29.876607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:29.932393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:29.933195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:29.933272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:29.933303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:30.043129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:30.043281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:30.043322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:30.043348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:30.046600] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-05T20:19:30.046857] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-05T20:19:30.046972] [INFO ] [sig       ] COFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:30.182600] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COFS.txt
[2025-12-05T20:19:30.182751] [INFO ] [sig       ] [783/3626] Completed COFS in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:30.182792] [INFO ] [sig       ] [784/3626] Forecasting COIN...
[2025-12-05T20:19:30.182821] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-05T20:19:30.182849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-05T20:19:30.193327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-05T20:19:30.193711] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-05T20:19:30.194494] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-05T20:19:30.194545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:30.194613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:30.194648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:30.194705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:30.250349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:30.251203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:30.251290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:30.251322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:30.374846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:30.374984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:30.375024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:30.375053] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:30.378425] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-12-05T20:19:30.378709] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-05T20:19:30.378833] [INFO ] [sig       ] COIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:30.515671] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COIN.txt
[2025-12-05T20:19:30.515793] [INFO ] [sig       ] [784/3626] Completed COIN in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:30.515831] [INFO ] [sig       ] [785/3626] Forecasting COKE...
[2025-12-05T20:19:30.515859] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-05T20:19:30.515888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-05T20:19:30.526174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2025-12-05T20:19:30.526465] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-05T20:19:30.527275] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-05T20:19:30.527326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:30.527381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:30.527412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:30.527486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:30.584193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:30.584950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:30.585026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:30.585058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:30.703610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:30.703770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:30.703821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:30.703853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:30.707234] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: UP (p=52.75%)
[2025-12-05T20:19:30.707503] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-05T20:19:30.707644] [INFO ] [sig       ] COKE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:30.894496] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COKE.txt
[2025-12-05T20:19:30.894661] [INFO ] [sig       ] [785/3626] Completed COKE in 0.4s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:30.894703] [INFO ] [sig       ] [786/3626] Forecasting COLB...
[2025-12-05T20:19:30.894732] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-05T20:19:30.894761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-05T20:19:30.907752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2025-12-05T20:19:30.908143] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-05T20:19:30.908953] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-05T20:19:30.909005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:30.909037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:30.909064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:30.909120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:30.965769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:30.966669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:30.966753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:30.966786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:31.086449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:31.086618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:31.086662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:31.086691] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:31.090155] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=79.47%)
[2025-12-05T20:19:31.090441] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-05T20:19:31.090589] [INFO ] [sig       ] COLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:31.229910] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COLB.txt
[2025-12-05T20:19:31.230061] [INFO ] [sig       ] [786/3626] Completed COLB in 0.3s | 2.94 sym/s | Total: 4.4m | ETA: 16.1m
[2025-12-05T20:19:31.230100] [INFO ] [sig       ] [787/3626] Forecasting COLD...
[2025-12-05T20:19:31.230129] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-05T20:19:31.230166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-05T20:19:31.244760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-05T20:19:31.245147] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-05T20:19:31.245968] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-05T20:19:31.246020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:31.246051] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:31.246077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:31.246132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:31.303679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:31.304524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:31.304625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:31.304660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:31.427375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:31.427534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:31.427593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:31.427625] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:31.431113] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=49.87%)
[2025-12-05T20:19:31.431388] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-05T20:19:31.431512] [INFO ] [sig       ] COLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:31.569715] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COLD.txt
[2025-12-05T20:19:31.569838] [INFO ] [sig       ] [787/3626] Completed COLD in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-05T20:19:31.569875] [INFO ] [sig       ] [788/3626] Forecasting COLL...
[2025-12-05T20:19:31.569904] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-05T20:19:31.569933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-05T20:19:31.583569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2025-12-05T20:19:31.584215] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-05T20:19:31.585429] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-05T20:19:31.585509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:31.585544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:31.585592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:31.585658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:31.645427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:31.646604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:31.646703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:31.646738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:31.777108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:31.777288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:31.777332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:31.777401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:31.781057] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=0.10%)
[2025-12-05T20:19:31.781334] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-05T20:19:31.781464] [INFO ] [sig       ] COLL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:31.928708] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COLL.txt
[2025-12-05T20:19:31.928869] [INFO ] [sig       ] [788/3626] Completed COLL in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-05T20:19:31.928909] [INFO ] [sig       ] [789/3626] Forecasting COLM...
[2025-12-05T20:19:31.928939] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-05T20:19:31.928969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-05T20:19:31.940631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-05T20:19:31.940912] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-05T20:19:31.941707] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-05T20:19:31.941759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:31.941792] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:31.941819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:31.941877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:32.001727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:32.002455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:32.002535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:32.002569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:32.124641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:32.124796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:32.124837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:32.124866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:32.128456] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-05T20:19:32.128750] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-05T20:19:32.128878] [INFO ] [sig       ] COLM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:32.270772] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COLM.txt
[2025-12-05T20:19:32.270916] [INFO ] [sig       ] [789/3626] Completed COLM in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-05T20:19:32.270955] [INFO ] [sig       ] [790/3626] Forecasting COMM...
[2025-12-05T20:19:32.270986] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-05T20:19:32.271017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-05T20:19:32.282514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-05T20:19:32.282851] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-05T20:19:32.283643] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-05T20:19:32.283694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:32.283728] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:32.283754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:32.283813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:32.342977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:32.343848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:32.343930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:32.343964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:32.476315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:32.476502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:32.476551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:32.476623] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:32.480431] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-05T20:19:32.480745] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-05T20:19:32.480879] [INFO ] [sig       ] COMM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:32.631001] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COMM.txt
[2025-12-05T20:19:32.631171] [INFO ] [sig       ] [790/3626] Completed COMM in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 16.1m
[2025-12-05T20:19:32.631214] [INFO ] [sig       ] [791/3626] Forecasting COMP...
[2025-12-05T20:19:32.631244] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-05T20:19:32.631275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-05T20:19:32.642447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-05T20:19:32.642785] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-05T20:19:32.643625] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-05T20:19:32.643675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:32.643707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:32.643733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:32.643789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:32.704040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:32.704880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:32.704980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:32.705015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:32.832777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:32.832935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:32.832975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:32.833003] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:32.836266] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2025-12-05T20:19:32.836529] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-05T20:19:32.836669] [INFO ] [sig       ] COMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:32.976622] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COMP.txt
[2025-12-05T20:19:32.976790] [INFO ] [sig       ] [791/3626] Completed COMP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:32.976831] [INFO ] [sig       ] [792/3626] Forecasting CONL...
[2025-12-05T20:19:32.976859] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-05T20:19:32.976888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-05T20:19:32.988235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-05T20:19:32.988685] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-05T20:19:32.989640] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-05T20:19:32.989692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:32.989723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:32.989749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:32.989804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:33.050809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:33.051794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:33.051880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:33.051932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:33.179254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:33.179410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:33.179451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:33.179479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:33.182993] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-05T20:19:33.183268] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-05T20:19:33.183391] [INFO ] [sig       ] CONL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:33.342809] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CONL.txt
[2025-12-05T20:19:33.342946] [INFO ] [sig       ] [792/3626] Completed CONL in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:33.342985] [INFO ] [sig       ] [793/3626] Forecasting COO...
[2025-12-05T20:19:33.343014] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-05T20:19:33.343043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-05T20:19:33.359722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2025-12-05T20:19:33.360043] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-05T20:19:33.360864] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-05T20:19:33.360915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:33.360946] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:33.360973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:33.361028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:33.419569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:33.420218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:33.420320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:33.420356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:33.540467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:33.540640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:33.540682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:33.540713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:33.544120] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-05T20:19:33.544387] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-05T20:19:33.544510] [INFO ] [sig       ] COO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:33.696397] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COO.txt
[2025-12-05T20:19:33.696524] [INFO ] [sig       ] [793/3626] Completed COO in 0.4s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:33.696562] [INFO ] [sig       ] [794/3626] Forecasting COP...
[2025-12-05T20:19:33.696607] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-05T20:19:33.696637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-05T20:19:33.710495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-05T20:19:33.710890] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-05T20:19:33.711695] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-05T20:19:33.711746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:33.711778] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:33.711804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:33.711875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:33.771735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:33.772604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:33.772685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:33.772717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:33.890209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:33.890370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:33.890410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:33.890436] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:33.893725] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=55.58%)
[2025-12-05T20:19:33.893984] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-05T20:19:33.894100] [INFO ] [sig       ] COP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:34.030728] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COP.txt
[2025-12-05T20:19:34.030848] [INFO ] [sig       ] [794/3626] Completed COP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:34.030887] [INFO ] [sig       ] [795/3626] Forecasting COPP...
[2025-12-05T20:19:34.030916] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-05T20:19:34.030944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-05T20:19:34.043423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-05T20:19:34.043707] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-05T20:19:34.044440] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-05T20:19:34.044489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:34.044520] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:34.044547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:34.044620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:34.101271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:34.101877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:34.101993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:34.102025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:34.217140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:34.217309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:34.217356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:34.217391] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:34.221009] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-05T20:19:34.221288] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-05T20:19:34.221426] [INFO ] [sig       ] COPP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:34.362104] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COPP.txt
[2025-12-05T20:19:34.362233] [INFO ] [sig       ] [795/3626] Completed COPP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:34.362271] [INFO ] [sig       ] [796/3626] Forecasting CORZ...
[2025-12-05T20:19:34.362300] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-05T20:19:34.362329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-05T20:19:34.386587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-05T20:19:34.386901] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-05T20:19:34.387733] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-05T20:19:34.387823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:34.387859] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:34.387888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:34.387945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:34.445243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:34.445886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:34.445962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:34.445995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:34.567761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:34.567936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:34.567978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:34.568005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:34.571281] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-05T20:19:34.571540] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-05T20:19:34.571685] [INFO ] [sig       ] CORZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:34.708540] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CORZ.txt
[2025-12-05T20:19:34.708699] [INFO ] [sig       ] [796/3626] Completed CORZ in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:34.708747] [INFO ] [sig       ] [797/3626] Forecasting CORZZ...
[2025-12-05T20:19:34.708777] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-05T20:19:34.708805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-05T20:19:34.723201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-05T20:19:34.723470] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-05T20:19:34.724220] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-05T20:19:34.724270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:34.724301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:34.724327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:34.724403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:34.780805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:34.781409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:34.781485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:34.781517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:34.888724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:34.888861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:34.888899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:34.888926] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:34.892125] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-05T20:19:34.892380] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-05T20:19:34.892498] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:35.040127] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CORZZ.txt
[2025-12-05T20:19:35.040279] [INFO ] [sig       ] [797/3626] Completed CORZZ in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:35.040319] [INFO ] [sig       ] [798/3626] Forecasting COTY...
[2025-12-05T20:19:35.040347] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-05T20:19:35.040377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-05T20:19:35.050921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-05T20:19:35.051263] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-05T20:19:35.052036] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-05T20:19:35.052086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:35.052117] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:35.052143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:35.052198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:35.110212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:35.111045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:35.111125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:35.111158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:35.232703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:35.232850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:35.232888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:35.232917] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:35.236145] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2025-12-05T20:19:35.236407] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-05T20:19:35.236523] [INFO ] [sig       ] COTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:35.382927] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/COTY.txt
[2025-12-05T20:19:35.383072] [INFO ] [sig       ] [798/3626] Completed COTY in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:35.383134] [INFO ] [sig       ] [799/3626] Forecasting COWG...
[2025-12-05T20:19:35.383179] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-05T20:19:35.383220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-05T20:19:35.394184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-05T20:19:35.394497] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-05T20:19:35.395285] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-05T20:19:35.395336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:35.395369] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:35.395396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:35.395452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:35.456739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:35.457593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:35.457682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:35.457716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:35.576684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:35.576836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:35.576877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:35.576907] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:35.580227] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-05T20:19:35.580490] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-05T20:19:35.580628] [INFO ] [sig       ] COWG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:35.720690] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COWG.txt
[2025-12-05T20:19:35.720844] [INFO ] [sig       ] [799/3626] Completed COWG in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:35.720883] [INFO ] [sig       ] [800/3626] Forecasting COYA...
[2025-12-05T20:19:35.720914] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-05T20:19:35.720943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-05T20:19:35.731976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2025-12-05T20:19:35.732262] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-05T20:19:35.733028] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-05T20:19:35.733079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:35.733109] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:35.733136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:35.733190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:35.799270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:35.800108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:35.800190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:35.800223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:35.912559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:35.912725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:35.912765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:35.912794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:35.916029] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=16.71%)
[2025-12-05T20:19:35.916290] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-05T20:19:35.916416] [INFO ] [sig       ] COYA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:36.056702] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/COYA.txt
[2025-12-05T20:19:36.056870] [INFO ] [sig       ] [800/3626] Completed COYA in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:36.056916] [INFO ] [sig       ] [801/3626] Forecasting CP...
[2025-12-05T20:19:36.056948] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-05T20:19:36.056977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-05T20:19:36.067839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-05T20:19:36.068176] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-05T20:19:36.068994] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-05T20:19:36.069050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:36.069082] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:36.069110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:36.069166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:36.125425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:36.126247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:36.126357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:36.126393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:36.247768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:36.247964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:36.248004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:36.248033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:36.251296] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-05T20:19:36.251569] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-05T20:19:36.251713] [INFO ] [sig       ] CP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:36.391203] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CP.txt
[2025-12-05T20:19:36.391322] [INFO ] [sig       ] [801/3626] Completed CP in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:36.391359] [INFO ] [sig       ] [802/3626] Forecasting CPA...
[2025-12-05T20:19:36.391387] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-05T20:19:36.391416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-05T20:19:36.405409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-05T20:19:36.405706] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-05T20:19:36.406496] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-05T20:19:36.406547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:36.406644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:36.406677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:36.406737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:36.462779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:36.463390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:36.463462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:36.463493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:36.579829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:36.579976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:36.580015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:36.580041] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:36.583308] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-05T20:19:36.583587] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-05T20:19:36.583710] [INFO ] [sig       ] CPA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:36.721440] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPA.txt
[2025-12-05T20:19:36.721611] [INFO ] [sig       ] [802/3626] Completed CPA in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:36.721652] [INFO ] [sig       ] [803/3626] Forecasting CPB...
[2025-12-05T20:19:36.721681] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-05T20:19:36.721711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-05T20:19:36.732216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2025-12-05T20:19:36.732526] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-05T20:19:36.733318] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-05T20:19:36.733370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:36.733402] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:36.733429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:36.733485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:36.790951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:36.791652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:36.791731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:36.791764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:36.907244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:36.907384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:36.907458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:36.907489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:36.910774] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-05T20:19:36.911032] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-05T20:19:36.911152] [INFO ] [sig       ] CPB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:37.047861] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPB.txt
[2025-12-05T20:19:37.047987] [INFO ] [sig       ] [803/3626] Completed CPB in 0.3s | 2.94 sym/s | Total: 4.5m | ETA: 16.0m
[2025-12-05T20:19:37.048024] [INFO ] [sig       ] [804/3626] Forecasting CPF...
[2025-12-05T20:19:37.048052] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-05T20:19:37.048081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-05T20:19:37.071331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2025-12-05T20:19:37.071637] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-05T20:19:37.072420] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-05T20:19:37.072473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:37.072506] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:37.072534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:37.072617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:37.130862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:37.131696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:37.131777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:37.131811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:37.250044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:37.250200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:37.250240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:37.250269] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:37.253666] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: UP (p=57.01%)
[2025-12-05T20:19:37.253941] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-05T20:19:37.254065] [INFO ] [sig       ] CPF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:37.409793] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPF.txt
[2025-12-05T20:19:37.409949] [INFO ] [sig       ] [804/3626] Completed CPF in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-05T20:19:37.409988] [INFO ] [sig       ] [805/3626] Forecasting CPIX...
[2025-12-05T20:19:37.410016] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-05T20:19:37.410045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-05T20:19:37.420757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-05T20:19:37.421043] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-05T20:19:37.421802] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-05T20:19:37.421852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:37.421883] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:37.421909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:37.421965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:37.477203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:37.478063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:37.478144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:37.478177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:37.599611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:37.599761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:37.599802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:37.599830] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:37.603185] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-05T20:19:37.603452] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-05T20:19:37.603592] [INFO ] [sig       ] CPIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:37.743563] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CPIX.txt
[2025-12-05T20:19:37.743726] [INFO ] [sig       ] [805/3626] Completed CPIX in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-05T20:19:37.743766] [INFO ] [sig       ] [806/3626] Forecasting CPK...
[2025-12-05T20:19:37.743794] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-05T20:19:37.743824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-05T20:19:37.756166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-05T20:19:37.756527] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-05T20:19:37.757306] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-05T20:19:37.757355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:37.757386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:37.757411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:37.757466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:37.814505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:37.815361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:37.815443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:37.815474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:37.932139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:37.932294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:37.932337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:37.932365] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:37.935741] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=45.45%)
[2025-12-05T20:19:37.936003] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-05T20:19:37.936129] [INFO ] [sig       ] CPK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:38.072817] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CPK.txt
[2025-12-05T20:19:38.072967] [INFO ] [sig       ] [806/3626] Completed CPK in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-05T20:19:38.073005] [INFO ] [sig       ] [807/3626] Forecasting CPNG...
[2025-12-05T20:19:38.073036] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-05T20:19:38.073065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-05T20:19:38.084479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-05T20:19:38.084848] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-05T20:19:38.085735] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-05T20:19:38.085787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:38.085834] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:38.085862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:38.085917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:38.146329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:38.147239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:38.147332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:38.147377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:38.284641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:38.284796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:38.284839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:38.284868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:38.288519] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2025-12-05T20:19:38.288849] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-05T20:19:38.288984] [INFO ] [sig       ] CPNG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:38.430736] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPNG.txt
[2025-12-05T20:19:38.430871] [INFO ] [sig       ] [807/3626] Completed CPNG in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-05T20:19:38.430910] [INFO ] [sig       ] [808/3626] Forecasting CPRI...
[2025-12-05T20:19:38.430938] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-05T20:19:38.430967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-05T20:19:38.441426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2025-12-05T20:19:38.441687] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-05T20:19:38.442425] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-05T20:19:38.442474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:38.442505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:38.442531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:38.442604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:38.500425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:38.501422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:38.501513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:38.501548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:38.634839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:38.634990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:38.635031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:38.635060] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:38.638600] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-05T20:19:38.638874] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-05T20:19:38.639006] [INFO ] [sig       ] CPRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:38.782627] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPRI.txt
[2025-12-05T20:19:38.782835] [INFO ] [sig       ] [808/3626] Completed CPRI in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 16.0m
[2025-12-05T20:19:38.782897] [INFO ] [sig       ] [809/3626] Forecasting CPRX...
[2025-12-05T20:19:38.782936] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-05T20:19:38.782975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-05T20:19:38.795149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-05T20:19:38.795457] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-05T20:19:38.796288] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-05T20:19:38.796343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:38.796378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:38.796406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:38.796478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:38.857459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:38.858138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:38.858212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:38.858243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:38.973599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:38.973746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:38.973784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:38.973811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:38.977057] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=64.94%)
[2025-12-05T20:19:38.977322] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-05T20:19:38.977446] [INFO ] [sig       ] CPRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:39.122789] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPRX.txt
[2025-12-05T20:19:39.122931] [INFO ] [sig       ] [809/3626] Completed CPRX in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:39.122970] [INFO ] [sig       ] [810/3626] Forecasting CPS...
[2025-12-05T20:19:39.123000] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-05T20:19:39.123031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-05T20:19:39.133894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-05T20:19:39.134193] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-05T20:19:39.134973] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-05T20:19:39.135024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:39.135055] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:39.135081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:39.135136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:39.191612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:39.192446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:39.192531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:39.192563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:39.314964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:39.315117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:39.315156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:39.315185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:39.318494] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-05T20:19:39.318781] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-05T20:19:39.318908] [INFO ] [sig       ] CPS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:39.453977] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CPS.txt
[2025-12-05T20:19:39.454111] [INFO ] [sig       ] [810/3626] Completed CPS in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:39.454149] [INFO ] [sig       ] [811/3626] Forecasting CPSH...
[2025-12-05T20:19:39.454185] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-05T20:19:39.454215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-05T20:19:39.464751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-05T20:19:39.465011] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-05T20:19:39.465766] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-05T20:19:39.465815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:39.465845] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:39.465870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:39.465923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:39.524768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:39.525631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:39.525708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:39.525739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:39.648891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:39.649049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:39.649088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:39.649115] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:39.652406] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2025-12-05T20:19:39.652683] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-05T20:19:39.652801] [INFO ] [sig       ] CPSH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:39.790597] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CPSH.txt
[2025-12-05T20:19:39.790751] [INFO ] [sig       ] [811/3626] Completed CPSH in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:39.790789] [INFO ] [sig       ] [812/3626] Forecasting CPSS...
[2025-12-05T20:19:39.790818] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-05T20:19:39.790847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-05T20:19:39.801924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-05T20:19:39.802304] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-05T20:19:39.803111] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-05T20:19:39.803161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:39.803192] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:39.803219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:39.803273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:39.859439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:39.860261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:39.860375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:39.860415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:39.965251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:39.965408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:39.965451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:39.965480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:39.969010] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-05T20:19:39.969293] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-05T20:19:39.969423] [INFO ] [sig       ] CPSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:40.108252] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPSS.txt
[2025-12-05T20:19:40.108397] [INFO ] [sig       ] [812/3626] Completed CPSS in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:40.108434] [INFO ] [sig       ] [813/3626] Forecasting CPZ...
[2025-12-05T20:19:40.108463] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-05T20:19:40.108492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-05T20:19:40.120191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-05T20:19:40.120462] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-05T20:19:40.121241] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-05T20:19:40.121292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:40.121322] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:40.121348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:40.121403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:40.178048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:40.178864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:40.178947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:40.178980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:40.299058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:40.299191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:40.299233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:40.299269] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:40.302751] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2025-12-05T20:19:40.303044] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-05T20:19:40.303358] [INFO ] [sig       ] CPZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:40.441051] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CPZ.txt
[2025-12-05T20:19:40.441199] [INFO ] [sig       ] [813/3626] Completed CPZ in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:40.441238] [INFO ] [sig       ] [814/3626] Forecasting CQP...
[2025-12-05T20:19:40.441266] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-05T20:19:40.441295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-05T20:19:40.451901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-05T20:19:40.452212] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-05T20:19:40.452977] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-05T20:19:40.453026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:40.453057] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:40.453083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:40.453138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:40.511010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:40.511840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:40.511920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:40.511953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:40.629790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:40.629948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:40.629989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:40.630034] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:40.633406] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-05T20:19:40.633694] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-05T20:19:40.633818] [INFO ] [sig       ] CQP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:40.777209] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CQP.txt
[2025-12-05T20:19:40.777328] [INFO ] [sig       ] [814/3626] Completed CQP in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:40.777365] [INFO ] [sig       ] [815/3626] Forecasting CRAI...
[2025-12-05T20:19:40.777394] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-05T20:19:40.777423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-05T20:19:40.788237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2025-12-05T20:19:40.788548] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-05T20:19:40.789297] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-05T20:19:40.789348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:40.789386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:40.789417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:40.789485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:40.846855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:40.847816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:40.847899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:40.847933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:40.966565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:40.966749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:40.966791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:40.966821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:40.970406] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-05T20:19:40.970697] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-05T20:19:40.970819] [INFO ] [sig       ] CRAI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:41.116034] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRAI.txt
[2025-12-05T20:19:41.116196] [INFO ] [sig       ] [815/3626] Completed CRAI in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:41.116234] [INFO ] [sig       ] [816/3626] Forecasting CRBG...
[2025-12-05T20:19:41.116263] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-05T20:19:41.116294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-05T20:19:41.127916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-05T20:19:41.128195] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-05T20:19:41.128995] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-05T20:19:41.129047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:41.129079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:41.129106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:41.129164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:41.187073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:41.187832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:41.187910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:41.187958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:41.303447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:41.303598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:41.303638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:41.303665] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:41.306843] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=37.81%)
[2025-12-05T20:19:41.307097] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-05T20:19:41.307213] [INFO ] [sig       ] CRBG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:41.474040] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRBG.txt
[2025-12-05T20:19:41.474193] [INFO ] [sig       ] [816/3626] Completed CRBG in 0.4s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:41.474232] [INFO ] [sig       ] [817/3626] Forecasting CRBP...
[2025-12-05T20:19:41.474262] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-05T20:19:41.474291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-05T20:19:41.484998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-05T20:19:41.485330] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-05T20:19:41.486143] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-05T20:19:41.486195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:41.486228] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:41.486255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:41.486312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:41.544252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:41.545141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:41.545222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:41.545256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:41.667038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:41.667200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:41.667256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:41.667286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:41.670735] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=77.37%)
[2025-12-05T20:19:41.670993] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-05T20:19:41.671119] [INFO ] [sig       ] CRBP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:41.808740] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRBP.txt
[2025-12-05T20:19:41.808864] [INFO ] [sig       ] [817/3626] Completed CRBP in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:41.808901] [INFO ] [sig       ] [818/3626] Forecasting CRC...
[2025-12-05T20:19:41.808930] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-05T20:19:41.808959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-05T20:19:41.821155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2025-12-05T20:19:41.821446] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-05T20:19:41.822213] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-05T20:19:41.822262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:41.822294] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:41.822333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:41.822390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:41.878989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:41.879635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:41.879708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:41.879739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:42.001067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:42.001224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:42.001264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:42.001295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:42.004631] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=19.27%)
[2025-12-05T20:19:42.004897] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-05T20:19:42.005019] [INFO ] [sig       ] CRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:42.144687] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRC.txt
[2025-12-05T20:19:42.144837] [INFO ] [sig       ] [818/3626] Completed CRC in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:42.144874] [INFO ] [sig       ] [819/3626] Forecasting CRDF...
[2025-12-05T20:19:42.144904] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-05T20:19:42.144934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-05T20:19:42.155685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2025-12-05T20:19:42.156054] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-05T20:19:42.156816] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-05T20:19:42.156865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:42.156924] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:42.156951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:42.157006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:42.213537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:42.214217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:42.214301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:42.214345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:42.334859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:42.335022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:42.335066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:42.335094] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:42.338495] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=7.40%)
[2025-12-05T20:19:42.338798] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-05T20:19:42.338926] [INFO ] [sig       ] CRDF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:42.478252] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRDF.txt
[2025-12-05T20:19:42.478399] [INFO ] [sig       ] [819/3626] Completed CRDF in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:42.478439] [INFO ] [sig       ] [820/3626] Forecasting CRDO...
[2025-12-05T20:19:42.478467] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-05T20:19:42.478496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-05T20:19:42.489916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2025-12-05T20:19:42.490260] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-05T20:19:42.491047] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-05T20:19:42.491097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:42.491128] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:42.491153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:42.491208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:42.547993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:42.548894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:42.548976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:42.549009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:42.667259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:42.667417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:42.667458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:42.667486] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:42.670969] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-05T20:19:42.671243] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-05T20:19:42.671367] [INFO ] [sig       ] CRDO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:42.811993] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRDO.txt
[2025-12-05T20:19:42.812128] [INFO ] [sig       ] [820/3626] Completed CRDO in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:42.812170] [INFO ] [sig       ] [821/3626] Forecasting CREG...
[2025-12-05T20:19:42.812212] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-05T20:19:42.812257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-05T20:19:42.823088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-05T20:19:42.823399] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-05T20:19:42.824172] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-05T20:19:42.824222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:42.824254] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:42.824279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:42.824335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:42.882540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:42.883240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:42.883320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:42.883352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:42.990097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:42.990260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:42.990301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:42.990329] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:42.993653] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-05T20:19:42.993917] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-05T20:19:42.994041] [INFO ] [sig       ] CREG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:43.135376] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CREG.txt
[2025-12-05T20:19:43.135520] [INFO ] [sig       ] [821/3626] Completed CREG in 0.3s | 2.94 sym/s | Total: 4.6m | ETA: 15.9m
[2025-12-05T20:19:43.135589] [INFO ] [sig       ] [822/3626] Forecasting CRESY...
[2025-12-05T20:19:43.135628] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-05T20:19:43.135681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-05T20:19:43.149974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-05T20:19:43.150410] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-05T20:19:43.151471] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-05T20:19:43.151535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:43.151600] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:43.151643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:43.151729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:43.219000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:43.219870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:43.219953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:43.219986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:43.343822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:43.343978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:43.344017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:43.344081] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:43.347591] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=27.57%)
[2025-12-05T20:19:43.347901] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-05T20:19:43.348034] [INFO ] [sig       ] CRESY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:43.488789] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRESY.txt
[2025-12-05T20:19:43.488925] [INFO ] [sig       ] [822/3626] Completed CRESY in 0.4s | 2.94 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-05T20:19:43.488970] [INFO ] [sig       ] [823/3626] Forecasting CREX...
[2025-12-05T20:19:43.489005] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-05T20:19:43.489041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-05T20:19:43.499702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-05T20:19:43.500002] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-05T20:19:43.500762] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-05T20:19:43.500812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:43.500844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:43.500870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:43.500926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:43.556570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:43.557404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:43.557494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:43.557533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:43.685929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:43.686113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:43.686156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:43.686185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:43.690104] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-05T20:19:43.690415] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-05T20:19:43.690588] [INFO ] [sig       ] CREX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:43.835938] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CREX.txt
[2025-12-05T20:19:43.836077] [INFO ] [sig       ] [823/3626] Completed CREX in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-05T20:19:43.836114] [INFO ] [sig       ] [824/3626] Forecasting CRGO...
[2025-12-05T20:19:43.836143] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-05T20:19:43.836171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-05T20:19:43.848858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-05T20:19:43.849195] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-05T20:19:43.849956] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-05T20:19:43.850006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:43.850037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:43.850064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:43.850120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:43.906448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:43.907390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:43.907477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:43.907510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:44.027667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:44.027839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:44.027880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:44.027908] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:44.031486] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-05T20:19:44.031979] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-05T20:19:44.032119] [INFO ] [sig       ] CRGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:44.170054] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRGO.txt
[2025-12-05T20:19:44.170210] [INFO ] [sig       ] [824/3626] Completed CRGO in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-05T20:19:44.170249] [INFO ] [sig       ] [825/3626] Forecasting CRGY...
[2025-12-05T20:19:44.170278] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-05T20:19:44.170309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-05T20:19:44.181689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-05T20:19:44.181982] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-05T20:19:44.182746] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-05T20:19:44.182796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:44.182827] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:44.182852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:44.182908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:44.239218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:44.240129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:44.240224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:44.240257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:44.363183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:44.363363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:44.363408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:44.363458] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:44.366877] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-05T20:19:44.367149] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-05T20:19:44.367277] [INFO ] [sig       ] CRGY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:44.505696] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRGY.txt
[2025-12-05T20:19:44.505828] [INFO ] [sig       ] [825/3626] Completed CRGY in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-05T20:19:44.505865] [INFO ] [sig       ] [826/3626] Forecasting CRH...
[2025-12-05T20:19:44.505893] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-05T20:19:44.505923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-05T20:19:44.516368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2025-12-05T20:19:44.516694] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-05T20:19:44.517439] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-05T20:19:44.517488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:44.517519] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:44.517545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:44.517619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:44.572884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:44.573712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:44.573788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:44.573820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:44.698107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:44.698270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:44.698311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:44.698339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:44.701805] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-05T20:19:44.702128] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-05T20:19:44.702265] [INFO ] [sig       ] CRH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:44.842206] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRH.txt
[2025-12-05T20:19:44.842358] [INFO ] [sig       ] [826/3626] Completed CRH in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.9m
[2025-12-05T20:19:44.842397] [INFO ] [sig       ] [827/3626] Forecasting CRI...
[2025-12-05T20:19:44.842427] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-05T20:19:44.842456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-05T20:19:44.854139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-05T20:19:44.854468] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-05T20:19:44.855228] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-05T20:19:44.855277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:44.855308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:44.855334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:44.855389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:44.912188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:44.912938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:44.913018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:44.913050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:45.039537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:45.039710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:45.039751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:45.039778] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:45.043076] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2025-12-05T20:19:45.043338] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-05T20:19:45.043461] [INFO ] [sig       ] CRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:45.184379] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRI.txt
[2025-12-05T20:19:45.184515] [INFO ] [sig       ] [827/3626] Completed CRI in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:45.184553] [INFO ] [sig       ] [828/3626] Forecasting CRIS...
[2025-12-05T20:19:45.184599] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-05T20:19:45.184630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-05T20:19:45.195520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRIS'.
[2025-12-05T20:19:45.195831] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-05T20:19:45.196600] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-05T20:19:45.196650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:45.196680] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:45.196705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:45.196760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:45.251941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:45.252774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:45.252856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:45.252888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:45.375099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:45.375250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:45.375289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:45.375316] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:45.378721] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=24.83%)
[2025-12-05T20:19:45.378979] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-05T20:19:45.379100] [INFO ] [sig       ] CRIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:45.517111] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRIS.txt
[2025-12-05T20:19:45.517275] [INFO ] [sig       ] [828/3626] Completed CRIS in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:45.517313] [INFO ] [sig       ] [829/3626] Forecasting CRK...
[2025-12-05T20:19:45.517343] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-05T20:19:45.517371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-05T20:19:45.528431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2025-12-05T20:19:45.528804] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-05T20:19:45.529559] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-05T20:19:45.529630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:45.529661] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:45.529687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:45.529758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:45.585457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:45.586152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:45.586255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:45.586288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:45.705004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:45.705161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:45.705200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:45.705229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:45.708526] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-05T20:19:45.708801] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-05T20:19:45.708921] [INFO ] [sig       ] CRK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:45.846186] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRK.txt
[2025-12-05T20:19:45.846310] [INFO ] [sig       ] [829/3626] Completed CRK in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:45.846346] [INFO ] [sig       ] [830/3626] Forecasting CRL...
[2025-12-05T20:19:45.846375] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-05T20:19:45.846405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-05T20:19:45.857687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-05T20:19:45.858075] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-05T20:19:45.858879] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-05T20:19:45.858929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:45.858960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:45.858985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:45.859041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:45.914448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:45.915280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:45.915357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:45.915389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:46.037743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:46.037927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:46.037966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:46.037994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:46.041288] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-05T20:19:46.041554] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-05T20:19:46.041697] [INFO ] [sig       ] CRL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:46.179460] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRL.txt
[2025-12-05T20:19:46.179638] [INFO ] [sig       ] [830/3626] Completed CRL in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:46.179677] [INFO ] [sig       ] [831/3626] Forecasting CRM...
[2025-12-05T20:19:46.179707] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-05T20:19:46.179736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-05T20:19:46.190923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-05T20:19:46.191299] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-05T20:19:46.192117] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-05T20:19:46.192184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:46.192214] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:46.192239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:46.192294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:46.248686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:46.249595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:46.249679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:46.249710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:46.372976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:46.373136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:46.373175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:46.373203] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:46.377074] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-05T20:19:46.377421] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-05T20:19:46.377568] [INFO ] [sig       ] CRM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:46.523845] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRM.txt
[2025-12-05T20:19:46.524001] [INFO ] [sig       ] [831/3626] Completed CRM in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:46.524047] [INFO ] [sig       ] [832/3626] Forecasting CRMD...
[2025-12-05T20:19:46.524077] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-05T20:19:46.524106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-05T20:19:46.535800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2025-12-05T20:19:46.536148] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-05T20:19:46.536925] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-05T20:19:46.536975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:46.537007] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:46.537032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:46.537087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:46.592320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:46.592934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:46.593009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:46.593040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:46.706086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:46.706236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:46.706275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:46.706302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:46.709564] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=50.00%)
[2025-12-05T20:19:46.709839] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-05T20:19:46.709957] [INFO ] [sig       ] CRMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:46.849907] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRMD.txt
[2025-12-05T20:19:46.850100] [INFO ] [sig       ] [832/3626] Completed CRMD in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:46.850138] [INFO ] [sig       ] [833/3626] Forecasting CRML...
[2025-12-05T20:19:46.850169] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-05T20:19:46.850197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-05T20:19:46.861050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2025-12-05T20:19:46.861313] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-05T20:19:46.862086] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-05T20:19:46.862135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:46.862166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:46.862191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:46.862246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:46.916788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:46.917354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:46.917428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:46.917459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:47.031804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:47.031950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:47.031992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:47.032021] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:47.035293] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-05T20:19:47.035555] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-05T20:19:47.035689] [INFO ] [sig       ] CRML: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:47.174810] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRML.txt
[2025-12-05T20:19:47.174963] [INFO ] [sig       ] [833/3626] Completed CRML in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:47.175000] [INFO ] [sig       ] [834/3626] Forecasting CRNC...
[2025-12-05T20:19:47.175030] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-05T20:19:47.175059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-05T20:19:47.185255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-05T20:19:47.185501] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-05T20:19:47.186262] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-05T20:19:47.186311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:47.186340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:47.186365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:47.186419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:47.241411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:47.242003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:47.242075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:47.242106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:47.356589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:47.356724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:47.356763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:47.356791] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:47.360033] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-05T20:19:47.360288] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-05T20:19:47.360405] [INFO ] [sig       ] CRNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:47.498405] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRNC.txt
[2025-12-05T20:19:47.498535] [INFO ] [sig       ] [834/3626] Completed CRNC in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:47.498594] [INFO ] [sig       ] [835/3626] Forecasting CRNX...
[2025-12-05T20:19:47.498626] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-05T20:19:47.498657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-05T20:19:47.510001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-05T20:19:47.510317] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-05T20:19:47.511094] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-05T20:19:47.511143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:47.511173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:47.511200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:47.511255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:47.566766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:47.567387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:47.567460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:47.567491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:47.686789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:47.686947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:47.686985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:47.687014] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:47.690266] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: UP (p=89.63%)
[2025-12-05T20:19:47.690522] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-05T20:19:47.690667] [INFO ] [sig       ] CRNX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:47.825079] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRNX.txt
[2025-12-05T20:19:47.825209] [INFO ] [sig       ] [835/3626] Completed CRNX in 0.3s | 2.94 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:47.825246] [INFO ] [sig       ] [836/3626] Forecasting CRON...
[2025-12-05T20:19:47.825275] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-05T20:19:47.825304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-05T20:19:47.836829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-05T20:19:47.837102] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-05T20:19:47.837889] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-05T20:19:47.837939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:47.837995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:47.838023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:47.838079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:47.893291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:47.893895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:47.893968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:47.893998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:48.012453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:48.012634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:48.012676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:48.012705] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:48.016044] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-05T20:19:48.016342] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-05T20:19:48.016465] [INFO ] [sig       ] CRON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:48.151799] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRON.txt
[2025-12-05T20:19:48.151927] [INFO ] [sig       ] [836/3626] Completed CRON in 0.3s | 2.95 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:48.151965] [INFO ] [sig       ] [837/3626] Forecasting CROX...
[2025-12-05T20:19:48.151993] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-05T20:19:48.152022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-05T20:19:48.162511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-05T20:19:48.162812] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-05T20:19:48.163540] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-05T20:19:48.163608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:48.163645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:48.163671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:48.163730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:48.222173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:48.222870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:48.222944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:48.222975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:48.338123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:48.338273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:48.338311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:48.338339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:48.341630] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-05T20:19:48.341885] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-05T20:19:48.342004] [INFO ] [sig       ] CROX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:48.477718] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CROX.txt
[2025-12-05T20:19:48.477850] [INFO ] [sig       ] [837/3626] Completed CROX in 0.3s | 2.95 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:48.477891] [INFO ] [sig       ] [838/3626] Forecasting CRS...
[2025-12-05T20:19:48.477919] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-05T20:19:48.477948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-05T20:19:48.488471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2025-12-05T20:19:48.488818] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-05T20:19:48.489555] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-05T20:19:48.489631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:48.489664] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:48.489690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:48.489745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:48.544519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:48.545154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:48.545228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:48.545259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:48.663342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:48.663499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:48.663554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:48.663606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:48.666871] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-05T20:19:48.667126] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-05T20:19:48.667242] [INFO ] [sig       ] CRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:48.806078] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRS.txt
[2025-12-05T20:19:48.806199] [INFO ] [sig       ] [838/3626] Completed CRS in 0.3s | 2.95 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:48.806235] [INFO ] [sig       ] [839/3626] Forecasting CRSP...
[2025-12-05T20:19:48.806264] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-05T20:19:48.806292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-05T20:19:48.830949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2025-12-05T20:19:48.831264] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-05T20:19:48.832044] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-05T20:19:48.832094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:48.832126] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:48.832151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:48.832205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:48.886996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:48.887617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:48.887693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:48.887726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:49.005693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:49.005861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:49.005906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:49.005968] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:49.009357] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2025-12-05T20:19:49.009644] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-05T20:19:49.009766] [INFO ] [sig       ] CRSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:49.144220] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRSP.txt
[2025-12-05T20:19:49.144336] [INFO ] [sig       ] [839/3626] Completed CRSP in 0.3s | 2.95 sym/s | Total: 4.7m | ETA: 15.8m
[2025-12-05T20:19:49.144371] [INFO ] [sig       ] [840/3626] Forecasting CRTO...
[2025-12-05T20:19:49.144400] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-05T20:19:49.144429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-05T20:19:49.155359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2025-12-05T20:19:49.155654] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-05T20:19:49.156415] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-05T20:19:49.156464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:49.156494] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:49.156520] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:49.156602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:49.211317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:49.211938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:49.212015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:49.212046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:49.330044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:49.330172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:49.330211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:49.330239] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:49.333431] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-05T20:19:49.333716] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-05T20:19:49.333833] [INFO ] [sig       ] CRTO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:49.469227] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRTO.txt
[2025-12-05T20:19:49.469330] [INFO ] [sig       ] [840/3626] Completed CRTO in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-05T20:19:49.469366] [INFO ] [sig       ] [841/3626] Forecasting CRUS...
[2025-12-05T20:19:49.469394] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-05T20:19:49.469422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-05T20:19:49.479897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-05T20:19:49.480185] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-05T20:19:49.480994] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-05T20:19:49.481045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:49.481079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:49.481106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:49.481164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:49.539169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:49.539821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:49.539908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:49.539940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:49.658433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:49.658565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:49.658621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:49.658651] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:49.662140] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: DOWN (p=6.44%)
[2025-12-05T20:19:49.662404] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-05T20:19:49.662526] [INFO ] [sig       ] CRUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:49.806384] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRUS.txt
[2025-12-05T20:19:49.806504] [INFO ] [sig       ] [841/3626] Completed CRUS in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-05T20:19:49.806540] [INFO ] [sig       ] [842/3626] Forecasting CRVL...
[2025-12-05T20:19:49.806584] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-05T20:19:49.806618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-05T20:19:49.823444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2025-12-05T20:19:49.824098] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-05T20:19:49.825137] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-05T20:19:49.825194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:49.825252] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:49.825282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:49.825342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:49.884597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:49.885793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:49.886121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:49.886156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:50.029452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:50.029709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:50.030252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:50.030289] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:50.034144] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2025-12-05T20:19:50.034431] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-05T20:19:50.034563] [INFO ] [sig       ] CRVL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:50.194775] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRVL.txt
[2025-12-05T20:19:50.194992] [INFO ] [sig       ] [842/3626] Completed CRVL in 0.4s | 2.95 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-05T20:19:50.195057] [INFO ] [sig       ] [843/3626] Forecasting CRVO...
[2025-12-05T20:19:50.195109] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-05T20:19:50.195160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-05T20:19:50.206971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-05T20:19:50.207342] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-05T20:19:50.208156] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-05T20:19:50.208207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:50.208238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:50.208263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:50.208319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:50.274590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:50.275694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:50.275797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:50.275847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:50.401744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:50.401893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:50.401932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:50.401961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:50.405663] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2025-12-05T20:19:50.405924] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-05T20:19:50.406043] [INFO ] [sig       ] CRVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:50.547075] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CRVO.txt
[2025-12-05T20:19:50.547211] [INFO ] [sig       ] [843/3626] Completed CRVO in 0.4s | 2.94 sym/s | Total: 4.8m | ETA: 15.8m
[2025-12-05T20:19:50.547251] [INFO ] [sig       ] [844/3626] Forecasting CRVS...
[2025-12-05T20:19:50.547281] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-05T20:19:50.547312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-05T20:19:50.559011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-05T20:19:50.559314] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-05T20:19:50.560120] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-05T20:19:50.560168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:50.560199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:50.560225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:50.560281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:50.615980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:50.616552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:50.616641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:50.616673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:50.737605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:50.737710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:50.737745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:50.737772] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:50.740899] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: DOWN (p=23.19%)
[2025-12-05T20:19:50.741146] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-05T20:19:50.741263] [INFO ] [sig       ] CRVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:50.881524] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRVS.txt
[2025-12-05T20:19:50.881647] [INFO ] [sig       ] [844/3626] Completed CRVS in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:50.881684] [INFO ] [sig       ] [845/3626] Forecasting CRWD...
[2025-12-05T20:19:50.881713] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-05T20:19:50.881741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-05T20:19:50.893620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-05T20:19:50.893957] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-05T20:19:50.894831] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-05T20:19:50.894882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:50.894913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:50.894940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:50.894995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:50.952921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:50.953928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:50.954019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:50.954053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:51.077501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:51.077683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:51.077725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:51.077753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:51.081172] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2025-12-05T20:19:51.081444] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-05T20:19:51.081585] [INFO ] [sig       ] CRWD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:51.218443] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRWD.txt
[2025-12-05T20:19:51.218609] [INFO ] [sig       ] [845/3626] Completed CRWD in 0.3s | 2.94 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:51.218675] [INFO ] [sig       ] [846/3626] Forecasting CRWS...
[2025-12-05T20:19:51.218709] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-05T20:19:51.218740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-05T20:19:51.229128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-05T20:19:51.229416] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-05T20:19:51.230254] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-05T20:19:51.230304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:51.230335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:51.230361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:51.230416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:51.287093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:51.287834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:51.287954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:51.287999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:51.398022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:51.398181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:51.398222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:51.398252] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:51.401600] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-05T20:19:51.401869] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-05T20:19:51.401992] [INFO ] [sig       ] CRWS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:51.540639] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CRWS.txt
[2025-12-05T20:19:51.540803] [INFO ] [sig       ] [846/3626] Completed CRWS in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:51.540842] [INFO ] [sig       ] [847/3626] Forecasting CSAN...
[2025-12-05T20:19:51.540871] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-05T20:19:51.540900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-05T20:19:51.552387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-05T20:19:51.552701] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-05T20:19:51.553447] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-05T20:19:51.553496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:51.553527] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:51.553553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:51.553628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:51.607969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:51.608630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:51.608708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:51.608739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:51.722189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:51.722352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:51.722392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:51.722421] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:51.726054] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-05T20:19:51.726306] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-05T20:19:51.726443] [INFO ] [sig       ] CSAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:51.862150] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSAN.txt
[2025-12-05T20:19:51.862262] [INFO ] [sig       ] [847/3626] Completed CSAN in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:51.862299] [INFO ] [sig       ] [848/3626] Forecasting CSB...
[2025-12-05T20:19:51.862328] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-05T20:19:51.862357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-05T20:19:51.872810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2025-12-05T20:19:51.873085] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-05T20:19:51.873877] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-05T20:19:51.873928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:51.873961] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:51.873988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:51.874046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:51.931382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:51.931982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:51.932058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:51.932091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:52.041369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:52.041504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:52.041543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:52.041585] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:52.044813] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=55.84%)
[2025-12-05T20:19:52.045068] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-05T20:19:52.045185] [INFO ] [sig       ] CSB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:52.187041] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSB.txt
[2025-12-05T20:19:52.187173] [INFO ] [sig       ] [848/3626] Completed CSB in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:52.187209] [INFO ] [sig       ] [849/3626] Forecasting CSCO...
[2025-12-05T20:19:52.187237] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-05T20:19:52.187266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-05T20:19:52.197547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2025-12-05T20:19:52.197843] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-05T20:19:52.198600] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-05T20:19:52.198657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:52.198688] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:52.198716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:52.198774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:52.253939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:52.254519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:52.254608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:52.254641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:52.374516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:52.374635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:52.374670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:52.374720] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:52.377779] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-05T20:19:52.378045] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-05T20:19:52.378164] [INFO ] [sig       ] CSCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:52.514883] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSCO.txt
[2025-12-05T20:19:52.515013] [INFO ] [sig       ] [849/3626] Completed CSCO in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:52.515051] [INFO ] [sig       ] [850/3626] Forecasting CSGP...
[2025-12-05T20:19:52.515080] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-05T20:19:52.515108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-05T20:19:52.524946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-05T20:19:52.525199] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-05T20:19:52.525944] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-05T20:19:52.525993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:52.526025] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:52.526051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:52.526106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:52.582236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:52.582859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:52.582933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:52.582963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:52.702652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:52.702773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:52.702816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:52.702845] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:52.705946] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-05T20:19:52.706197] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-05T20:19:52.706312] [INFO ] [sig       ] CSGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:52.846828] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSGP.txt
[2025-12-05T20:19:52.846945] [INFO ] [sig       ] [850/3626] Completed CSGP in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:52.846981] [INFO ] [sig       ] [851/3626] Forecasting CSGS...
[2025-12-05T20:19:52.847010] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-05T20:19:52.847038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-05T20:19:52.858259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2025-12-05T20:19:52.858519] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-05T20:19:52.859308] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-05T20:19:52.859359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:52.859392] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:52.859420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:52.859478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:52.916434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:52.917045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:52.917135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:52.917168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:53.036656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:53.036789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:53.036827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:53.036853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:53.040083] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-05T20:19:53.040337] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-05T20:19:53.040456] [INFO ] [sig       ] CSGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:53.177099] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSGS.txt
[2025-12-05T20:19:53.177210] [INFO ] [sig       ] [851/3626] Completed CSGS in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:53.177247] [INFO ] [sig       ] [852/3626] Forecasting CSIQ...
[2025-12-05T20:19:53.177276] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-05T20:19:53.177305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-05T20:19:53.188187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-05T20:19:53.188498] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-05T20:19:53.189321] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-05T20:19:53.189372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:53.189405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:53.189434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:53.189492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:53.244338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:53.244925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:53.244999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:53.245030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:53.366751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:53.366851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:53.366886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:53.366913] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:53.369973] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: UP (p=56.79%)
[2025-12-05T20:19:53.370222] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-05T20:19:53.370339] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:53.508769] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSIQ.txt
[2025-12-05T20:19:53.508887] [INFO ] [sig       ] [852/3626] Completed CSIQ in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:53.508925] [INFO ] [sig       ] [853/3626] Forecasting CSPI...
[2025-12-05T20:19:53.508952] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-05T20:19:53.508980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-05T20:19:53.520027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-05T20:19:53.520330] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-05T20:19:53.521098] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-05T20:19:53.521147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:53.521211] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:53.521274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:53.521358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:53.576537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:53.577138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:53.577210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:53.577242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:53.690357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:53.690505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:53.690545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:53.690590] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:53.693984] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-05T20:19:53.694246] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-05T20:19:53.694367] [INFO ] [sig       ] CSPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:53.833037] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSPI.txt
[2025-12-05T20:19:53.833142] [INFO ] [sig       ] [853/3626] Completed CSPI in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:53.833179] [INFO ] [sig       ] [854/3626] Forecasting CSQ...
[2025-12-05T20:19:53.833208] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-05T20:19:53.833237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-05T20:19:53.846652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-05T20:19:53.847169] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-05T20:19:53.848201] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-05T20:19:53.848254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:53.848287] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:53.848314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:53.848372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:53.907023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:53.908168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:53.908268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:53.908303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:54.039403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:54.039625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:54.039674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:54.039708] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:54.043418] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-05T20:19:54.043730] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-05T20:19:54.043865] [INFO ] [sig       ] CSQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:54.184132] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSQ.txt
[2025-12-05T20:19:54.184283] [INFO ] [sig       ] [854/3626] Completed CSQ in 0.4s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:54.184321] [INFO ] [sig       ] [855/3626] Forecasting CSTL...
[2025-12-05T20:19:54.184348] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-05T20:19:54.184377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-05T20:19:54.199303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-05T20:19:54.199664] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-05T20:19:54.200656] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-05T20:19:54.200705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:54.200736] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:54.200761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:54.200815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:54.261639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:54.262508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:54.262609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:54.262645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:54.388525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:54.388704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:54.388746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:54.388775] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:54.392266] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2025-12-05T20:19:54.392531] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-05T20:19:54.392671] [INFO ] [sig       ] CSTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:54.531174] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSTL.txt
[2025-12-05T20:19:54.531292] [INFO ] [sig       ] [855/3626] Completed CSTL in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:54.531330] [INFO ] [sig       ] [856/3626] Forecasting CSTM...
[2025-12-05T20:19:54.531358] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-05T20:19:54.531387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-05T20:19:54.543526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-05T20:19:54.543926] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-05T20:19:54.544729] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-05T20:19:54.544778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:54.544809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:54.544834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:54.544888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:54.602657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:54.603341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:54.603422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:54.603452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:54.722328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:54.722440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:54.722475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:54.722534] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:54.725719] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-05T20:19:54.725980] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-05T20:19:54.726097] [INFO ] [sig       ] CSTM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:54.860257] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSTM.txt
[2025-12-05T20:19:54.860363] [INFO ] [sig       ] [856/3626] Completed CSTM in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:54.860399] [INFO ] [sig       ] [857/3626] Forecasting CSWC...
[2025-12-05T20:19:54.860428] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-05T20:19:54.860463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-05T20:19:54.871123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2025-12-05T20:19:54.871390] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-05T20:19:54.872159] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-05T20:19:54.872208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:54.872238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:54.872264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:54.872318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:54.927154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:54.927754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:54.927840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:54.927872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:55.042919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:55.043040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:55.043076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:55.043102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:55.046242] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2025-12-05T20:19:55.046497] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-05T20:19:55.046631] [INFO ] [sig       ] CSWC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:55.181223] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CSWC.txt
[2025-12-05T20:19:55.181324] [INFO ] [sig       ] [857/3626] Completed CSWC in 0.3s | 2.95 sym/s | Total: 4.8m | ETA: 15.7m
[2025-12-05T20:19:55.181361] [INFO ] [sig       ] [858/3626] Forecasting CSX...
[2025-12-05T20:19:55.181389] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-05T20:19:55.181417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-05T20:19:55.192019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2025-12-05T20:19:55.192293] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-05T20:19:55.193060] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-05T20:19:55.193109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:55.193140] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:55.193165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:55.193220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:55.248398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:55.249125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:55.249200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:55.249232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:55.372606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:55.372735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:55.372784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:55.372813] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:55.376225] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=3.29%)
[2025-12-05T20:19:55.376494] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-05T20:19:55.376638] [INFO ] [sig       ] CSX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:55.513480] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CSX.txt
[2025-12-05T20:19:55.513608] [INFO ] [sig       ] [858/3626] Completed CSX in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-05T20:19:55.513649] [INFO ] [sig       ] [859/3626] Forecasting CTAS...
[2025-12-05T20:19:55.513677] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-05T20:19:55.513706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-05T20:19:55.524001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-05T20:19:55.524254] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-05T20:19:55.525008] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-05T20:19:55.525058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:55.525088] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:55.525114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:55.525168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:55.580697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:55.581257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:55.581329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:55.581360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:55.693374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:55.693468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:55.693502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:55.693528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:55.696669] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-05T20:19:55.696925] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-05T20:19:55.697042] [INFO ] [sig       ] CTAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:55.833929] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTAS.txt
[2025-12-05T20:19:55.834051] [INFO ] [sig       ] [859/3626] Completed CTAS in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.7m
[2025-12-05T20:19:55.834087] [INFO ] [sig       ] [860/3626] Forecasting CTBB...
[2025-12-05T20:19:55.834116] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-05T20:19:55.834146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-05T20:19:55.844365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-05T20:19:55.844648] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-05T20:19:55.845388] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-05T20:19:55.845436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:55.845468] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:55.845494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:55.845550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:55.901236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:55.901840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:55.901914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:55.901944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:56.019842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:56.019998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:56.020036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:56.020063] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:56.023429] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=80.16%)
[2025-12-05T20:19:56.023700] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-05T20:19:56.023822] [INFO ] [sig       ] CTBB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:56.159743] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTBB.txt
[2025-12-05T20:19:56.159845] [INFO ] [sig       ] [860/3626] Completed CTBB in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:56.159882] [INFO ] [sig       ] [861/3626] Forecasting CTBI...
[2025-12-05T20:19:56.159910] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-05T20:19:56.159939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-05T20:19:56.170696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-05T20:19:56.170954] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-05T20:19:56.171706] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-05T20:19:56.171756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:56.171786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:56.171813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:56.171868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:56.228715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:56.229274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:56.229348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:56.229377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:56.348877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:56.348987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:56.349021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:56.349048] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:56.352119] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2025-12-05T20:19:56.352365] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-05T20:19:56.352481] [INFO ] [sig       ] CTBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:56.488555] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTBI.txt
[2025-12-05T20:19:56.488696] [INFO ] [sig       ] [861/3626] Completed CTBI in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:56.488739] [INFO ] [sig       ] [862/3626] Forecasting CTDD...
[2025-12-05T20:19:56.488774] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-05T20:19:56.488808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-05T20:19:56.499638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-05T20:19:56.499925] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-05T20:19:56.500688] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-05T20:19:56.500738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:56.500769] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:56.500797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:56.500855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:56.557918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:56.558516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:56.558607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:56.558642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:56.670800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:56.670910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:56.670948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:56.670976] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:56.674167] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=14.23%)
[2025-12-05T20:19:56.674426] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-05T20:19:56.674546] [INFO ] [sig       ] CTDD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:56.810813] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTDD.txt
[2025-12-05T20:19:56.810929] [INFO ] [sig       ] [862/3626] Completed CTDD in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:56.810966] [INFO ] [sig       ] [863/3626] Forecasting CTKB...
[2025-12-05T20:19:56.810994] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-05T20:19:56.811021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-05T20:19:56.824541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2025-12-05T20:19:56.824891] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-05T20:19:56.825691] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-05T20:19:56.825740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:56.825771] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:56.825797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:56.825852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:56.881375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:56.881968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:56.882090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:56.882137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:56.997461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:56.997562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:56.997616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:56.997645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:57.000873] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: UP (p=74.04%)
[2025-12-05T20:19:57.001193] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-05T20:19:57.001351] [INFO ] [sig       ] CTKB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:57.140162] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTKB.txt
[2025-12-05T20:19:57.140279] [INFO ] [sig       ] [863/3626] Completed CTKB in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:57.140316] [INFO ] [sig       ] [864/3626] Forecasting CTLP...
[2025-12-05T20:19:57.140345] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-05T20:19:57.140374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-05T20:19:57.152069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-05T20:19:57.152361] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-05T20:19:57.153194] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-05T20:19:57.153244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:57.153278] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:57.153305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:57.153377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:57.212373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:57.213033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:57.213110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:57.213144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:57.330410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:57.330526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:57.330563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:57.330608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:57.333774] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=73.55%)
[2025-12-05T20:19:57.334032] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-05T20:19:57.334151] [INFO ] [sig       ] CTLP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:57.470021] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTLP.txt
[2025-12-05T20:19:57.470133] [INFO ] [sig       ] [864/3626] Completed CTLP in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:57.470173] [INFO ] [sig       ] [865/3626] Forecasting CTMX...
[2025-12-05T20:19:57.470203] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-05T20:19:57.470232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-05T20:19:57.480935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2025-12-05T20:19:57.481202] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-05T20:19:57.481978] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-05T20:19:57.482029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:57.482060] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:57.482088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:57.482145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:57.543395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:57.544150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:57.544235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:57.544269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:57.663460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:57.663583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:57.663623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:57.663652] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:57.666894] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-05T20:19:57.667161] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-05T20:19:57.667283] [INFO ] [sig       ] CTMX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:57.805066] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTMX.txt
[2025-12-05T20:19:57.805183] [INFO ] [sig       ] [865/3626] Completed CTMX in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:57.805225] [INFO ] [sig       ] [866/3626] Forecasting CTNM...
[2025-12-05T20:19:57.805254] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-05T20:19:57.805283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-05T20:19:57.815875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2025-12-05T20:19:57.816135] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-05T20:19:57.816928] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-05T20:19:57.816990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:57.817023] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:57.817050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:57.817105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:57.873354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:57.873935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:57.874006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:57.874037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:57.988618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:57.988716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:57.988752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:57.988780] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:57.991842] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-05T20:19:57.992092] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-05T20:19:57.992208] [INFO ] [sig       ] CTNM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:58.127192] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTNM.txt
[2025-12-05T20:19:58.127327] [INFO ] [sig       ] [866/3626] Completed CTNM in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:58.127371] [INFO ] [sig       ] [867/3626] Forecasting CTO...
[2025-12-05T20:19:58.127409] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-05T20:19:58.127447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-05T20:19:58.138528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-05T20:19:58.138802] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-05T20:19:58.139560] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-05T20:19:58.139627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:58.139659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:58.139686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:58.139742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:58.197166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:58.197816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:58.197890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:58.197922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:58.316519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:58.316650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:58.316688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:58.316715] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:58.319904] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-05T20:19:58.320161] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-05T20:19:58.320281] [INFO ] [sig       ] CTO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:58.455440] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTO.txt
[2025-12-05T20:19:58.455543] [INFO ] [sig       ] [867/3626] Completed CTO in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:58.455596] [INFO ] [sig       ] [868/3626] Forecasting CTRA...
[2025-12-05T20:19:58.455627] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-05T20:19:58.455656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-05T20:19:58.466325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2025-12-05T20:19:58.466616] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-05T20:19:58.467402] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-05T20:19:58.467453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:58.467485] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:58.467511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:58.467591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:58.525452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:58.526060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:58.526136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:58.526168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:58.637990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:58.638077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:58.638111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:58.638138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:58.641128] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-05T20:19:58.641376] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-05T20:19:58.641491] [INFO ] [sig       ] CTRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:58.781081] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTRA.txt
[2025-12-05T20:19:58.781200] [INFO ] [sig       ] [868/3626] Completed CTRA in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:58.781239] [INFO ] [sig       ] [869/3626] Forecasting CTRE...
[2025-12-05T20:19:58.781266] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-05T20:19:58.781295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-05T20:19:58.791856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-05T20:19:58.792127] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-05T20:19:58.792890] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-05T20:19:58.792941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:58.792973] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:58.792999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:58.793055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:58.848481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:58.849076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:58.849151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:58.849184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:58.968048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:58.968144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:58.968180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:58.968209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:58.971390] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=73.78%)
[2025-12-05T20:19:58.971669] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-05T20:19:58.971791] [INFO ] [sig       ] CTRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:19:59.109547] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTRE.txt
[2025-12-05T20:19:59.109683] [INFO ] [sig       ] [869/3626] Completed CTRE in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:59.109721] [INFO ] [sig       ] [870/3626] Forecasting CTRM...
[2025-12-05T20:19:59.109749] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-05T20:19:59.109777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-05T20:19:59.120267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-05T20:19:59.120543] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-05T20:19:59.121329] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-05T20:19:59.121379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:59.121437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:59.121471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:59.121547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:59.179589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:59.180184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:59.180259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:59.180290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:59.293512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:59.293642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:59.293678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:59.293705] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:59.296839] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-05T20:19:59.297093] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-05T20:19:59.297210] [INFO ] [sig       ] CTRM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:59.432394] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTRM.txt
[2025-12-05T20:19:59.432500] [INFO ] [sig       ] [870/3626] Completed CTRM in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:59.432536] [INFO ] [sig       ] [871/3626] Forecasting CTRN...
[2025-12-05T20:19:59.432565] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-05T20:19:59.432613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-05T20:19:59.443041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-05T20:19:59.443294] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-05T20:19:59.444115] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-05T20:19:59.444166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:59.444197] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:59.444223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:59.444279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:59.501802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:59.502387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:59.502461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:59.502491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:59.624121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:59.624227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:59.624263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:59.624290] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:59.627415] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-05T20:19:59.627702] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-05T20:19:59.627856] [INFO ] [sig       ] CTRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:19:59.764717] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTRN.txt
[2025-12-05T20:19:59.764833] [INFO ] [sig       ] [871/3626] Completed CTRN in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:19:59.764874] [INFO ] [sig       ] [872/3626] Forecasting CTS...
[2025-12-05T20:19:59.764903] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-05T20:19:59.764932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-05T20:19:59.775645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-05T20:19:59.775902] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-05T20:19:59.776662] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-05T20:19:59.776711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:19:59.776742] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:19:59.776768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:19:59.776823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:19:59.832671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:19:59.833248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:19:59.833323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:19:59.833353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:19:59.951355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:19:59.951464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:19:59.951499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:19:59.951527] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:19:59.954636] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=11.04%)
[2025-12-05T20:19:59.954886] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-05T20:19:59.955002] [INFO ] [sig       ] CTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:00.090806] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTS.txt
[2025-12-05T20:20:00.090934] [INFO ] [sig       ] [872/3626] Completed CTS in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:20:00.090972] [INFO ] [sig       ] [873/3626] Forecasting CTSH...
[2025-12-05T20:20:00.091001] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-05T20:20:00.091030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-05T20:20:00.101168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2025-12-05T20:20:00.101423] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-05T20:20:00.102185] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-05T20:20:00.102234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:00.102264] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:00.102289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:00.102348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:00.158536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:00.159130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:00.159202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:00.159233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:00.274814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:00.274944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:00.274983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:00.275038] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:00.278322] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=93.36%)
[2025-12-05T20:20:00.278595] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-05T20:20:00.278712] [INFO ] [sig       ] CTSH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:00.416606] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CTSH.txt
[2025-12-05T20:20:00.416725] [INFO ] [sig       ] [873/3626] Completed CTSH in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:20:00.416762] [INFO ] [sig       ] [874/3626] Forecasting CTVA...
[2025-12-05T20:20:00.416791] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-05T20:20:00.416821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-05T20:20:00.426979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-05T20:20:00.427235] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-05T20:20:00.428008] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-05T20:20:00.428057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:00.428088] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:00.428113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:00.428168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:00.483681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:00.484281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:00.484353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:00.484384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:00.608866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:00.608989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:00.609035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:00.609062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:00.612330] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-05T20:20:00.612608] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-05T20:20:00.612735] [INFO ] [sig       ] CTVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:00.752011] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CTVA.txt
[2025-12-05T20:20:00.752154] [INFO ] [sig       ] [874/3626] Completed CTVA in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:20:00.752193] [INFO ] [sig       ] [875/3626] Forecasting CUBE...
[2025-12-05T20:20:00.752221] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-05T20:20:00.752250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-05T20:20:00.763561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-05T20:20:00.763900] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-05T20:20:00.764727] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-05T20:20:00.764778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:00.764810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:00.764836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:00.764892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:00.821640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:00.822544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:00.822644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:00.822677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:00.939809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:00.939981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:00.940028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:00.940062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:00.943478] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=11.61%)
[2025-12-05T20:20:00.943848] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-05T20:20:00.944008] [INFO ] [sig       ] CUBE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:01.081892] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CUBE.txt
[2025-12-05T20:20:01.082029] [INFO ] [sig       ] [875/3626] Completed CUBE in 0.3s | 2.95 sym/s | Total: 4.9m | ETA: 15.6m
[2025-12-05T20:20:01.082068] [INFO ] [sig       ] [876/3626] Forecasting CUBI...
[2025-12-05T20:20:01.082097] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-05T20:20:01.082129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-05T20:20:01.092829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-05T20:20:01.093094] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-05T20:20:01.093899] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-05T20:20:01.093952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:01.093983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:01.094010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:01.094066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:01.153675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:01.154366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:01.154445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:01.154478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:01.279180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:01.279338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:01.279377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:01.279406] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:01.282718] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-05T20:20:01.282984] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-05T20:20:01.283106] [INFO ] [sig       ] CUBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:01.419329] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CUBI.txt
[2025-12-05T20:20:01.419485] [INFO ] [sig       ] [876/3626] Completed CUBI in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:01.419523] [INFO ] [sig       ] [877/3626] Forecasting CUK...
[2025-12-05T20:20:01.419553] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-05T20:20:01.419604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-05T20:20:01.430658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2025-12-05T20:20:01.431048] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-05T20:20:01.431841] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-05T20:20:01.431891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:01.431938] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:01.431965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:01.432020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:01.490173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:01.491140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:01.491227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:01.491260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:01.614351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:01.614513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:01.614554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:01.614601] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:01.618145] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-05T20:20:01.618490] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-05T20:20:01.618648] [INFO ] [sig       ] CUK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:01.759167] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CUK.txt
[2025-12-05T20:20:01.759293] [INFO ] [sig       ] [877/3626] Completed CUK in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:01.759331] [INFO ] [sig       ] [878/3626] Forecasting CULP...
[2025-12-05T20:20:01.759358] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-05T20:20:01.759387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-05T20:20:01.769552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-05T20:20:01.769836] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-05T20:20:01.770718] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-05T20:20:01.770767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:01.770796] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:01.770821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:01.770876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:01.826460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:01.827056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:01.827132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:01.827162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:01.926037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:01.926201] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:20:01.926239] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:01.926267] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:01.929666] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=94.50%)
[2025-12-05T20:20:01.929954] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-05T20:20:01.930084] [INFO ] [sig       ] CULP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:02.068542] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CULP.txt
[2025-12-05T20:20:02.068723] [INFO ] [sig       ] [878/3626] Completed CULP in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:02.068762] [INFO ] [sig       ] [879/3626] Forecasting CURI...
[2025-12-05T20:20:02.068792] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-05T20:20:02.068820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-05T20:20:02.079310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2025-12-05T20:20:02.079666] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-05T20:20:02.080413] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-05T20:20:02.080462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:02.080492] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:02.080517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:02.080590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:02.138447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:02.139317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:02.139399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:02.139434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:02.257876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:02.258030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:02.258069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:02.258097] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:02.261405] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=16.64%)
[2025-12-05T20:20:02.261699] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-05T20:20:02.261822] [INFO ] [sig       ] CURI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:02.406002] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CURI.txt
[2025-12-05T20:20:02.406149] [INFO ] [sig       ] [879/3626] Completed CURI in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:02.406187] [INFO ] [sig       ] [880/3626] Forecasting CUZ...
[2025-12-05T20:20:02.406217] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-05T20:20:02.406246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-05T20:20:02.468658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-05T20:20:02.469072] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-05T20:20:02.470085] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-05T20:20:02.470146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:02.470189] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:02.470227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:02.470307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:02.531771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:02.532623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:02.532753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:02.532788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:02.653134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:02.653285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:02.653325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:02.653362] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:02.656776] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-05T20:20:02.657075] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-05T20:20:02.657209] [INFO ] [sig       ] CUZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:02.798738] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CUZ.txt
[2025-12-05T20:20:02.798890] [INFO ] [sig       ] [880/3626] Completed CUZ in 0.4s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:02.798935] [INFO ] [sig       ] [881/3626] Forecasting CVAC...
[2025-12-05T20:20:02.798966] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-05T20:20:02.798996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-05T20:20:02.810144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-05T20:20:02.810541] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-05T20:20:02.811375] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-05T20:20:02.811428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:02.811461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:02.811489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:02.811549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:02.871477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:02.872331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:02.872415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:02.872449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:02.994810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:02.994961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:02.995000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:02.995028] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:02.998586] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-05T20:20:02.998880] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-05T20:20:02.999016] [INFO ] [sig       ] CVAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:03.140740] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVAC.txt
[2025-12-05T20:20:03.140889] [INFO ] [sig       ] [881/3626] Completed CVAC in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:03.140927] [INFO ] [sig       ] [882/3626] Forecasting CVBF...
[2025-12-05T20:20:03.140957] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-05T20:20:03.140987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-05T20:20:03.151589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2025-12-05T20:20:03.151938] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-05T20:20:03.152693] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-05T20:20:03.152741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:03.152772] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:03.152797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:03.152853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:03.209957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:03.210595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:03.210671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:03.210704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:03.327732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:03.327886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:03.327927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:03.327956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:03.331246] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=37.15%)
[2025-12-05T20:20:03.331506] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-05T20:20:03.331665] [INFO ] [sig       ] CVBF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:03.467630] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVBF.txt
[2025-12-05T20:20:03.467739] [INFO ] [sig       ] [882/3626] Completed CVBF in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:03.467776] [INFO ] [sig       ] [883/3626] Forecasting CVCO...
[2025-12-05T20:20:03.467824] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-05T20:20:03.467855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-05T20:20:03.478312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-05T20:20:03.478597] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-05T20:20:03.479423] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-05T20:20:03.479475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:03.479507] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:03.479534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:03.479618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:03.538279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:03.538871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:03.538946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:03.538982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:03.655921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:03.656073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:03.656114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:03.656144] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:03.659605] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: DOWN (p=19.93%)
[2025-12-05T20:20:03.659879] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-05T20:20:03.660027] [INFO ] [sig       ] CVCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:03.800055] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVCO.txt
[2025-12-05T20:20:03.800236] [INFO ] [sig       ] [883/3626] Completed CVCO in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:03.800295] [INFO ] [sig       ] [884/3626] Forecasting CVE...
[2025-12-05T20:20:03.800343] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-05T20:20:03.800383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-05T20:20:03.811910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2025-12-05T20:20:03.812267] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-05T20:20:03.813107] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-05T20:20:03.813160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:03.813194] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:03.813222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:03.813279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:03.870837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:03.871733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:03.871813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:03.871845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:03.996915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:03.997061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:03.997103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:03.997148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:04.000681] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=92.38%)
[2025-12-05T20:20:04.000969] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-05T20:20:04.001101] [INFO ] [sig       ] CVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:04.140942] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CVE.txt
[2025-12-05T20:20:04.141094] [INFO ] [sig       ] [884/3626] Completed CVE in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:04.141138] [INFO ] [sig       ] [885/3626] Forecasting CVEO...
[2025-12-05T20:20:04.141168] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-05T20:20:04.141198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-05T20:20:04.152093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-05T20:20:04.152421] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-05T20:20:04.153217] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-05T20:20:04.153269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:04.153301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:04.153329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:04.153385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:04.212530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:04.213548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:04.213652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:04.213685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:04.336214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:04.336368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:04.336422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:04.336467] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:04.340110] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=79.99%)
[2025-12-05T20:20:04.340376] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-05T20:20:04.340499] [INFO ] [sig       ] CVEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:04.483990] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CVEO.txt
[2025-12-05T20:20:04.484148] [INFO ] [sig       ] [885/3626] Completed CVEO in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:04.484190] [INFO ] [sig       ] [886/3626] Forecasting CVGI...
[2025-12-05T20:20:04.484219] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-05T20:20:04.484250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-05T20:20:04.495333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-05T20:20:04.495667] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-05T20:20:04.496419] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-05T20:20:04.496470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:04.496501] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:04.496527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:04.496605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:04.556081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:04.556892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:04.557003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:04.557038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:04.684280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:04.684428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:04.684466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:04.684496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:04.687872] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-05T20:20:04.688140] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-05T20:20:04.688263] [INFO ] [sig       ] CVGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:04.829722] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVGI.txt
[2025-12-05T20:20:04.829861] [INFO ] [sig       ] [886/3626] Completed CVGI in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:04.829899] [INFO ] [sig       ] [887/3626] Forecasting CVI...
[2025-12-05T20:20:04.829928] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-05T20:20:04.829960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-05T20:20:04.841016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-05T20:20:04.841358] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-05T20:20:04.842136] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-05T20:20:04.842187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:04.842247] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:04.842276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:04.842346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:04.900400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:04.901264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:04.901360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:04.901411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:05.026873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:05.027024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:05.027063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:05.027093] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:05.030600] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-05T20:20:05.030900] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-05T20:20:05.031036] [INFO ] [sig       ] CVI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:05.175691] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVI.txt
[2025-12-05T20:20:05.175833] [INFO ] [sig       ] [887/3626] Completed CVI in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:05.175883] [INFO ] [sig       ] [888/3626] Forecasting CVKD...
[2025-12-05T20:20:05.175928] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-05T20:20:05.175972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-05T20:20:05.187270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2025-12-05T20:20:05.187565] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-05T20:20:05.188414] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-05T20:20:05.188475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:05.188525] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:05.188564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:05.188644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:05.246801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:05.247569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:05.247669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:05.247702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:05.365518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:05.365682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:05.365722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:05.365750] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:05.369046] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-05T20:20:05.369312] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-05T20:20:05.369435] [INFO ] [sig       ] CVKD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:05.505376] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVKD.txt
[2025-12-05T20:20:05.505507] [INFO ] [sig       ] [888/3626] Completed CVKD in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:05.505546] [INFO ] [sig       ] [889/3626] Forecasting CVNA...
[2025-12-05T20:20:05.505591] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-05T20:20:05.505622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-05T20:20:05.516356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-05T20:20:05.516655] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-05T20:20:05.517389] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-05T20:20:05.517438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:05.517469] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:05.517495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:05.517550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:05.573203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:05.573947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:05.574037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:05.574077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:05.695101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:05.695247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:05.695285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:05.695311] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:05.698627] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-05T20:20:05.698887] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-05T20:20:05.699021] [INFO ] [sig       ] CVNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:05.833155] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVNA.txt
[2025-12-05T20:20:05.833283] [INFO ] [sig       ] [889/3626] Completed CVNA in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:05.833320] [INFO ] [sig       ] [890/3626] Forecasting CVRX...
[2025-12-05T20:20:05.833348] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-05T20:20:05.833380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-05T20:20:05.844425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2025-12-05T20:20:05.844776] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-05T20:20:05.845513] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-05T20:20:05.845562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:05.845621] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:05.845648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:05.845704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:05.900407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:05.901101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:05.901178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:05.901209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:06.021533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:06.021702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:06.021741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:06.021819] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:06.025076] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-12-05T20:20:06.025334] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-05T20:20:06.025451] [INFO ] [sig       ] CVRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:06.160423] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CVRX.txt
[2025-12-05T20:20:06.160592] [INFO ] [sig       ] [890/3626] Completed CVRX in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:06.160632] [INFO ] [sig       ] [891/3626] Forecasting CVS...
[2025-12-05T20:20:06.160661] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-05T20:20:06.160692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-05T20:20:06.171363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-05T20:20:06.171709] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-05T20:20:06.172478] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-05T20:20:06.172528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:06.172557] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:06.172610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:06.172667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:06.227776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:06.228449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:06.228526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:06.228557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:06.349703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:06.349853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:06.349892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:06.349920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:06.353280] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2025-12-05T20:20:06.353542] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-05T20:20:06.353682] [INFO ] [sig       ] CVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:06.489284] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVS.txt
[2025-12-05T20:20:06.489430] [INFO ] [sig       ] [891/3626] Completed CVS in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:06.489467] [INFO ] [sig       ] [892/3626] Forecasting CVX...
[2025-12-05T20:20:06.489496] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-05T20:20:06.489533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-05T20:20:06.500435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-05T20:20:06.500755] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-05T20:20:06.501516] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-05T20:20:06.501566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:06.501629] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:06.501655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:06.501711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:06.556590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:06.557283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:06.557359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:06.557390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:06.677499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:06.677665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:06.677704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:06.677732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:06.681136] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-05T20:20:06.681393] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-05T20:20:06.681514] [INFO ] [sig       ] CVX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:06.816502] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CVX.txt
[2025-12-05T20:20:06.816650] [INFO ] [sig       ] [892/3626] Completed CVX in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.5m
[2025-12-05T20:20:06.816691] [INFO ] [sig       ] [893/3626] Forecasting CWAN...
[2025-12-05T20:20:06.816720] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-05T20:20:06.816750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-05T20:20:06.827352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-05T20:20:06.827667] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-05T20:20:06.828418] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-05T20:20:06.828467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:06.828497] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:06.828523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:06.828595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:06.883411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:06.884251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:06.884332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:06.884364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:07.002650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:07.002798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:07.002837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:07.002865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:07.006147] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-05T20:20:07.006405] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-05T20:20:07.006524] [INFO ] [sig       ] CWAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:07.145013] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CWAN.txt
[2025-12-05T20:20:07.145132] [INFO ] [sig       ] [893/3626] Completed CWAN in 0.3s | 2.95 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-05T20:20:07.145170] [INFO ] [sig       ] [894/3626] Forecasting CWBC...
[2025-12-05T20:20:07.145198] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-05T20:20:07.145227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-05T20:20:07.155323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-05T20:20:07.155593] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-05T20:20:07.156326] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-05T20:20:07.156375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:07.156406] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:07.156432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:07.156488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:07.211393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:07.211968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:07.212046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:07.212077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:07.330319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:07.330465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:07.330504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:07.330532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:07.333794] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-05T20:20:07.334048] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-05T20:20:07.334178] [INFO ] [sig       ] CWBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:07.468504] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CWBC.txt
[2025-12-05T20:20:07.468627] [INFO ] [sig       ] [894/3626] Completed CWBC in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:07.468666] [INFO ] [sig       ] [895/3626] Forecasting CWCO...
[2025-12-05T20:20:07.468694] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-05T20:20:07.468721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-05T20:20:07.480330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2025-12-05T20:20:07.480714] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-05T20:20:07.481595] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-05T20:20:07.481647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:07.481679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:07.481706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:07.481763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:07.539945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:07.540800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:07.540885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:07.540917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:07.662177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:07.662338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:07.662397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:07.662445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:07.665926] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-05T20:20:07.666198] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-05T20:20:07.666332] [INFO ] [sig       ] CWCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:07.805817] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CWCO.txt
[2025-12-05T20:20:07.805959] [INFO ] [sig       ] [895/3626] Completed CWCO in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:07.805998] [INFO ] [sig       ] [896/3626] Forecasting CWD...
[2025-12-05T20:20:07.806026] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-05T20:20:07.806054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-05T20:20:07.816339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2025-12-05T20:20:07.816656] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-05T20:20:07.817390] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-05T20:20:07.817439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:07.817470] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:07.817496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:07.817551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:07.873651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:07.874452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:07.874531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:07.874564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:07.980207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:07.980357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:07.980396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:07.980424] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:07.983834] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-05T20:20:07.984099] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-05T20:20:07.984220] [INFO ] [sig       ] CWD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:08.128219] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CWD.txt
[2025-12-05T20:20:08.128365] [INFO ] [sig       ] [896/3626] Completed CWD in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:08.128406] [INFO ] [sig       ] [897/3626] Forecasting CWEN...
[2025-12-05T20:20:08.128437] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-05T20:20:08.128467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-05T20:20:08.139554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-05T20:20:08.139919] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-05T20:20:08.140750] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-05T20:20:08.140803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:08.140834] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:08.140861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:08.140938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:08.200939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:08.201773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:08.201892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:08.201925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:08.329312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:08.329469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:08.329529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:08.329567] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:08.332908] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-05T20:20:08.333190] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-05T20:20:08.333315] [INFO ] [sig       ] CWEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:08.474726] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CWEN.txt
[2025-12-05T20:20:08.474862] [INFO ] [sig       ] [897/3626] Completed CWEN in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:08.474900] [INFO ] [sig       ] [898/3626] Forecasting CWH...
[2025-12-05T20:20:08.474930] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-05T20:20:08.474959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-05T20:20:08.486222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-05T20:20:08.486548] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-05T20:20:08.487332] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-05T20:20:08.487387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:08.487431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:08.487473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:08.487551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:08.547296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:08.548180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:08.548266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:08.548312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:08.675533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:08.675724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:08.675766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:08.675796] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:08.679361] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2025-12-05T20:20:08.679661] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-05T20:20:08.679808] [INFO ] [sig       ] CWH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:08.822721] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CWH.txt
[2025-12-05T20:20:08.822865] [INFO ] [sig       ] [898/3626] Completed CWH in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:08.822904] [INFO ] [sig       ] [899/3626] Forecasting CWK...
[2025-12-05T20:20:08.822934] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-05T20:20:08.822964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-05T20:20:08.835490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2025-12-05T20:20:08.835859] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-05T20:20:08.836639] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-05T20:20:08.836690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:08.836723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:08.836749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:08.836822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:08.897006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:08.897893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:08.897976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:08.898009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:09.016544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:09.016709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:09.016750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:09.016777] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:09.020048] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-05T20:20:09.020307] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-05T20:20:09.020425] [INFO ] [sig       ] CWK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:09.154557] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CWK.txt
[2025-12-05T20:20:09.154696] [INFO ] [sig       ] [899/3626] Completed CWK in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:09.154734] [INFO ] [sig       ] [900/3626] Forecasting CXDO...
[2025-12-05T20:20:09.154762] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-05T20:20:09.154791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-05T20:20:09.166241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-05T20:20:09.166629] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-05T20:20:09.167422] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-05T20:20:09.167473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:09.167505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:09.167530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:09.167602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:09.222013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:09.222761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:09.222842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:09.222874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:09.335400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:09.335558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:09.335615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:09.335645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:09.338955] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2025-12-05T20:20:09.339216] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-05T20:20:09.339334] [INFO ] [sig       ] CXDO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:09.474835] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CXDO.txt
[2025-12-05T20:20:09.474997] [INFO ] [sig       ] [900/3626] Completed CXDO in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:09.475036] [INFO ] [sig       ] [901/3626] Forecasting CXE...
[2025-12-05T20:20:09.475064] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-05T20:20:09.475094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-05T20:20:09.485489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2025-12-05T20:20:09.485852] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-05T20:20:09.486626] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-05T20:20:09.486693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:09.486725] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:09.486752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:09.486807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:09.541533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:09.542311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:09.542390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:09.542422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:09.661296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:09.661454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:09.661492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:09.661519] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:09.664950] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-05T20:20:09.665233] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-05T20:20:09.665358] [INFO ] [sig       ] CXE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:09.801939] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CXE.txt
[2025-12-05T20:20:09.802079] [INFO ] [sig       ] [901/3626] Completed CXE in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:09.802118] [INFO ] [sig       ] [902/3626] Forecasting CXSE...
[2025-12-05T20:20:09.802147] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-05T20:20:09.802178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-05T20:20:09.813795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-05T20:20:09.814133] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-05T20:20:09.814961] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-05T20:20:09.815013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:09.815045] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:09.815071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:09.815125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:09.875075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:09.875793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:09.875871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:09.875904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:09.991970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:09.992138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:09.992184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:09.992213] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:09.995755] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-05T20:20:09.996024] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-05T20:20:09.996153] [INFO ] [sig       ] CXSE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:10.136028] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CXSE.txt
[2025-12-05T20:20:10.136167] [INFO ] [sig       ] [902/3626] Completed CXSE in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:10.136204] [INFO ] [sig       ] [903/3626] Forecasting CYD...
[2025-12-05T20:20:10.136233] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-05T20:20:10.136262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-05T20:20:10.147376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-05T20:20:10.147675] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-05T20:20:10.148417] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-05T20:20:10.148467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:10.148499] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:10.148525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:10.148606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:10.203142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:10.203892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:10.203997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:10.204030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:10.320060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:10.320218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:10.320258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:10.320286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:10.323612] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2025-12-05T20:20:10.323877] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-05T20:20:10.323998] [INFO ] [sig       ] CYD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:10.459053] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CYD.txt
[2025-12-05T20:20:10.459177] [INFO ] [sig       ] [903/3626] Completed CYD in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:10.459215] [INFO ] [sig       ] [904/3626] Forecasting CYH...
[2025-12-05T20:20:10.459243] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-05T20:20:10.459273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-05T20:20:10.469778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-05T20:20:10.470067] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-05T20:20:10.470820] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-05T20:20:10.470869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:10.470926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:10.470954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:10.471010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:10.527462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:10.528290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:10.528371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:10.528405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:10.650653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:10.650808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:10.650847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:10.650874] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:10.654169] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-05T20:20:10.654428] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-05T20:20:10.654550] [INFO ] [sig       ] CYH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:10.789241] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CYH.txt
[2025-12-05T20:20:10.789371] [INFO ] [sig       ] [904/3626] Completed CYH in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:10.789413] [INFO ] [sig       ] [905/3626] Forecasting CYN...
[2025-12-05T20:20:10.789444] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-05T20:20:10.789473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-05T20:20:10.799886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-05T20:20:10.800190] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-05T20:20:10.800976] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-05T20:20:10.801025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:10.801056] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:10.801081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:10.801137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:10.855673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:10.856401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:10.856477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:10.856509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:10.970369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:10.970521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:10.970561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:10.970615] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:10.973870] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-05T20:20:10.974130] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-05T20:20:10.974250] [INFO ] [sig       ] CYN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:11.108339] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CYN.txt
[2025-12-05T20:20:11.108479] [INFO ] [sig       ] [905/3626] Completed CYN in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:11.108518] [INFO ] [sig       ] [906/3626] Forecasting CYRX...
[2025-12-05T20:20:11.108546] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-05T20:20:11.108590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-05T20:20:11.118957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-05T20:20:11.119246] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-05T20:20:11.120020] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-05T20:20:11.120069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:11.120099] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:11.120125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:11.120180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:11.174535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:11.175248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:11.175322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:11.175353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:11.296268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:11.296420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:11.296458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:11.296485] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:11.299815] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-05T20:20:11.300104] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-05T20:20:11.300233] [INFO ] [sig       ] CYRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:11.434770] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CYRX.txt
[2025-12-05T20:20:11.434902] [INFO ] [sig       ] [906/3626] Completed CYRX in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:11.434938] [INFO ] [sig       ] [907/3626] Forecasting CYTK...
[2025-12-05T20:20:11.434966] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-05T20:20:11.434995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-05T20:20:11.445423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2025-12-05T20:20:11.445743] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-05T20:20:11.446480] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-05T20:20:11.446529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:11.446560] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:11.446613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:11.446671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:11.501186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:11.501901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:11.501978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:11.502010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:11.624744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:11.624894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:11.624933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:11.624991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:11.628324] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2025-12-05T20:20:11.628601] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-05T20:20:11.628733] [INFO ] [sig       ] CYTK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:11.764315] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CYTK.txt
[2025-12-05T20:20:11.764485] [INFO ] [sig       ] [907/3626] Completed CYTK in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:11.764526] [INFO ] [sig       ] [908/3626] Forecasting CZFS...
[2025-12-05T20:20:11.764555] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-05T20:20:11.764603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-05T20:20:11.774650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-05T20:20:11.774853] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-05T20:20:11.775622] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-05T20:20:11.775671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:11.775702] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:11.775728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:11.775782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:11.831656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:11.832217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:11.832293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:11.832323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:11.922862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:11.922939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:11.922987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:11.923015] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:11.925908] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-12-05T20:20:11.926150] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-05T20:20:11.926264] [INFO ] [sig       ] CZFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:12.061325] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/CZFS.txt
[2025-12-05T20:20:12.061425] [INFO ] [sig       ] [908/3626] Completed CZFS in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.4m
[2025-12-05T20:20:12.061461] [INFO ] [sig       ] [909/3626] Forecasting CZNC...
[2025-12-05T20:20:12.061489] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-05T20:20:12.061516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-05T20:20:12.072136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-05T20:20:12.072387] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-05T20:20:12.073140] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-05T20:20:12.073189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:12.073219] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:12.073245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:12.073301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:12.128047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:12.128644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:12.128718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:12.128748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:12.240843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:12.240936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:12.240970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:12.240998] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:12.243990] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2025-12-05T20:20:12.244248] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-05T20:20:12.244363] [INFO ] [sig       ] CZNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:12.378725] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CZNC.txt
[2025-12-05T20:20:12.378827] [INFO ] [sig       ] [909/3626] Completed CZNC in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-05T20:20:12.378864] [INFO ] [sig       ] [910/3626] Forecasting CZWI...
[2025-12-05T20:20:12.378890] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-05T20:20:12.378919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-05T20:20:12.389144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-05T20:20:12.389408] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-05T20:20:12.390174] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-05T20:20:12.390222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:12.390252] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:12.390277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:12.390332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:12.445121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:12.445716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:12.445790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:12.445821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:12.558949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:12.559052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:12.559088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:12.559116] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:12.562317] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2025-12-05T20:20:12.562584] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-05T20:20:12.562701] [INFO ] [sig       ] CZWI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:12.697964] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/CZWI.txt
[2025-12-05T20:20:12.698069] [INFO ] [sig       ] [910/3626] Completed CZWI in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-05T20:20:12.698106] [INFO ] [sig       ] [911/3626] Forecasting DAIO...
[2025-12-05T20:20:12.698135] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-05T20:20:12.698164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-05T20:20:12.707880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-05T20:20:12.708154] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-05T20:20:12.709044] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-05T20:20:12.709094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:12.709124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:12.709150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:12.709203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:12.763993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:12.764613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:12.764688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:12.764718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:12.867726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:12.867887] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:20:12.867925] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:12.867952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:12.871167] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-05T20:20:12.871421] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-05T20:20:12.871536] [INFO ] [sig       ] DAIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:13.010785] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DAIO.txt
[2025-12-05T20:20:13.010908] [INFO ] [sig       ] [911/3626] Completed DAIO in 0.3s | 2.95 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-05T20:20:13.010952] [INFO ] [sig       ] [912/3626] Forecasting DAL...
[2025-12-05T20:20:13.010981] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-05T20:20:13.011010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-05T20:20:13.022471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-05T20:20:13.022745] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-05T20:20:13.023483] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-05T20:20:13.023532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:13.023594] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:13.023625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:13.023688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:13.078634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:13.079197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:13.079269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:13.079300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:13.197362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:13.197463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:13.197498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:13.197524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:13.200614] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=18.46%)
[2025-12-05T20:20:13.200865] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-05T20:20:13.200979] [INFO ] [sig       ] DAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:13.336287] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DAL.txt
[2025-12-05T20:20:13.336399] [INFO ] [sig       ] [912/3626] Completed DAL in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:13.336442] [INFO ] [sig       ] [913/3626] Forecasting DAN...
[2025-12-05T20:20:13.336470] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-05T20:20:13.336500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-05T20:20:13.347183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2025-12-05T20:20:13.347428] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-05T20:20:13.348194] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-05T20:20:13.348243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:13.348273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:13.348299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:13.348354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:13.404048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:13.404642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:13.404714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:13.404745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:13.524476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:13.524600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:13.524637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:13.524664] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:13.527738] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-05T20:20:13.528004] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-05T20:20:13.528120] [INFO ] [sig       ] DAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:13.663720] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DAN.txt
[2025-12-05T20:20:13.663827] [INFO ] [sig       ] [913/3626] Completed DAN in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:13.663864] [INFO ] [sig       ] [914/3626] Forecasting DAO...
[2025-12-05T20:20:13.663894] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-05T20:20:13.663924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-05T20:20:13.674338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-05T20:20:13.674633] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-05T20:20:13.675370] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-05T20:20:13.675418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:13.675447] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:13.675473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:13.675529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:13.730696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:13.731258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:13.731354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:13.731386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:13.850370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:13.850487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:13.850523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:13.850550] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:13.853731] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-05T20:20:13.853984] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-05T20:20:13.854100] [INFO ] [sig       ] DAO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:13.990742] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DAO.txt
[2025-12-05T20:20:13.990864] [INFO ] [sig       ] [914/3626] Completed DAO in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:13.990900] [INFO ] [sig       ] [915/3626] Forecasting DAPP...
[2025-12-05T20:20:13.990930] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-05T20:20:13.990958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-05T20:20:14.001628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-05T20:20:14.001911] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-05T20:20:14.002672] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-05T20:20:14.002722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:14.002753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:14.002779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:14.002835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:14.058158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:14.058774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:14.058847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:14.058878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:14.180511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:14.180672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:14.180712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:14.180739] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:14.184012] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=57.64%)
[2025-12-05T20:20:14.184268] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-05T20:20:14.184384] [INFO ] [sig       ] DAPP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:14.324592] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DAPP.txt
[2025-12-05T20:20:14.324740] [INFO ] [sig       ] [915/3626] Completed DAPP in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:14.324781] [INFO ] [sig       ] [916/3626] Forecasting DARE...
[2025-12-05T20:20:14.324817] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-05T20:20:14.324848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-05T20:20:14.335076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-05T20:20:14.335364] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-05T20:20:14.336145] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-05T20:20:14.336196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:14.336227] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:14.336253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:14.336313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:14.392821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:14.393417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:14.393490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:14.393522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:14.507737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:14.507875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:14.507915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:14.507943] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:14.511207] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2025-12-05T20:20:14.511467] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-05T20:20:14.511608] [INFO ] [sig       ] DARE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:14.691271] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DARE.txt
[2025-12-05T20:20:14.691401] [INFO ] [sig       ] [916/3626] Completed DARE in 0.4s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:14.691439] [INFO ] [sig       ] [917/3626] Forecasting DASH...
[2025-12-05T20:20:14.691467] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-05T20:20:14.691495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-05T20:20:14.701751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2025-12-05T20:20:14.702008] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-05T20:20:14.702777] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-05T20:20:14.702827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:14.702857] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:14.702883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:14.702938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:14.759839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:14.760512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:14.760603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:14.760638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:14.881620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:14.881756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:14.881794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:14.881822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:14.885061] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-05T20:20:14.885320] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-05T20:20:14.885438] [INFO ] [sig       ] DASH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:15.022208] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DASH.txt
[2025-12-05T20:20:15.022365] [INFO ] [sig       ] [917/3626] Completed DASH in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:15.022405] [INFO ] [sig       ] [918/3626] Forecasting DAVA...
[2025-12-05T20:20:15.022433] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-05T20:20:15.022463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-05T20:20:15.032609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-05T20:20:15.032872] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-05T20:20:15.033637] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-05T20:20:15.033686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:15.033720] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:15.033747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:15.033806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:15.089206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:15.089820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:15.089894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:15.089925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:15.206711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:15.206856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:15.206894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:15.206922] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:15.210159] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=95.90%)
[2025-12-05T20:20:15.210416] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-05T20:20:15.210534] [INFO ] [sig       ] DAVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:15.346995] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DAVA.txt
[2025-12-05T20:20:15.347134] [INFO ] [sig       ] [918/3626] Completed DAVA in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:15.347172] [INFO ] [sig       ] [919/3626] Forecasting DAVE...
[2025-12-05T20:20:15.347201] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-05T20:20:15.347231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-05T20:20:15.358403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-05T20:20:15.358682] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-05T20:20:15.359410] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-05T20:20:15.359458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:15.359489] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:15.359516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:15.359589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:15.415060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:15.415648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:15.415720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:15.415751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:15.533967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:15.534104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:15.534142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:15.534186] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:15.537469] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: UP (p=85.96%)
[2025-12-05T20:20:15.537740] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-05T20:20:15.537878] [INFO ] [sig       ] DAVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:15.674196] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DAVE.txt
[2025-12-05T20:20:15.674318] [INFO ] [sig       ] [919/3626] Completed DAVE in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:15.674355] [INFO ] [sig       ] [920/3626] Forecasting DAWN...
[2025-12-05T20:20:15.674384] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-05T20:20:15.674412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-05T20:20:15.684631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-05T20:20:15.684894] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-05T20:20:15.685648] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-05T20:20:15.685696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:15.685727] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:15.685753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:15.685808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:15.745388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:15.746679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:15.746766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:15.746800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:15.863109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:15.863250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:15.863288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:15.863316] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:15.866561] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-05T20:20:15.866831] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-05T20:20:15.866948] [INFO ] [sig       ] DAWN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:16.003680] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DAWN.txt
[2025-12-05T20:20:16.003798] [INFO ] [sig       ] [920/3626] Completed DAWN in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:16.003836] [INFO ] [sig       ] [921/3626] Forecasting DB...
[2025-12-05T20:20:16.003865] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-05T20:20:16.003893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-05T20:20:16.014296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-05T20:20:16.014553] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-05T20:20:16.015348] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-05T20:20:16.015404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:16.015473] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:16.015508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:16.015602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:16.070919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:16.071518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:16.071607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:16.071653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:16.196129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:16.196267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:16.196305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:16.196332] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:16.199569] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=96.59%)
[2025-12-05T20:20:16.199842] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-05T20:20:16.199958] [INFO ] [sig       ] DB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:16.336511] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DB.txt
[2025-12-05T20:20:16.336648] [INFO ] [sig       ] [921/3626] Completed DB in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:16.336687] [INFO ] [sig       ] [922/3626] Forecasting DBI...
[2025-12-05T20:20:16.336716] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-05T20:20:16.336744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-05T20:20:16.346975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-05T20:20:16.347250] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-05T20:20:16.348022] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-05T20:20:16.348071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:16.348100] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:16.348126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:16.348181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:16.404107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:16.404741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:16.404813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:16.404843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:16.518356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:16.518492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:16.518529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:16.518557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:16.521801] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-05T20:20:16.522053] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-05T20:20:16.522170] [INFO ] [sig       ] DBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:16.659227] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DBI.txt
[2025-12-05T20:20:16.659352] [INFO ] [sig       ] [922/3626] Completed DBI in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:16.659390] [INFO ] [sig       ] [923/3626] Forecasting DBL...
[2025-12-05T20:20:16.659422] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-05T20:20:16.659450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-05T20:20:16.669824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-05T20:20:16.670081] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-05T20:20:16.670834] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-05T20:20:16.670883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:16.670913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:16.670939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:16.671006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:16.726749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:16.727357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:16.727429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:16.727460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:16.842892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:16.843033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:16.843070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:16.843096] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:16.846323] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=66.97%)
[2025-12-05T20:20:16.846594] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-05T20:20:16.846710] [INFO ] [sig       ] DBL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:16.982176] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DBL.txt
[2025-12-05T20:20:16.982297] [INFO ] [sig       ] [923/3626] Completed DBL in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:16.982333] [INFO ] [sig       ] [924/3626] Forecasting DBRG...
[2025-12-05T20:20:16.982361] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-05T20:20:16.982391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-05T20:20:16.993201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-05T20:20:16.993487] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-05T20:20:16.994278] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-05T20:20:16.994329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:16.994360] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:16.994387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:16.994444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:17.053883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:17.054695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:17.054775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:17.054810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:17.175761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:17.175906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:17.175947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:17.175976] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:17.179488] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=53.22%)
[2025-12-05T20:20:17.179773] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-05T20:20:17.179899] [INFO ] [sig       ] DBRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:17.319395] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DBRG.txt
[2025-12-05T20:20:17.319550] [INFO ] [sig       ] [924/3626] Completed DBRG in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:17.319608] [INFO ] [sig       ] [925/3626] Forecasting DBX...
[2025-12-05T20:20:17.319638] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-05T20:20:17.319668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-05T20:20:17.330535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-05T20:20:17.330964] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-05T20:20:17.331802] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-05T20:20:17.331873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:17.331906] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:17.331933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:17.331991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:17.390174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:17.391026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:17.391107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:17.391140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:17.509376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:17.509528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:17.509567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:17.509614] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:17.512870] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=35.10%)
[2025-12-05T20:20:17.513123] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-05T20:20:17.513249] [INFO ] [sig       ] DBX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:17.649851] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DBX.txt
[2025-12-05T20:20:17.649972] [INFO ] [sig       ] [925/3626] Completed DBX in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.3m
[2025-12-05T20:20:17.650009] [INFO ] [sig       ] [926/3626] Forecasting DCBO...
[2025-12-05T20:20:17.650037] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-05T20:20:17.650066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-05T20:20:17.660066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2025-12-05T20:20:17.660322] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-05T20:20:17.661078] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-05T20:20:17.661127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:17.661157] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:17.661183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:17.661237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:17.716958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:17.717547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:17.717641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:17.717674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:17.839257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:17.839415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:17.839456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:17.839482] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:17.842913] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2025-12-05T20:20:17.843173] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-05T20:20:17.843297] [INFO ] [sig       ] DCBO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:17.979796] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DCBO.txt
[2025-12-05T20:20:17.979919] [INFO ] [sig       ] [926/3626] Completed DCBO in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-05T20:20:17.979957] [INFO ] [sig       ] [927/3626] Forecasting DCI...
[2025-12-05T20:20:17.979993] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-05T20:20:17.980021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-05T20:20:17.990354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-05T20:20:17.990658] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-05T20:20:17.991416] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-05T20:20:17.991467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:17.991499] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:17.991525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:17.991600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:18.049793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:18.050495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:18.050588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:18.050625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:18.170678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:18.170818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:18.170856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:18.170883] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:18.174349] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=74.03%)
[2025-12-05T20:20:18.174622] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-05T20:20:18.174740] [INFO ] [sig       ] DCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:18.321000] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DCI.txt
[2025-12-05T20:20:18.321121] [INFO ] [sig       ] [927/3626] Completed DCI in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-05T20:20:18.321159] [INFO ] [sig       ] [928/3626] Forecasting DCO...
[2025-12-05T20:20:18.321187] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-05T20:20:18.321216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-05T20:20:18.331271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-05T20:20:18.331543] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-05T20:20:18.332305] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-05T20:20:18.332354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:18.332385] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:18.332411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:18.332466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:18.389695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:18.390342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:18.390416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:18.390449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:18.506023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:18.506167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:18.506207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:18.506235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:18.509594] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2025-12-05T20:20:18.509856] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-05T20:20:18.509975] [INFO ] [sig       ] DCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:18.660392] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DCO.txt
[2025-12-05T20:20:18.660537] [INFO ] [sig       ] [928/3626] Completed DCO in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-05T20:20:18.660594] [INFO ] [sig       ] [929/3626] Forecasting DCOM...
[2025-12-05T20:20:18.660625] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-05T20:20:18.660655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-05T20:20:18.671561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-05T20:20:18.671841] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-05T20:20:18.672612] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-05T20:20:18.672669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:18.672700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:18.672726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:18.672781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:18.733683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:18.734486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:18.734565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:18.734616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:18.854847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:18.854984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:18.855024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:18.855053] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:18.858426] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=60.64%)
[2025-12-05T20:20:18.858709] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-05T20:20:18.858832] [INFO ] [sig       ] DCOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:19.005895] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DCOM.txt
[2025-12-05T20:20:19.006021] [INFO ] [sig       ] [929/3626] Completed DCOM in 0.3s | 2.95 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-05T20:20:19.006059] [INFO ] [sig       ] [930/3626] Forecasting DCTH...
[2025-12-05T20:20:19.006089] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-05T20:20:19.006118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-05T20:20:19.016750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-05T20:20:19.017010] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-05T20:20:19.017772] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-05T20:20:19.017847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:19.017880] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:19.017906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:19.017961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:19.074893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:19.075532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:19.075627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:19.075662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:19.195286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:19.195423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:19.195462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:19.195489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:19.198778] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=79.66%)
[2025-12-05T20:20:19.199059] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-05T20:20:19.199181] [INFO ] [sig       ] DCTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:19.347025] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DCTH.txt
[2025-12-05T20:20:19.347154] [INFO ] [sig       ] [930/3626] Completed DCTH in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:19.347190] [INFO ] [sig       ] [931/3626] Forecasting DD...
[2025-12-05T20:20:19.347219] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-05T20:20:19.347248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-05T20:20:19.357746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-05T20:20:19.358052] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-05T20:20:19.358811] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-05T20:20:19.358859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:19.358890] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:19.358916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:19.358971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:19.415541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:19.416268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:19.416373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:19.416407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:19.541789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:19.541929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:19.541977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:19.542006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:19.545383] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=91.89%)
[2025-12-05T20:20:19.545656] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-05T20:20:19.545774] [INFO ] [sig       ] DD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:19.684951] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DD.txt
[2025-12-05T20:20:19.685079] [INFO ] [sig       ] [931/3626] Completed DD in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:19.685115] [INFO ] [sig       ] [932/3626] Forecasting DDD...
[2025-12-05T20:20:19.685145] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-05T20:20:19.685174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-05T20:20:19.696057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-05T20:20:19.696372] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-05T20:20:19.697163] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-05T20:20:19.697214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:19.697245] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:19.697271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:19.697331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:19.755191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:19.756015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:19.756092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:19.756124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:19.876680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:19.876818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:19.876873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:19.876902] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:19.880171] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-05T20:20:19.880430] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-05T20:20:19.880551] [INFO ] [sig       ] DDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:20.017340] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DDD.txt
[2025-12-05T20:20:20.017461] [INFO ] [sig       ] [932/3626] Completed DDD in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:20.017499] [INFO ] [sig       ] [933/3626] Forecasting DDI...
[2025-12-05T20:20:20.017527] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-05T20:20:20.017557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-05T20:20:20.028372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-05T20:20:20.028763] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-05T20:20:20.029529] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-05T20:20:20.029597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:20.029631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:20.029657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:20.029713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:20.085009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:20.085787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:20.085865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:20.085898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:20.212627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:20.212780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:20.212819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:20.212847] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:20.216346] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2025-12-05T20:20:20.216732] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-05T20:20:20.216874] [INFO ] [sig       ] DDI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:20.352938] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DDI.txt
[2025-12-05T20:20:20.353059] [INFO ] [sig       ] [933/3626] Completed DDI in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:20.353095] [INFO ] [sig       ] [934/3626] Forecasting DDL...
[2025-12-05T20:20:20.353124] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-05T20:20:20.353152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-05T20:20:20.363340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-05T20:20:20.363624] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-05T20:20:20.364357] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-05T20:20:20.364406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:20.364438] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:20.364464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:20.364519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:20.420130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:20.420771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:20.420846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:20.420878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:20.549977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:20.550117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:20.550160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:20.550188] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:20.553434] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-05T20:20:20.553712] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-05T20:20:20.553833] [INFO ] [sig       ] DDL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:20.694537] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DDL.txt
[2025-12-05T20:20:20.694732] [INFO ] [sig       ] [934/3626] Completed DDL in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:20.694770] [INFO ] [sig       ] [935/3626] Forecasting DDOG...
[2025-12-05T20:20:20.694801] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-05T20:20:20.694831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-05T20:20:20.706077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-05T20:20:20.706337] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-05T20:20:20.707100] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-05T20:20:20.707150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:20.707181] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:20.707207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:20.707262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:20.763705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:20.764329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:20.764403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:20.764438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:20.885368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:20.885749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:20.885798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:20.885833] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:20.891219] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2025-12-05T20:20:20.891652] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-05T20:20:20.891834] [INFO ] [sig       ] DDOG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:21.040131] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DDOG.txt
[2025-12-05T20:20:21.040288] [INFO ] [sig       ] [935/3626] Completed DDOG in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:21.040326] [INFO ] [sig       ] [936/3626] Forecasting DDS...
[2025-12-05T20:20:21.040356] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-05T20:20:21.040392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-05T20:20:21.051469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-05T20:20:21.051810] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-05T20:20:21.052588] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-05T20:20:21.052638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:21.052684] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:21.052711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:21.052771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:21.108669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:21.109527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:21.109627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:21.109662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:21.229805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:21.229968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:21.230008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:21.230037] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:21.233501] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-05T20:20:21.233802] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-05T20:20:21.233934] [INFO ] [sig       ] DDS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:21.427767] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DDS.txt
[2025-12-05T20:20:21.428003] [INFO ] [sig       ] [936/3626] Completed DDS in 0.4s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:21.428056] [INFO ] [sig       ] [937/3626] Forecasting DE...
[2025-12-05T20:20:21.428092] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-05T20:20:21.428131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-05T20:20:21.441378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2025-12-05T20:20:21.441871] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-05T20:20:21.442996] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-05T20:20:21.443060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:21.443106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:21.443144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:21.443225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:21.526761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:21.527924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:21.528033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:21.528074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:21.676159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:21.676335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:21.676383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:21.676419] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:21.680551] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=59.53%)
[2025-12-05T20:20:21.681015] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-05T20:20:21.681199] [INFO ] [sig       ] DE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:21.896712] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DE.txt
[2025-12-05T20:20:21.896922] [INFO ] [sig       ] [937/3626] Completed DE in 0.5s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:21.896981] [INFO ] [sig       ] [938/3626] Forecasting DEA...
[2025-12-05T20:20:21.897020] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-05T20:20:21.897059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-05T20:20:21.912859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2025-12-05T20:20:21.913264] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-05T20:20:21.914117] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-05T20:20:21.914170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:21.914238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:21.914267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:21.914324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:21.980059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:21.980988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:21.981070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:21.981102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:22.101441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:22.101616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:22.101660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:22.101688] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:22.105079] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-05T20:20:22.105361] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-05T20:20:22.105487] [INFO ] [sig       ] DEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:22.243451] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DEA.txt
[2025-12-05T20:20:22.243622] [INFO ] [sig       ] [938/3626] Completed DEA in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:22.243664] [INFO ] [sig       ] [939/3626] Forecasting DECK...
[2025-12-05T20:20:22.243693] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-05T20:20:22.243722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-05T20:20:22.253995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-05T20:20:22.254247] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-05T20:20:22.255009] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-05T20:20:22.255059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:22.255091] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:22.255117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:22.255174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:22.310816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:22.311411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:22.311485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:22.311517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:22.430811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:22.430961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:22.431001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:22.431028] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:22.434296] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=31.41%)
[2025-12-05T20:20:22.434559] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-05T20:20:22.434696] [INFO ] [sig       ] DECK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:22.572622] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DECK.txt
[2025-12-05T20:20:22.572774] [INFO ] [sig       ] [939/3626] Completed DECK in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:22.572814] [INFO ] [sig       ] [940/3626] Forecasting DEI...
[2025-12-05T20:20:22.572848] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-05T20:20:22.572880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-05T20:20:22.583707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2025-12-05T20:20:22.584047] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-05T20:20:22.584824] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-05T20:20:22.584874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:22.584905] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:22.584931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:22.584986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:22.640497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:22.641308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:22.641385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:22.641417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:22.762211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:22.762361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:22.762401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:22.762428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:22.765709] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-05T20:20:22.765966] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-05T20:20:22.766082] [INFO ] [sig       ] DEI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:22.903344] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DEI.txt
[2025-12-05T20:20:22.903490] [INFO ] [sig       ] [940/3626] Completed DEI in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:22.903529] [INFO ] [sig       ] [941/3626] Forecasting DELL...
[2025-12-05T20:20:22.903557] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-05T20:20:22.903607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-05T20:20:22.914540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-05T20:20:22.914889] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-05T20:20:22.915662] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-05T20:20:22.915712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:22.915742] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:22.915768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:22.915823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:22.971296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:22.972124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:22.972204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:22.972236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:23.092961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:23.093111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:23.093151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:23.093214] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:23.096534] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-12-05T20:20:23.096840] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-05T20:20:23.096967] [INFO ] [sig       ] DELL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:23.234754] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DELL.txt
[2025-12-05T20:20:23.234905] [INFO ] [sig       ] [941/3626] Completed DELL in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:23.234944] [INFO ] [sig       ] [942/3626] Forecasting DENN...
[2025-12-05T20:20:23.234972] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-05T20:20:23.235002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-05T20:20:23.245337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-05T20:20:23.245697] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-05T20:20:23.246437] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-05T20:20:23.246486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:23.246517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:23.246543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:23.246622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:23.302216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:23.303060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:23.303139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:23.303172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:23.422637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:23.422808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:23.422849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:23.422877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:23.426755] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2025-12-05T20:20:23.427038] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-05T20:20:23.427163] [INFO ] [sig       ] DENN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:23.566046] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DENN.txt
[2025-12-05T20:20:23.566195] [INFO ] [sig       ] [942/3626] Completed DENN in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:23.566232] [INFO ] [sig       ] [943/3626] Forecasting DEO...
[2025-12-05T20:20:23.566262] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-05T20:20:23.566291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-05T20:20:23.576849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-05T20:20:23.577118] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-05T20:20:23.577932] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-05T20:20:23.577983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:23.578015] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:23.578042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:23.578099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:23.635393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:23.636258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:23.636340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:23.636374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:23.759165] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:23.759311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:23.759350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:23.759398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:23.762695] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=45.21%)
[2025-12-05T20:20:23.762954] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-05T20:20:23.763072] [INFO ] [sig       ] DEO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:23.899508] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DEO.txt
[2025-12-05T20:20:23.899658] [INFO ] [sig       ] [943/3626] Completed DEO in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.2m
[2025-12-05T20:20:23.899696] [INFO ] [sig       ] [944/3626] Forecasting DERM...
[2025-12-05T20:20:23.899726] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-05T20:20:23.899756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-05T20:20:23.909933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-05T20:20:23.910181] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-05T20:20:23.910934] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-05T20:20:23.910983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:23.911013] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:23.911039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:23.911094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:23.966798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:23.967656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:23.967750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:23.967783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:24.084637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:24.084783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:24.084821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:24.084848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:24.088094] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=20.42%)
[2025-12-05T20:20:24.088351] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-05T20:20:24.088467] [INFO ] [sig       ] DERM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:24.231546] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DERM.txt
[2025-12-05T20:20:24.232338] [INFO ] [sig       ] [944/3626] Completed DERM in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-05T20:20:24.232379] [INFO ] [sig       ] [945/3626] Forecasting DFGP...
[2025-12-05T20:20:24.232407] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-05T20:20:24.232436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-05T20:20:24.242829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-05T20:20:24.243154] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-05T20:20:24.243925] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-05T20:20:24.243975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:24.244006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:24.244032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:24.244088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:24.302096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:24.302966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:24.303048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:24.303082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:24.429118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:24.429270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:24.429309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:24.429337] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:24.432721] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=96.14%)
[2025-12-05T20:20:24.432990] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-05T20:20:24.433112] [INFO ] [sig       ] DFGP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:24.578372] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DFGP.txt
[2025-12-05T20:20:24.578523] [INFO ] [sig       ] [945/3626] Completed DFGP in 0.3s | 2.95 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-05T20:20:24.578565] [INFO ] [sig       ] [946/3626] Forecasting DFGX...
[2025-12-05T20:20:24.578628] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-05T20:20:24.578664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-05T20:20:24.589561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-05T20:20:24.589968] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-05T20:20:24.590820] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-05T20:20:24.590871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:24.590902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:24.590928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:24.590985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:24.648670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:24.649543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:24.649644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:24.649679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:24.774724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:24.774877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:24.774917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:24.774946] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:24.778336] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=16.25%)
[2025-12-05T20:20:24.778655] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-05T20:20:24.778787] [INFO ] [sig       ] DFGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:24.943836] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DFGX.txt
[2025-12-05T20:20:24.944020] [INFO ] [sig       ] [946/3626] Completed DFGX in 0.4s | 2.95 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-05T20:20:24.944066] [INFO ] [sig       ] [947/3626] Forecasting DFH...
[2025-12-05T20:20:24.944097] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-05T20:20:24.944128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-05T20:20:24.957179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-05T20:20:24.957554] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-05T20:20:24.958392] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-05T20:20:24.958446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:24.958482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:24.958508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:24.958604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:25.019307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:25.020174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:25.020257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:25.020290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:25.146747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:25.146906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:25.146952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:25.146981] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:25.150515] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-05T20:20:25.150857] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-05T20:20:25.150991] [INFO ] [sig       ] DFH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:25.298686] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DFH.txt
[2025-12-05T20:20:25.298841] [INFO ] [sig       ] [947/3626] Completed DFH in 0.4s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:25.298882] [INFO ] [sig       ] [948/3626] Forecasting DFIN...
[2025-12-05T20:20:25.298911] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-05T20:20:25.298939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-05T20:20:25.310072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-05T20:20:25.310454] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-05T20:20:25.311230] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-05T20:20:25.311279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:25.311309] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:25.311336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:25.311390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:25.369667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:25.370535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:25.370671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:25.370706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:25.489492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:25.489710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:25.489759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:25.489789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:25.493332] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-05T20:20:25.493712] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-05T20:20:25.493860] [INFO ] [sig       ] DFIN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:25.638528] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DFIN.txt
[2025-12-05T20:20:25.638702] [INFO ] [sig       ] [948/3626] Completed DFIN in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:25.638740] [INFO ] [sig       ] [949/3626] Forecasting DFP...
[2025-12-05T20:20:25.638771] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-05T20:20:25.638800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-05T20:20:25.650607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-05T20:20:25.650983] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-05T20:20:25.651747] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-05T20:20:25.651813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:25.651845] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:25.651871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:25.651928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:25.708046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:25.708892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:25.708971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:25.709002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:25.829836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:25.829992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:25.830031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:25.830058] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:25.833365] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: UP (p=97.05%)
[2025-12-05T20:20:25.833744] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-05T20:20:25.833873] [INFO ] [sig       ] DFP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:25.976277] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DFP.txt
[2025-12-05T20:20:25.976431] [INFO ] [sig       ] [949/3626] Completed DFP in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:25.976471] [INFO ] [sig       ] [950/3626] Forecasting DG...
[2025-12-05T20:20:25.976500] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-05T20:20:25.976530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-05T20:20:25.988527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-05T20:20:25.988951] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-05T20:20:25.989846] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-05T20:20:25.989898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:25.989929] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:25.989956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:25.990012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:26.046834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:26.047706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:26.047830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:26.047865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:26.168249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:26.168411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:26.168451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:26.168480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:26.172447] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-05T20:20:26.172802] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-05T20:20:26.172950] [INFO ] [sig       ] DG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:26.315630] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DG.txt
[2025-12-05T20:20:26.315781] [INFO ] [sig       ] [950/3626] Completed DG in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:26.315820] [INFO ] [sig       ] [951/3626] Forecasting DGCB...
[2025-12-05T20:20:26.315849] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-05T20:20:26.315877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-05T20:20:26.327672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2025-12-05T20:20:26.328141] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-05T20:20:26.329068] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-05T20:20:26.329122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:26.329155] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:26.329182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:26.329239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:26.385773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:26.386641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:26.386721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:26.386753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:26.511024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:26.511175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:26.511214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:26.511243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:26.514675] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-05T20:20:26.514943] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-05T20:20:26.515067] [INFO ] [sig       ] DGCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:26.655221] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DGCB.txt
[2025-12-05T20:20:26.655405] [INFO ] [sig       ] [951/3626] Completed DGCB in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:26.655450] [INFO ] [sig       ] [952/3626] Forecasting DGICA...
[2025-12-05T20:20:26.655483] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-05T20:20:26.655521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-05T20:20:26.666825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-05T20:20:26.667197] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-05T20:20:26.671146] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-05T20:20:26.671226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:26.671258] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:26.671285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:26.671345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:26.728674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:26.729544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:26.729650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:26.729685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:26.848840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:26.848997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:26.849037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:26.849065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:26.852359] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=64.25%)
[2025-12-05T20:20:26.852646] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-05T20:20:26.852771] [INFO ] [sig       ] DGICA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:26.991991] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DGICA.txt
[2025-12-05T20:20:26.992142] [INFO ] [sig       ] [952/3626] Completed DGICA in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:26.992180] [INFO ] [sig       ] [953/3626] Forecasting DGII...
[2025-12-05T20:20:26.992208] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-05T20:20:26.992237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-05T20:20:27.003943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-05T20:20:27.004382] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-05T20:20:27.005211] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-05T20:20:27.005262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:27.005294] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:27.005322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:27.005380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:27.062129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:27.062990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:27.063070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:27.063102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:27.185084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:27.185243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:27.185282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:27.185310] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:27.188676] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-05T20:20:27.188992] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-05T20:20:27.189128] [INFO ] [sig       ] DGII: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:27.331981] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DGII.txt
[2025-12-05T20:20:27.332133] [INFO ] [sig       ] [953/3626] Completed DGII in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:27.332170] [INFO ] [sig       ] [954/3626] Forecasting DGLY...
[2025-12-05T20:20:27.332199] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-05T20:20:27.332228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-05T20:20:27.343134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-05T20:20:27.343512] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-05T20:20:27.344321] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-05T20:20:27.344370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:27.344402] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:27.344429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:27.344485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:27.400488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:27.401337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:27.401417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:27.401448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:27.515683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:27.515835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:27.515874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:27.515903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:27.519406] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=4.71%)
[2025-12-05T20:20:27.519798] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-05T20:20:27.519933] [INFO ] [sig       ] DGLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:27.664275] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DGLY.txt
[2025-12-05T20:20:27.664424] [INFO ] [sig       ] [954/3626] Completed DGLY in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:27.664463] [INFO ] [sig       ] [955/3626] Forecasting DGRE...
[2025-12-05T20:20:27.664494] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-05T20:20:27.664523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-05T20:20:27.674685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-05T20:20:27.675063] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-05T20:20:27.675832] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-05T20:20:27.675881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:27.675938] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:27.675966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:27.676021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:27.731826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:27.732693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:27.732772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:27.732804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:27.838995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:27.839147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:27.839187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:27.839214] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:27.842539] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-05T20:20:27.842880] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-05T20:20:27.843013] [INFO ] [sig       ] DGRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:27.985134] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DGRE.txt
[2025-12-05T20:20:27.985284] [INFO ] [sig       ] [955/3626] Completed DGRE in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:27.985322] [INFO ] [sig       ] [956/3626] Forecasting DGRS...
[2025-12-05T20:20:27.985350] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-05T20:20:27.985379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-05T20:20:27.995772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-05T20:20:27.996157] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-05T20:20:27.996936] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-05T20:20:27.996985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:27.997016] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:27.997041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:27.997097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:28.053322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:28.054172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:28.054261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:28.054292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:28.171377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:28.171531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:28.171606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:28.171636] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:28.174976] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2025-12-05T20:20:28.175281] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-05T20:20:28.175411] [INFO ] [sig       ] DGRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:28.318563] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DGRS.txt
[2025-12-05T20:20:28.318724] [INFO ] [sig       ] [956/3626] Completed DGRS in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:28.318761] [INFO ] [sig       ] [957/3626] Forecasting DGX...
[2025-12-05T20:20:28.318790] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-05T20:20:28.318820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-05T20:20:28.329814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-05T20:20:28.330084] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-05T20:20:28.330852] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-05T20:20:28.330902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:28.330935] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:28.330962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:28.331018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:28.391858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:28.392656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:28.392732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:28.392764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:28.513804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:28.513950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:28.513989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:28.514016] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:28.517378] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=7.38%)
[2025-12-05T20:20:28.517659] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-05T20:20:28.517781] [INFO ] [sig       ] DGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:28.656706] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DGX.txt
[2025-12-05T20:20:28.656857] [INFO ] [sig       ] [957/3626] Completed DGX in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:28.656902] [INFO ] [sig       ] [958/3626] Forecasting DH...
[2025-12-05T20:20:28.656942] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-05T20:20:28.656983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-05T20:20:28.667635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2025-12-05T20:20:28.667926] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-05T20:20:28.668717] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-05T20:20:28.668767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:28.668799] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:28.668825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:28.668881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:28.726672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:28.727440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:28.727519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:28.727552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:28.852315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:28.852465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:28.852505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:28.852566] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:28.855968] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=82.40%)
[2025-12-05T20:20:28.856233] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-05T20:20:28.856356] [INFO ] [sig       ] DH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:28.994912] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DH.txt
[2025-12-05T20:20:28.995035] [INFO ] [sig       ] [958/3626] Completed DH in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:28.995073] [INFO ] [sig       ] [959/3626] Forecasting DHC...
[2025-12-05T20:20:28.995101] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-05T20:20:28.995129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-05T20:20:29.006380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2025-12-05T20:20:29.006696] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-05T20:20:29.007458] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-05T20:20:29.007508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:29.007539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:29.007564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:29.007639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:29.062648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:29.063273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:29.063347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:29.063379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:29.182476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:29.182645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:29.182687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:29.182713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:29.185994] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=19.95%)
[2025-12-05T20:20:29.186248] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-05T20:20:29.186364] [INFO ] [sig       ] DHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:29.321831] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DHC.txt
[2025-12-05T20:20:29.321953] [INFO ] [sig       ] [959/3626] Completed DHC in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:29.321989] [INFO ] [sig       ] [960/3626] Forecasting DHF...
[2025-12-05T20:20:29.322017] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-05T20:20:29.322046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-05T20:20:29.332486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2025-12-05T20:20:29.332757] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-05T20:20:29.333485] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-05T20:20:29.333533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:29.333601] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:29.333632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:29.333690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:29.389124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:29.389711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:29.389781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:29.389812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:29.506008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:29.506119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:29.506155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:29.506182] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:29.509301] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=79.62%)
[2025-12-05T20:20:29.509554] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-05T20:20:29.509690] [INFO ] [sig       ] DHF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:29.646876] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DHF.txt
[2025-12-05T20:20:29.647000] [INFO ] [sig       ] [960/3626] Completed DHF in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:29.647037] [INFO ] [sig       ] [961/3626] Forecasting DHI...
[2025-12-05T20:20:29.647067] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-05T20:20:29.647096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-05T20:20:29.658024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-05T20:20:29.658283] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-05T20:20:29.659068] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-05T20:20:29.659116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:29.659147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:29.659173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:29.659229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:29.715566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:29.716192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:29.716268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:29.716301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:29.840839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:29.840967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:29.841003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:29.841031] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:29.844191] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=13.48%)
[2025-12-05T20:20:29.844445] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-05T20:20:29.844561] [INFO ] [sig       ] DHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:29.980195] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DHI.txt
[2025-12-05T20:20:29.980321] [INFO ] [sig       ] [961/3626] Completed DHI in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.1m
[2025-12-05T20:20:29.980358] [INFO ] [sig       ] [962/3626] Forecasting DHIL...
[2025-12-05T20:20:29.980388] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-05T20:20:29.980416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-05T20:20:29.991440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-05T20:20:29.991739] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-05T20:20:29.992619] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-05T20:20:29.992671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:29.992701] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:29.992728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:29.992783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:30.047682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:30.048287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:30.048363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:30.048394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:30.155453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:30.155612] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:20:30.155652] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:30.155681] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:30.158946] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=62.41%)
[2025-12-05T20:20:30.159205] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-05T20:20:30.159323] [INFO ] [sig       ] DHIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:30.299320] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DHIL.txt
[2025-12-05T20:20:30.299451] [INFO ] [sig       ] [962/3626] Completed DHIL in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-05T20:20:30.299488] [INFO ] [sig       ] [963/3626] Forecasting DHX...
[2025-12-05T20:20:30.299517] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-05T20:20:30.299546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-05T20:20:30.310278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2025-12-05T20:20:30.310546] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-05T20:20:30.311321] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-05T20:20:30.311371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:30.311402] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:30.311428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:30.311483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:30.366966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:30.367594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:30.367667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:30.367699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:30.484900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:30.485039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:30.485078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:30.485105] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:30.488379] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=87.45%)
[2025-12-05T20:20:30.488686] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-05T20:20:30.488813] [INFO ] [sig       ] DHX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:30.625181] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DHX.txt
[2025-12-05T20:20:30.625305] [INFO ] [sig       ] [963/3626] Completed DHX in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-05T20:20:30.625342] [INFO ] [sig       ] [964/3626] Forecasting DIBS...
[2025-12-05T20:20:30.625378] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-05T20:20:30.625410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-05T20:20:30.636110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-05T20:20:30.636379] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-05T20:20:30.637158] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-05T20:20:30.637209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:30.637240] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:30.637267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:30.637324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:30.694078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:30.694714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:30.694787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:30.694818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:30.813915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:30.814059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:30.814098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:30.814124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:30.817372] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-05T20:20:30.817647] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-05T20:20:30.817766] [INFO ] [sig       ] DIBS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:30.954136] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DIBS.txt
[2025-12-05T20:20:30.954286] [INFO ] [sig       ] [964/3626] Completed DIBS in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-05T20:20:30.954324] [INFO ] [sig       ] [965/3626] Forecasting DIN...
[2025-12-05T20:20:30.954352] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-05T20:20:30.954381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-05T20:20:30.964924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-05T20:20:30.965279] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-05T20:20:30.966054] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-05T20:20:30.966103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:30.966134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:30.966161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:30.966217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:31.021729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:31.022556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:31.022692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:31.022726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:31.148627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:31.148774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:31.148814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:31.148841] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:31.152150] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-05T20:20:31.152407] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-05T20:20:31.152525] [INFO ] [sig       ] DIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:31.287717] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DIN.txt
[2025-12-05T20:20:31.287853] [INFO ] [sig       ] [965/3626] Completed DIN in 0.3s | 2.95 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-05T20:20:31.287891] [INFO ] [sig       ] [966/3626] Forecasting DINO...
[2025-12-05T20:20:31.287921] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-05T20:20:31.287949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-05T20:20:31.298092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-05T20:20:31.298362] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-05T20:20:31.299135] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-05T20:20:31.299184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:31.299215] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:31.299241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:31.299300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:31.354001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:31.354596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:31.354669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:31.354700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:31.473047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:31.473160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:31.473196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:31.473224] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:31.476359] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=44.24%)
[2025-12-05T20:20:31.476633] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-05T20:20:31.476751] [INFO ] [sig       ] DINO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:31.626049] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DINO.txt
[2025-12-05T20:20:31.626191] [INFO ] [sig       ] [966/3626] Completed DINO in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:31.626230] [INFO ] [sig       ] [967/3626] Forecasting DIOD...
[2025-12-05T20:20:31.626258] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-05T20:20:31.626287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-05T20:20:31.636705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2025-12-05T20:20:31.637002] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-05T20:20:31.637757] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-05T20:20:31.637836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:31.637869] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:31.637895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:31.637949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:31.693490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:31.694301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:31.694380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:31.694411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:31.822406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:31.822589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:31.823048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:31.823099] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:31.827121] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=36.29%)
[2025-12-05T20:20:31.827410] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-05T20:20:31.827539] [INFO ] [sig       ] DIOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:31.965098] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DIOD.txt
[2025-12-05T20:20:31.965220] [INFO ] [sig       ] [967/3626] Completed DIOD in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:31.965258] [INFO ] [sig       ] [968/3626] Forecasting DIS...
[2025-12-05T20:20:31.965286] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-05T20:20:31.965315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-05T20:20:31.976324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-05T20:20:31.976619] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-05T20:20:31.977348] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-05T20:20:31.977397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:31.977428] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:31.977454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:31.977510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:32.032950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:32.033780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:32.033856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:32.033888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:32.155430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:32.155592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:32.155634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:32.155662] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:32.158995] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=46.32%)
[2025-12-05T20:20:32.159263] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-05T20:20:32.159386] [INFO ] [sig       ] DIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:32.296539] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DIS.txt
[2025-12-05T20:20:32.296717] [INFO ] [sig       ] [968/3626] Completed DIS in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:32.296767] [INFO ] [sig       ] [969/3626] Forecasting DJCO...
[2025-12-05T20:20:32.296807] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-05T20:20:32.296846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-05T20:20:32.307028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-05T20:20:32.307297] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-05T20:20:32.308071] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-05T20:20:32.308119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:32.308151] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:32.308177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:32.308233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:32.363924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:32.364521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:32.364613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:32.364661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:32.475152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:32.475279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:32.475315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:32.475343] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:32.478533] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=57.23%)
[2025-12-05T20:20:32.478803] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-05T20:20:32.478922] [INFO ] [sig       ] DJCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:32.615042] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DJCO.txt
[2025-12-05T20:20:32.615163] [INFO ] [sig       ] [969/3626] Completed DJCO in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:32.615201] [INFO ] [sig       ] [970/3626] Forecasting DK...
[2025-12-05T20:20:32.615229] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-05T20:20:32.615258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-05T20:20:32.625701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-05T20:20:32.625953] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-05T20:20:32.626697] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-05T20:20:32.626745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:32.626775] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:32.626802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:32.626857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:32.683509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:32.684233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:32.684312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:32.684345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:32.804423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:32.804583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:32.804626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:32.804657] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:32.808010] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-05T20:20:32.808273] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-05T20:20:32.808392] [INFO ] [sig       ] DK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:32.944871] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DK.txt
[2025-12-05T20:20:32.944979] [INFO ] [sig       ] [970/3626] Completed DK in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:32.945014] [INFO ] [sig       ] [971/3626] Forecasting DKL...
[2025-12-05T20:20:32.945043] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-05T20:20:32.945071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-05T20:20:32.955497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-05T20:20:32.955769] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-05T20:20:32.956507] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-05T20:20:32.956555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:32.956612] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:32.956643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:32.956717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:33.011960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:33.012514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:33.012608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:33.012644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:33.126004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:33.126137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:33.126175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:33.126203] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:33.132398] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-05T20:20:33.132704] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-05T20:20:33.132824] [INFO ] [sig       ] DKL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:33.268765] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DKL.txt
[2025-12-05T20:20:33.268887] [INFO ] [sig       ] [971/3626] Completed DKL in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:33.268924] [INFO ] [sig       ] [972/3626] Forecasting DKNG...
[2025-12-05T20:20:33.268952] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-05T20:20:33.268981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-05T20:20:33.279633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-05T20:20:33.279888] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-05T20:20:33.280635] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-05T20:20:33.280683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:33.280750] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:33.280777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:33.280832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:33.336126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:33.336718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:33.336792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:33.336822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:33.449891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:33.450010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:33.450046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:33.450073] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:33.453240] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=2.53%)
[2025-12-05T20:20:33.453494] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-05T20:20:33.453628] [INFO ] [sig       ] DKNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:33.590872] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DKNG.txt
[2025-12-05T20:20:33.590985] [INFO ] [sig       ] [972/3626] Completed DKNG in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:33.591021] [INFO ] [sig       ] [973/3626] Forecasting DKS...
[2025-12-05T20:20:33.591050] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-05T20:20:33.591079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-05T20:20:33.602758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-05T20:20:33.603005] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-05T20:20:33.603760] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-05T20:20:33.603820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:33.603851] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:33.603876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:33.603931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:33.662426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:33.663037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:33.663112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:33.663146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:33.783133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:33.783275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:33.783314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:33.783342] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:33.786596] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=59.44%)
[2025-12-05T20:20:33.786860] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-05T20:20:33.786977] [INFO ] [sig       ] DKS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:33.924594] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DKS.txt
[2025-12-05T20:20:33.924715] [INFO ] [sig       ] [973/3626] Completed DKS in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:33.924751] [INFO ] [sig       ] [974/3626] Forecasting DLB...
[2025-12-05T20:20:33.924779] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-05T20:20:33.924808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-05T20:20:33.935018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-05T20:20:33.935247] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-05T20:20:33.935987] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-05T20:20:33.936036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:33.936067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:33.936093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:33.936149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:33.991890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:33.992457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:33.992531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:33.992561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:34.111583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:34.111711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:34.111747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:34.111773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:34.114939] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=3.35%)
[2025-12-05T20:20:34.115191] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-05T20:20:34.115308] [INFO ] [sig       ] DLB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:34.252013] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DLB.txt
[2025-12-05T20:20:34.252123] [INFO ] [sig       ] [974/3626] Completed DLB in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:34.252162] [INFO ] [sig       ] [975/3626] Forecasting DLHC...
[2025-12-05T20:20:34.252190] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-05T20:20:34.252219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-05T20:20:34.262495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2025-12-05T20:20:34.262785] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-05T20:20:34.263510] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-05T20:20:34.263558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:34.263631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:34.263659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:34.263715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:34.319881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:34.320445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:34.320517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:34.320547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:34.437240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:34.437377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:34.437415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:34.437472] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:34.440746] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2025-12-05T20:20:34.441001] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-05T20:20:34.441117] [INFO ] [sig       ] DLHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:34.579986] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DLHC.txt
[2025-12-05T20:20:34.580099] [INFO ] [sig       ] [975/3626] Completed DLHC in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:34.580135] [INFO ] [sig       ] [976/3626] Forecasting DLNG...
[2025-12-05T20:20:34.580164] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-05T20:20:34.580193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-05T20:20:34.590286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-05T20:20:34.590542] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-05T20:20:34.591298] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-05T20:20:34.591348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:34.591378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:34.591404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:34.591459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:34.648463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:34.649277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:34.649357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:34.649391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:34.770198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:34.770344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:34.770384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:34.770413] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:34.773851] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=37.56%)
[2025-12-05T20:20:34.774119] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-05T20:20:34.774240] [INFO ] [sig       ] DLNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:34.917541] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DLNG.txt
[2025-12-05T20:20:34.917692] [INFO ] [sig       ] [976/3626] Completed DLNG in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:34.917730] [INFO ] [sig       ] [977/3626] Forecasting DLO...
[2025-12-05T20:20:34.917759] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-05T20:20:34.917788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-05T20:20:34.928990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-05T20:20:34.929308] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-05T20:20:34.930179] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-05T20:20:34.930231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:34.930263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:34.930289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:34.930349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:34.988020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:34.988753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:34.988832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:34.988864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:35.107387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:35.107536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:35.107593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:35.107626] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:35.111079] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-05T20:20:35.111366] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-05T20:20:35.111493] [INFO ] [sig       ] DLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:35.251881] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DLO.txt
[2025-12-05T20:20:35.252017] [INFO ] [sig       ] [977/3626] Completed DLO in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:35.252057] [INFO ] [sig       ] [978/3626] Forecasting DLPN...
[2025-12-05T20:20:35.252088] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-05T20:20:35.252117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-05T20:20:35.262309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-05T20:20:35.262636] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-05T20:20:35.263482] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-05T20:20:35.263534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:35.263567] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:35.263640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:35.263708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:35.319946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:35.320718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:35.320794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:35.320827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:35.440626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:35.440784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:35.440825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:35.440853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:35.444329] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-05T20:20:35.444666] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-05T20:20:35.444798] [INFO ] [sig       ] DLPN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:35.590964] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DLPN.txt
[2025-12-05T20:20:35.591116] [INFO ] [sig       ] [978/3626] Completed DLPN in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 15.0m
[2025-12-05T20:20:35.591155] [INFO ] [sig       ] [979/3626] Forecasting DLTH...
[2025-12-05T20:20:35.591185] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-05T20:20:35.591213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-05T20:20:35.601376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2025-12-05T20:20:35.601665] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-05T20:20:35.602399] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-05T20:20:35.602449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:35.602481] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:35.602507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:35.602562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:35.658547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:35.659336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:35.659426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:35.659469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:35.780680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:35.780833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:35.780874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:35.780903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:35.784215] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-05T20:20:35.784474] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-05T20:20:35.784613] [INFO ] [sig       ] DLTH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:35.923551] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DLTH.txt
[2025-12-05T20:20:35.923691] [INFO ] [sig       ] [979/3626] Completed DLTH in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-05T20:20:35.923730] [INFO ] [sig       ] [980/3626] Forecasting DLX...
[2025-12-05T20:20:35.923759] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-05T20:20:35.923788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-05T20:20:35.935304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-05T20:20:35.935589] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-05T20:20:35.936367] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-05T20:20:35.936418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:35.936450] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:35.936477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:35.936533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:35.993692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:35.994341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:35.994416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:35.994448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:36.115969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:36.116132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:36.116214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:36.116245] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:36.119622] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=99.63%)
[2025-12-05T20:20:36.119891] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-05T20:20:36.120014] [INFO ] [sig       ] DLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:36.259406] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DLX.txt
[2025-12-05T20:20:36.259533] [INFO ] [sig       ] [980/3626] Completed DLX in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-05T20:20:36.259599] [INFO ] [sig       ] [981/3626] Forecasting DLY...
[2025-12-05T20:20:36.259631] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-05T20:20:36.259660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-05T20:20:36.270889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2025-12-05T20:20:36.271137] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-05T20:20:36.271913] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-05T20:20:36.271963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:36.271993] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:36.272018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:36.272072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:36.327810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:36.328383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:36.328457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:36.328488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:36.440480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:36.440627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:36.440667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:36.440695] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:36.443891] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-05T20:20:36.444146] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-05T20:20:36.444264] [INFO ] [sig       ] DLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:36.579725] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DLY.txt
[2025-12-05T20:20:36.579836] [INFO ] [sig       ] [981/3626] Completed DLY in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-05T20:20:36.579872] [INFO ] [sig       ] [982/3626] Forecasting DMAC...
[2025-12-05T20:20:36.579901] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-05T20:20:36.579930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-05T20:20:36.590759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-05T20:20:36.591141] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-05T20:20:36.591948] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-05T20:20:36.591998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:36.592028] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:36.592055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:36.592111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:36.648758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:36.649627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:36.649740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:36.649773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:36.775185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:36.775345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:36.775387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:36.775414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:36.778820] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-05T20:20:36.779082] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-05T20:20:36.779203] [INFO ] [sig       ] DMAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:36.918783] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DMAC.txt
[2025-12-05T20:20:36.918927] [INFO ] [sig       ] [982/3626] Completed DMAC in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-05T20:20:36.918966] [INFO ] [sig       ] [983/3626] Forecasting DMB...
[2025-12-05T20:20:36.918997] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-05T20:20:36.919029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-05T20:20:36.930170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-05T20:20:36.930539] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-05T20:20:36.931305] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-05T20:20:36.931355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:36.931386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:36.931412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:36.931468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:36.987407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:36.988293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:36.988380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:36.988412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:37.105569] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:37.105746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:37.105787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:37.105815] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:37.109190] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2025-12-05T20:20:37.109453] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-05T20:20:37.109594] [INFO ] [sig       ] DMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:37.247505] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DMB.txt
[2025-12-05T20:20:37.247667] [INFO ] [sig       ] [983/3626] Completed DMB in 0.3s | 2.95 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-05T20:20:37.247706] [INFO ] [sig       ] [984/3626] Forecasting DMLP...
[2025-12-05T20:20:37.247734] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-05T20:20:37.247763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-05T20:20:37.263129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-05T20:20:37.263429] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-05T20:20:37.264197] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-05T20:20:37.264246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:37.264291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:37.264318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:37.264372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:37.320110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:37.320846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:37.320924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:37.320956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:37.439757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:37.439901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:37.439939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:37.439966] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:37.443380] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-05T20:20:37.443709] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-05T20:20:37.443845] [INFO ] [sig       ] DMLP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:37.580977] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DMLP.txt
[2025-12-05T20:20:37.581109] [INFO ] [sig       ] [984/3626] Completed DMLP in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:37.581145] [INFO ] [sig       ] [985/3626] Forecasting DMO...
[2025-12-05T20:20:37.581173] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-05T20:20:37.581203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-05T20:20:37.593871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-05T20:20:37.594225] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-05T20:20:37.595034] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-05T20:20:37.595085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:37.595115] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:37.595141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:37.595196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:37.653422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:37.654122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:37.654199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:37.654233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:37.779624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:37.779770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:37.779809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:37.779837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:37.783123] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=6.50%)
[2025-12-05T20:20:37.783378] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-05T20:20:37.783494] [INFO ] [sig       ] DMO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:37.921491] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DMO.txt
[2025-12-05T20:20:37.921655] [INFO ] [sig       ] [985/3626] Completed DMO in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:37.921694] [INFO ] [sig       ] [986/3626] Forecasting DMRC...
[2025-12-05T20:20:37.921724] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-05T20:20:37.921753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-05T20:20:37.932103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-05T20:20:37.932390] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-05T20:20:37.933153] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-05T20:20:37.933203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:37.933234] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:37.933260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:37.933316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:37.998090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:37.999054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:37.999148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:37.999186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:38.128472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:38.128636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:38.128677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:38.128705] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:38.131982] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-05T20:20:38.132240] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-05T20:20:38.132358] [INFO ] [sig       ] DMRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:38.271216] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DMRC.txt
[2025-12-05T20:20:38.271332] [INFO ] [sig       ] [986/3626] Completed DMRC in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:38.271369] [INFO ] [sig       ] [987/3626] Forecasting DMXF...
[2025-12-05T20:20:38.271397] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-05T20:20:38.271426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-05T20:20:38.282907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-05T20:20:38.283333] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-05T20:20:38.284223] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-05T20:20:38.284277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:38.284309] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:38.284338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:38.284395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:38.343520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:38.344455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:38.344540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:38.344589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:38.463121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:38.463287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:38.463329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:38.463357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:38.466887] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-05T20:20:38.467188] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-05T20:20:38.467318] [INFO ] [sig       ] DMXF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:38.609044] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DMXF.txt
[2025-12-05T20:20:38.609199] [INFO ] [sig       ] [987/3626] Completed DMXF in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:38.609239] [INFO ] [sig       ] [988/3626] Forecasting DNA...
[2025-12-05T20:20:38.609274] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-05T20:20:38.609304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-05T20:20:38.620996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-05T20:20:38.621377] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-05T20:20:38.622157] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-05T20:20:38.622206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:38.622237] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:38.622264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:38.622319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:38.679345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:38.680203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:38.680281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:38.680313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:38.798359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:38.798511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:38.798550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:38.798599] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:38.801962] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-05T20:20:38.802264] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-05T20:20:38.802390] [INFO ] [sig       ] DNA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:38.941483] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DNA.txt
[2025-12-05T20:20:38.941656] [INFO ] [sig       ] [988/3626] Completed DNA in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:38.941697] [INFO ] [sig       ] [989/3626] Forecasting DNLI...
[2025-12-05T20:20:38.941726] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-05T20:20:38.941755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-05T20:20:38.952955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-05T20:20:38.953339] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-05T20:20:38.954177] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-05T20:20:38.954226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:38.954288] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:38.954316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:38.954374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:39.010230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:39.011072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:39.011152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:39.011184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:39.130823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:39.130971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:39.131010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:39.131038] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:39.134313] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=37.77%)
[2025-12-05T20:20:39.134599] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-05T20:20:39.134724] [INFO ] [sig       ] DNLI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:39.275152] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DNLI.txt
[2025-12-05T20:20:39.275299] [INFO ] [sig       ] [989/3626] Completed DNLI in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:39.275338] [INFO ] [sig       ] [990/3626] Forecasting DNP...
[2025-12-05T20:20:39.275367] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-05T20:20:39.275396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-05T20:20:39.286113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-05T20:20:39.286495] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-05T20:20:39.287324] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-05T20:20:39.287378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:39.287409] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:39.287435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:39.287492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:39.346247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:39.347094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:39.347176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:39.347209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:39.466701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:39.466852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:39.466894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:39.466923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:39.470359] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: DOWN (p=38.80%)
[2025-12-05T20:20:39.470681] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-05T20:20:39.470812] [INFO ] [sig       ] DNP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:39.615171] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DNP.txt
[2025-12-05T20:20:39.615318] [INFO ] [sig       ] [990/3626] Completed DNP in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:39.615358] [INFO ] [sig       ] [991/3626] Forecasting DNTH...
[2025-12-05T20:20:39.615387] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-05T20:20:39.615415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-05T20:20:39.625995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2025-12-05T20:20:39.626360] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-05T20:20:39.627159] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-05T20:20:39.627210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:39.627242] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:39.627268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:39.627324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:39.682689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:39.683528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:39.683628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:39.683662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:39.803545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:39.803708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:39.803747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:39.803790] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:39.807116] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2025-12-05T20:20:39.807417] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-05T20:20:39.807544] [INFO ] [sig       ] DNTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:39.946492] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DNTH.txt
[2025-12-05T20:20:39.946662] [INFO ] [sig       ] [991/3626] Completed DNTH in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:39.946703] [INFO ] [sig       ] [992/3626] Forecasting DOCN...
[2025-12-05T20:20:39.946732] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-05T20:20:39.946764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-05T20:20:39.957863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-05T20:20:39.958239] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-05T20:20:39.959050] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-05T20:20:39.959102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:39.959135] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:39.959162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:39.959219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:40.014899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:40.015793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:40.015877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:40.015909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:40.135764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:40.135912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:40.135951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:40.136019] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:40.140661] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: UP (p=97.69%)
[2025-12-05T20:20:40.141001] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-05T20:20:40.141138] [INFO ] [sig       ] DOCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:40.280861] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DOCN.txt
[2025-12-05T20:20:40.281011] [INFO ] [sig       ] [992/3626] Completed DOCN in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:40.281052] [INFO ] [sig       ] [993/3626] Forecasting DOCS...
[2025-12-05T20:20:40.281081] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-05T20:20:40.281111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-05T20:20:40.291994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-05T20:20:40.292330] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-05T20:20:40.293176] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-05T20:20:40.293229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:40.293263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:40.293291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:40.293348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:40.353831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:40.354678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:40.354759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:40.354812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:40.481831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:40.481992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:40.482048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:40.482079] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:40.485459] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-05T20:20:40.485743] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-05T20:20:40.485866] [INFO ] [sig       ] DOCS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:40.628405] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DOCS.txt
[2025-12-05T20:20:40.628557] [INFO ] [sig       ] [993/3626] Completed DOCS in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:40.628613] [INFO ] [sig       ] [994/3626] Forecasting DOGZ...
[2025-12-05T20:20:40.628642] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-05T20:20:40.628671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-05T20:20:40.639113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-05T20:20:40.639419] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-05T20:20:40.640345] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-05T20:20:40.640396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:40.640427] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:40.640452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:40.640508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:40.695644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:40.696317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:40.696392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:40.696424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:40.823374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:40.823516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:40.823555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:40.823602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:40.826828] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=73.91%)
[2025-12-05T20:20:40.827090] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-05T20:20:40.827207] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:40.961638] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DOGZ.txt
[2025-12-05T20:20:40.961766] [INFO ] [sig       ] [994/3626] Completed DOGZ in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:40.961805] [INFO ] [sig       ] [995/3626] Forecasting DOLE...
[2025-12-05T20:20:40.961833] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-05T20:20:40.961862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-05T20:20:40.972474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-05T20:20:40.972766] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-05T20:20:40.973507] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-05T20:20:40.973556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:40.973605] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:40.973646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:40.973702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:41.028372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:41.029047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:41.029122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:41.029154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:41.146755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:41.146903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:41.146942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:41.146968] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:41.150245] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-05T20:20:41.150505] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-05T20:20:41.150641] [INFO ] [sig       ] DOLE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:41.285172] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DOLE.txt
[2025-12-05T20:20:41.285301] [INFO ] [sig       ] [995/3626] Completed DOLE in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.9m
[2025-12-05T20:20:41.285340] [INFO ] [sig       ] [996/3626] Forecasting DOMO...
[2025-12-05T20:20:41.285367] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-05T20:20:41.285396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-05T20:20:41.295973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-05T20:20:41.296311] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-05T20:20:41.297111] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-05T20:20:41.297161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:41.297192] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:41.297219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:41.297277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:41.355418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:41.356236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:41.356331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:41.356374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:41.476635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:41.476780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:41.476820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:41.476848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:41.480131] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-05T20:20:41.480389] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-05T20:20:41.480507] [INFO ] [sig       ] DOMO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:41.615945] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DOMO.txt
[2025-12-05T20:20:41.616071] [INFO ] [sig       ] [996/3626] Completed DOMO in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:41.616108] [INFO ] [sig       ] [997/3626] Forecasting DOOO...
[2025-12-05T20:20:41.616136] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-12-05T20:20:41.616165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-12-05T20:20:41.627501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-12-05T20:20:41.627882] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-12-05T20:20:41.628673] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-12-05T20:20:41.628722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:41.628753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:41.628785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:41.628854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:41.684321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:41.684922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:41.684997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:41.685028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:41.805898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:41.806053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:41.806093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:41.806120] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:41.809781] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-05T20:20:41.810044] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-12-05T20:20:41.810162] [INFO ] [sig       ] DOOO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:41.945713] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DOOO.txt
[2025-12-05T20:20:41.945817] [INFO ] [sig       ] [997/3626] Completed DOOO in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:41.945856] [INFO ] [sig       ] [998/3626] Forecasting DORM...
[2025-12-05T20:20:41.945886] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-05T20:20:41.945915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-05T20:20:41.958018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-05T20:20:41.958307] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-05T20:20:41.959146] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-05T20:20:41.959198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:41.959230] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:41.959259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:41.959318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:42.016563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:42.017441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:42.017523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:42.017557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:42.137410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:42.137590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:42.137632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:42.137660] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:42.140981] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-05T20:20:42.141250] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-05T20:20:42.141380] [INFO ] [sig       ] DORM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:42.279118] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DORM.txt
[2025-12-05T20:20:42.279243] [INFO ] [sig       ] [998/3626] Completed DORM in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:42.279281] [INFO ] [sig       ] [999/3626] Forecasting DOUG...
[2025-12-05T20:20:42.279310] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-05T20:20:42.279345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-05T20:20:42.291078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-05T20:20:42.291363] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-05T20:20:42.292186] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-05T20:20:42.292236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:42.292268] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:42.292296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:42.292354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:42.352219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:42.353027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:42.353130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:42.353163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:42.469613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:42.469742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:42.469779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:42.469807] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:42.473360] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=38.27%)
[2025-12-05T20:20:42.473642] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-05T20:20:42.473760] [INFO ] [sig       ] DOUG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:42.613909] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DOUG.txt
[2025-12-05T20:20:42.614028] [INFO ] [sig       ] [999/3626] Completed DOUG in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:42.614064] [INFO ] [sig       ] [1000/3626] Forecasting DOX...
[2025-12-05T20:20:42.614095] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-05T20:20:42.614124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-05T20:20:42.625092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2025-12-05T20:20:42.625370] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-05T20:20:42.626189] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-05T20:20:42.626240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:42.626273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:42.626300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:42.626358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:42.683792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:42.684390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:42.684464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:42.684496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:42.802648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:42.802779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:42.802817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:42.802844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:42.806099] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-05T20:20:42.806360] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-05T20:20:42.806479] [INFO ] [sig       ] DOX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:42.941423] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DOX.txt
[2025-12-05T20:20:42.941536] [INFO ] [sig       ] [1000/3626] Completed DOX in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:42.941590] [INFO ] [sig       ] [1001/3626] Forecasting DPG...
[2025-12-05T20:20:42.941620] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-05T20:20:42.941649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-05T20:20:42.952679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-05T20:20:42.952959] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-05T20:20:42.953785] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-05T20:20:42.953838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:42.953874] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:42.953903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:42.953961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:43.011135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:43.011799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:43.011873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:43.011906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:43.128447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:43.128566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:43.128621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:43.128648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:43.131836] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-05T20:20:43.132097] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-05T20:20:43.132213] [INFO ] [sig       ] DPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:43.268242] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DPG.txt
[2025-12-05T20:20:43.268394] [INFO ] [sig       ] [1001/3626] Completed DPG in 0.3s | 2.95 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-05T20:20:43.268434] [INFO ] [sig       ] [1002/3626] Forecasting DPRO...
[2025-12-05T20:20:43.268464] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-05T20:20:43.268495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-05T20:20:43.281841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2025-12-05T20:20:43.282203] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-05T20:20:43.283030] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-05T20:20:43.283081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:43.283114] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:43.283141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:43.283197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:43.343687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:43.344540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:43.344633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:43.344666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:43.457603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:43.457744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:43.457783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:43.457827] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:43.461112] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-05T20:20:43.461367] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-05T20:20:43.461484] [INFO ] [sig       ] DPRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:43.598294] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DPRO.txt
[2025-12-05T20:20:43.598433] [INFO ] [sig       ] [1002/3626] Completed DPRO in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:43.598472] [INFO ] [sig       ] [1003/3626] Forecasting DPZ...
[2025-12-05T20:20:43.598500] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-05T20:20:43.598530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-05T20:20:43.609519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-05T20:20:43.609835] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-05T20:20:43.610635] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-05T20:20:43.610686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:43.610718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:43.610746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:43.610805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:43.667388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:43.668037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:43.668112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:43.668146] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:43.785767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:43.785915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:43.785956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:43.785985] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:43.789489] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2025-12-05T20:20:43.789827] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-05T20:20:43.789961] [INFO ] [sig       ] DPZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:43.931608] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DPZ.txt
[2025-12-05T20:20:43.931770] [INFO ] [sig       ] [1003/3626] Completed DPZ in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:43.931810] [INFO ] [sig       ] [1004/3626] Forecasting DQ...
[2025-12-05T20:20:43.931842] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-05T20:20:43.931873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-05T20:20:43.942911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-05T20:20:43.943283] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-05T20:20:43.944135] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-05T20:20:43.944188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:43.944221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:43.944248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:43.944305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:44.002550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:44.003597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:44.003681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:44.003714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:44.129105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:44.129276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:44.129317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:44.129346] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:44.133491] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=30.72%)
[2025-12-05T20:20:44.133898] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-05T20:20:44.134056] [INFO ] [sig       ] DQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:44.283223] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DQ.txt
[2025-12-05T20:20:44.283385] [INFO ] [sig       ] [1004/3626] Completed DQ in 0.4s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:44.283427] [INFO ] [sig       ] [1005/3626] Forecasting DRD...
[2025-12-05T20:20:44.283457] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-05T20:20:44.283488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-05T20:20:44.294502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2025-12-05T20:20:44.294870] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-05T20:20:44.295699] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-05T20:20:44.295752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:44.295784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:44.295812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:44.295874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:44.353355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:44.354190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:44.354271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:44.354306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:44.483661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:44.483810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:44.483855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:44.483890] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:44.487199] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2025-12-05T20:20:44.487459] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-05T20:20:44.487598] [INFO ] [sig       ] DRD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:44.625025] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRD.txt
[2025-12-05T20:20:44.625143] [INFO ] [sig       ] [1005/3626] Completed DRD in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:44.625181] [INFO ] [sig       ] [1006/3626] Forecasting DRH...
[2025-12-05T20:20:44.625211] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-05T20:20:44.625241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-05T20:20:44.639349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-05T20:20:44.640016] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-05T20:20:44.641053] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-05T20:20:44.641111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:44.641206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:44.641246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:44.641319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:44.699514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:44.700724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:44.700829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:44.700865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:44.829415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:44.829655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:44.829709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:44.829739] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:44.833914] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-05T20:20:44.834230] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-05T20:20:44.834366] [INFO ] [sig       ] DRH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:44.970951] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DRH.txt
[2025-12-05T20:20:44.971103] [INFO ] [sig       ] [1006/3626] Completed DRH in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:44.971142] [INFO ] [sig       ] [1007/3626] Forecasting DRI...
[2025-12-05T20:20:44.971172] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-05T20:20:44.971201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-05T20:20:44.983409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-05T20:20:44.983837] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-05T20:20:44.984757] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-05T20:20:44.984809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:44.984840] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:44.984866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:44.984922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:45.044859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:45.045861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:45.045964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:45.046004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:45.173457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:45.173670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:45.173718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:45.173746] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:45.177399] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=22.48%)
[2025-12-05T20:20:45.177714] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-05T20:20:45.177879] [INFO ] [sig       ] DRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:45.315734] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRI.txt
[2025-12-05T20:20:45.315914] [INFO ] [sig       ] [1007/3626] Completed DRI in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:45.315961] [INFO ] [sig       ] [1008/3626] Forecasting DRIO...
[2025-12-05T20:20:45.315997] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-05T20:20:45.316032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-05T20:20:45.326805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-05T20:20:45.327139] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-05T20:20:45.327997] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-05T20:20:45.328048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:45.328096] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:45.328124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:45.328179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:45.386496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:45.387242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:45.387324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:45.387356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:45.504512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:45.504672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:45.504713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:45.504741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:45.508130] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-05T20:20:45.508389] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-05T20:20:45.508509] [INFO ] [sig       ] DRIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:45.646445] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRIO.txt
[2025-12-05T20:20:45.646604] [INFO ] [sig       ] [1008/3626] Completed DRIO in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:45.646646] [INFO ] [sig       ] [1009/3626] Forecasting DRLL...
[2025-12-05T20:20:45.646673] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-05T20:20:45.646703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-05T20:20:45.657045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2025-12-05T20:20:45.657337] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-05T20:20:45.661361] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-05T20:20:45.661417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:45.661449] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:45.661475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:45.661532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:45.717094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:45.718001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:45.718085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:45.718116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:45.836686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:45.836840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:45.836880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:45.836946] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:45.840445] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=15.49%)
[2025-12-05T20:20:45.840738] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-05T20:20:45.840862] [INFO ] [sig       ] DRLL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:45.978256] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRLL.txt
[2025-12-05T20:20:45.978389] [INFO ] [sig       ] [1009/3626] Completed DRLL in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:45.978428] [INFO ] [sig       ] [1010/3626] Forecasting DRMA...
[2025-12-05T20:20:45.978457] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-05T20:20:45.978487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-05T20:20:45.988712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-05T20:20:45.988999] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-05T20:20:45.989754] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-05T20:20:45.989804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:45.989835] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:45.989861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:45.989916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:46.045238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:46.045960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:46.046037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:46.046068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:46.159790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:46.159965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:46.160014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:46.160058] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:46.163628] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-05T20:20:46.163936] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-05T20:20:46.164071] [INFO ] [sig       ] DRMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:46.300300] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DRMA.txt
[2025-12-05T20:20:46.300439] [INFO ] [sig       ] [1010/3626] Completed DRMA in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:46.300479] [INFO ] [sig       ] [1011/3626] Forecasting DRS...
[2025-12-05T20:20:46.300508] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-05T20:20:46.300537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-05T20:20:46.311055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-05T20:20:46.311419] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-05T20:20:46.312193] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-05T20:20:46.312242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:46.312273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:46.312298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:46.312355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:46.367993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:46.368832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:46.368910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:46.368943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:46.488377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:46.488535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:46.488591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:46.488624] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:46.492024] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2025-12-05T20:20:46.492289] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-05T20:20:46.492427] [INFO ] [sig       ] DRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:46.632816] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRS.txt
[2025-12-05T20:20:46.632951] [INFO ] [sig       ] [1011/3626] Completed DRS in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:46.632994] [INFO ] [sig       ] [1012/3626] Forecasting DRTS...
[2025-12-05T20:20:46.633023] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-05T20:20:46.633053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-05T20:20:46.643739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-05T20:20:46.644063] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-05T20:20:46.644820] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-05T20:20:46.644870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:46.644900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:46.644926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:46.644985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:46.699589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:46.700299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:46.700375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:46.700407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:46.819374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:46.819527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:46.819567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:46.819615] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:46.822974] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=92.92%)
[2025-12-05T20:20:46.823243] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-05T20:20:46.823365] [INFO ] [sig       ] DRTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:46.962957] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DRTS.txt
[2025-12-05T20:20:46.963116] [INFO ] [sig       ] [1012/3626] Completed DRTS in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.8m
[2025-12-05T20:20:46.963170] [INFO ] [sig       ] [1013/3626] Forecasting DRUG...
[2025-12-05T20:20:46.963209] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-05T20:20:46.963250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-05T20:20:46.973396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-05T20:20:46.973753] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-05T20:20:46.974516] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-05T20:20:46.974567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:46.974620] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:46.974647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:46.974702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:47.031882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:47.032672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:47.032750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:47.032784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:47.153117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:47.153277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:47.153319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:47.153348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:47.156926] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-05T20:20:47.157243] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-05T20:20:47.157397] [INFO ] [sig       ] DRUG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:47.295652] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRUG.txt
[2025-12-05T20:20:47.295810] [INFO ] [sig       ] [1013/3626] Completed DRUG in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:47.295850] [INFO ] [sig       ] [1014/3626] Forecasting DRVN...
[2025-12-05T20:20:47.295879] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-05T20:20:47.295909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-05T20:20:47.307991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-05T20:20:47.308397] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-05T20:20:47.309224] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-05T20:20:47.309277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:47.309309] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:47.309336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:47.309393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:47.367304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:47.368235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:47.368336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:47.368370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:47.506363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:47.506519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:47.506560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:47.506616] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:47.510109] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-12-05T20:20:47.510459] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-05T20:20:47.510660] [INFO ] [sig       ] DRVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:47.664791] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DRVN.txt
[2025-12-05T20:20:47.664979] [INFO ] [sig       ] [1014/3626] Completed DRVN in 0.4s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:47.665033] [INFO ] [sig       ] [1015/3626] Forecasting DSGN...
[2025-12-05T20:20:47.665073] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-05T20:20:47.665114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-05T20:20:47.677152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-05T20:20:47.677533] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-05T20:20:47.678361] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-05T20:20:47.678412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:47.678445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:47.678473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:47.678531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:47.742497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:47.743503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:47.743620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:47.743664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:47.867741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:47.867924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:47.867984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:47.868015] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:47.871551] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2025-12-05T20:20:47.871861] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-05T20:20:47.871994] [INFO ] [sig       ] DSGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:48.009411] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DSGN.txt
[2025-12-05T20:20:48.009561] [INFO ] [sig       ] [1015/3626] Completed DSGN in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:48.009618] [INFO ] [sig       ] [1016/3626] Forecasting DSGX...
[2025-12-05T20:20:48.009648] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-05T20:20:48.009677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-05T20:20:48.020415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-05T20:20:48.020746] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-05T20:20:48.021492] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-05T20:20:48.021542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:48.021591] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:48.021621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:48.021678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:48.077418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:48.078264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:48.078374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:48.078408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:48.193204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:48.193359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:48.193399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:48.193427] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:48.196688] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2025-12-05T20:20:48.196951] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-05T20:20:48.197068] [INFO ] [sig       ] DSGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:48.337191] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DSGX.txt
[2025-12-05T20:20:48.337329] [INFO ] [sig       ] [1016/3626] Completed DSGX in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:48.337366] [INFO ] [sig       ] [1017/3626] Forecasting DSL...
[2025-12-05T20:20:48.337395] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-05T20:20:48.337425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-05T20:20:48.348411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-05T20:20:48.348683] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-05T20:20:48.349442] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-05T20:20:48.349491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:48.349522] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:48.349548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:48.349626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:48.406285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:48.406947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:48.407039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:48.407078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:48.526641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:48.526800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:48.526841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:48.526871] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:48.530347] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2025-12-05T20:20:48.530670] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-05T20:20:48.530809] [INFO ] [sig       ] DSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:48.675914] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DSL.txt
[2025-12-05T20:20:48.676053] [INFO ] [sig       ] [1017/3626] Completed DSL in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:48.676092] [INFO ] [sig       ] [1018/3626] Forecasting DSM...
[2025-12-05T20:20:48.676121] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-05T20:20:48.676151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-05T20:20:48.686771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-05T20:20:48.687146] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-05T20:20:48.687987] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-05T20:20:48.688038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:48.688070] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:48.688096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:48.688152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:48.744215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:48.745056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:48.745136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:48.745168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:48.862046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:48.862205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:48.862246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:48.862272] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:48.865661] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: DOWN (p=9.76%)
[2025-12-05T20:20:48.865955] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-05T20:20:48.866084] [INFO ] [sig       ] DSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:49.001672] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DSM.txt
[2025-12-05T20:20:49.001825] [INFO ] [sig       ] [1018/3626] Completed DSM in 0.3s | 2.95 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-05T20:20:49.001862] [INFO ] [sig       ] [1019/3626] Forecasting DSP...
[2025-12-05T20:20:49.001891] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-05T20:20:49.001921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-05T20:20:49.014043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-05T20:20:49.014335] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-05T20:20:49.015098] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-05T20:20:49.015148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:49.015193] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:49.015220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:49.015275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:49.070927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:49.071562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:49.071685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:49.071719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:49.191932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:49.192079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:49.192121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:49.192150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:49.195397] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: UP (p=54.53%)
[2025-12-05T20:20:49.195677] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-05T20:20:49.195806] [INFO ] [sig       ] DSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:49.334713] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DSP.txt
[2025-12-05T20:20:49.334867] [INFO ] [sig       ] [1019/3626] Completed DSP in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:49.334906] [INFO ] [sig       ] [1020/3626] Forecasting DSX...
[2025-12-05T20:20:49.334934] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-05T20:20:49.334964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-05T20:20:49.345471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2025-12-05T20:20:49.345759] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-05T20:20:49.346491] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-05T20:20:49.346540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:49.346594] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:49.346623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:49.346679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:49.404685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:49.405321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:49.405395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:49.405425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:49.522754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:49.522884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:49.522920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:49.522947] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:49.526240] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=76.66%)
[2025-12-05T20:20:49.526501] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-05T20:20:49.526640] [INFO ] [sig       ] DSX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:49.662936] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DSX.txt
[2025-12-05T20:20:49.663047] [INFO ] [sig       ] [1020/3626] Completed DSX in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:49.663083] [INFO ] [sig       ] [1021/3626] Forecasting DTB...
[2025-12-05T20:20:49.663114] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-05T20:20:49.663143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-05T20:20:49.674503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-05T20:20:49.674885] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-05T20:20:49.675675] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-05T20:20:49.675725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:49.675756] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:49.675781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:49.675836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:49.739378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:49.740392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:49.740492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:49.740540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:49.861768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:49.861917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:49.861956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:49.861983] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:49.865307] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-05T20:20:49.865591] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-05T20:20:49.865712] [INFO ] [sig       ] DTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:50.002937] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DTB.txt
[2025-12-05T20:20:50.003091] [INFO ] [sig       ] [1021/3626] Completed DTB in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:50.003132] [INFO ] [sig       ] [1022/3626] Forecasting DTE...
[2025-12-05T20:20:50.003160] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-05T20:20:50.003189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-05T20:20:50.013972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2025-12-05T20:20:50.014351] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-05T20:20:50.015216] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-05T20:20:50.015270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:50.015304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:50.015338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:50.015401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:50.071799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:50.072610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:50.072691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:50.072724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:50.186594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:50.186748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:50.186787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:50.186815] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:50.190096] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-05T20:20:50.190365] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-05T20:20:50.190488] [INFO ] [sig       ] DTE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:50.328373] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DTE.txt
[2025-12-05T20:20:50.328507] [INFO ] [sig       ] [1022/3626] Completed DTE in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:50.328545] [INFO ] [sig       ] [1023/3626] Forecasting DTG...
[2025-12-05T20:20:50.328590] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-05T20:20:50.328630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-05T20:20:50.340147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-05T20:20:50.340508] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-05T20:20:50.341319] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-05T20:20:50.341369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:50.341430] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:50.341458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:50.341513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:50.398798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:50.399739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:50.399829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:50.399862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:50.518867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:50.519044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:50.519085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:50.519112] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:50.522708] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=68.89%)
[2025-12-05T20:20:50.523024] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-05T20:20:50.523160] [INFO ] [sig       ] DTG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:50.667764] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DTG.txt
[2025-12-05T20:20:50.667950] [INFO ] [sig       ] [1023/3626] Completed DTG in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:50.667991] [INFO ] [sig       ] [1024/3626] Forecasting DTIL...
[2025-12-05T20:20:50.668020] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-05T20:20:50.668051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-05T20:20:50.678861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-05T20:20:50.679248] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-05T20:20:50.680081] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-05T20:20:50.680132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:50.680164] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:50.680189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:50.680245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:50.736857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:50.737731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:50.737825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:50.737858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:50.860898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:50.861077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:50.861117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:50.861144] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:50.864809] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2025-12-05T20:20:50.865148] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-05T20:20:50.865284] [INFO ] [sig       ] DTIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:51.003841] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DTIL.txt
[2025-12-05T20:20:51.003977] [INFO ] [sig       ] [1024/3626] Completed DTIL in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:51.004018] [INFO ] [sig       ] [1025/3626] Forecasting DTM...
[2025-12-05T20:20:51.004047] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-05T20:20:51.004076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-05T20:20:51.015236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-05T20:20:51.015663] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-05T20:20:51.016436] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-05T20:20:51.016485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:51.016516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:51.016540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:51.016616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:51.072477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:51.073368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:51.073452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:51.073483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:51.193109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:51.193264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:51.193302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:51.193328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:51.196607] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=43.58%)
[2025-12-05T20:20:51.196871] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-05T20:20:51.196990] [INFO ] [sig       ] DTM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:51.335498] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DTM.txt
[2025-12-05T20:20:51.335666] [INFO ] [sig       ] [1025/3626] Completed DTM in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:51.335719] [INFO ] [sig       ] [1026/3626] Forecasting DTSS...
[2025-12-05T20:20:51.335757] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-05T20:20:51.335798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-05T20:20:51.346510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-05T20:20:51.346805] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-05T20:20:51.347531] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-05T20:20:51.347598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:51.347631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:51.347657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:51.347712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:51.403695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:51.404391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:51.404467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:51.404497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:51.514280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:51.514425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:51.514464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:51.514554] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:51.517898] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-05T20:20:51.518161] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-05T20:20:51.518279] [INFO ] [sig       ] DTSS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:51.655845] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DTSS.txt
[2025-12-05T20:20:51.655965] [INFO ] [sig       ] [1026/3626] Completed DTSS in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:51.656003] [INFO ] [sig       ] [1027/3626] Forecasting DUK...
[2025-12-05T20:20:51.656031] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-05T20:20:51.656061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-05T20:20:51.667354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-05T20:20:51.667687] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-05T20:20:51.668484] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-05T20:20:51.668543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:51.668602] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:51.668642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:51.668703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:51.727188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:51.728030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:51.728110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:51.728143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:51.845604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:51.845745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:51.845784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:51.845811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:51.849076] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-05T20:20:51.849341] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-05T20:20:51.849457] [INFO ] [sig       ] DUK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:51.987349] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DUK.txt
[2025-12-05T20:20:51.987472] [INFO ] [sig       ] [1027/3626] Completed DUK in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:51.987509] [INFO ] [sig       ] [1028/3626] Forecasting DUKB...
[2025-12-05T20:20:51.987537] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-05T20:20:51.987566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-05T20:20:51.998093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-05T20:20:51.998390] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-05T20:20:51.999220] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-05T20:20:51.999271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:51.999303] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:51.999330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:51.999387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:52.057312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:52.058087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:52.058164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:52.058197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:52.176129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:52.176285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:52.176324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:52.176354] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:52.179795] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=54.88%)
[2025-12-05T20:20:52.180070] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-05T20:20:52.180198] [INFO ] [sig       ] DUKB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:52.321260] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DUKB.txt
[2025-12-05T20:20:52.321394] [INFO ] [sig       ] [1028/3626] Completed DUKB in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:52.321432] [INFO ] [sig       ] [1029/3626] Forecasting DUOL...
[2025-12-05T20:20:52.321460] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-05T20:20:52.321489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-05T20:20:52.332288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-05T20:20:52.332608] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-05T20:20:52.333380] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-05T20:20:52.333429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:52.333461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:52.333488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:52.333545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:52.390793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:52.391410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:52.391486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:52.391520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:52.510041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:52.510190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:52.510231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:52.510260] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:52.513701] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2025-12-05T20:20:52.513985] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-05T20:20:52.514125] [INFO ] [sig       ] DUOL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:52.657489] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DUOL.txt
[2025-12-05T20:20:52.657645] [INFO ] [sig       ] [1029/3626] Completed DUOL in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.7m
[2025-12-05T20:20:52.657684] [INFO ] [sig       ] [1030/3626] Forecasting DVA...
[2025-12-05T20:20:52.657713] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-05T20:20:52.657741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-05T20:20:52.668515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-05T20:20:52.668788] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-05T20:20:52.669517] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-05T20:20:52.669566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:52.669618] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:52.669645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:52.669714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:52.726099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:52.726719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:52.726795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:52.726826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:52.846477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:52.846651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:52.846698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:52.846729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:52.850066] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-05T20:20:52.850328] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-05T20:20:52.850452] [INFO ] [sig       ] DVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:52.989340] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DVA.txt
[2025-12-05T20:20:52.989491] [INFO ] [sig       ] [1030/3626] Completed DVA in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:52.989530] [INFO ] [sig       ] [1031/3626] Forecasting DVAX...
[2025-12-05T20:20:52.989558] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-05T20:20:52.989613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-05T20:20:53.000750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVAX'.
[2025-12-05T20:20:53.001005] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-05T20:20:53.001744] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-05T20:20:53.001792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:53.001822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:53.001846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:53.001901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:53.058528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:53.059134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:53.059207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:53.059239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:53.179948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:53.180108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:53.180149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:53.180177] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:53.183536] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: DOWN (p=36.42%)
[2025-12-05T20:20:53.183829] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-05T20:20:53.183956] [INFO ] [sig       ] DVAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:53.321215] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DVAX.txt
[2025-12-05T20:20:53.321363] [INFO ] [sig       ] [1031/3626] Completed DVAX in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:53.321400] [INFO ] [sig       ] [1032/3626] Forecasting DVN...
[2025-12-05T20:20:53.321430] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-05T20:20:53.321459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-05T20:20:53.332641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-05T20:20:53.333016] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-05T20:20:53.333788] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-05T20:20:53.333852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:53.333883] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:53.333909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:53.333964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:53.391034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:53.391720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:53.391795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:53.391828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:53.513982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:53.514114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:53.514152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:53.514179] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:53.517458] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2025-12-05T20:20:53.517738] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-05T20:20:53.517904] [INFO ] [sig       ] DVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:53.655567] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DVN.txt
[2025-12-05T20:20:53.655691] [INFO ] [sig       ] [1032/3626] Completed DVN in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:53.655728] [INFO ] [sig       ] [1033/3626] Forecasting DVY...
[2025-12-05T20:20:53.655755] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-05T20:20:53.655784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-05T20:20:53.667854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-05T20:20:53.668178] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-05T20:20:53.668961] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-05T20:20:53.669010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:53.669040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:53.669066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:53.669121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:53.726844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:53.727734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:53.727872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:53.727910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:53.854140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:53.854311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:53.854352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:53.854380] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:53.857957] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-05T20:20:53.858227] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-05T20:20:53.858349] [INFO ] [sig       ] DVY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:53.999032] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DVY.txt
[2025-12-05T20:20:53.999164] [INFO ] [sig       ] [1033/3626] Completed DVY in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:53.999201] [INFO ] [sig       ] [1034/3626] Forecasting DWAS...
[2025-12-05T20:20:53.999231] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-05T20:20:53.999260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-05T20:20:54.010052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-05T20:20:54.010328] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-05T20:20:54.011083] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-05T20:20:54.011137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:54.011168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:54.011194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:54.011249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:54.067860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:54.068638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:54.068711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:54.068741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:54.187607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:54.187730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:54.187765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:54.187811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:54.191144] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=1.86%)
[2025-12-05T20:20:54.191610] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-05T20:20:54.191727] [INFO ] [sig       ] DWAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:54.332633] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DWAS.txt
[2025-12-05T20:20:54.332758] [INFO ] [sig       ] [1034/3626] Completed DWAS in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:54.332795] [INFO ] [sig       ] [1035/3626] Forecasting DWSH...
[2025-12-05T20:20:54.332823] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-05T20:20:54.332852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-05T20:20:54.344174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-05T20:20:54.344596] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-05T20:20:54.345466] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-05T20:20:54.345519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:54.345551] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:54.345600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:54.345673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:54.403094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:54.403976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:54.404060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:54.404093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:54.516166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:54.516318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:54.516358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:54.516387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:54.519816] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-05T20:20:54.520092] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-05T20:20:54.520220] [INFO ] [sig       ] DWSH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:54.660510] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DWSH.txt
[2025-12-05T20:20:54.660741] [INFO ] [sig       ] [1035/3626] Completed DWSH in 0.3s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:54.660797] [INFO ] [sig       ] [1036/3626] Forecasting DX...
[2025-12-05T20:20:54.660834] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-05T20:20:54.660873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-05T20:20:54.676144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2025-12-05T20:20:54.676723] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-05T20:20:54.677680] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-05T20:20:54.677734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:54.677783] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:54.677838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:54.677899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:54.736688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:54.737903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:54.738021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:54.738053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:54.866432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:54.866618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:54.866663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:54.866693] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:54.870274] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=65.61%)
[2025-12-05T20:20:54.870590] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-05T20:20:54.870735] [INFO ] [sig       ] DX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:55.034124] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DX.txt
[2025-12-05T20:20:55.034305] [INFO ] [sig       ] [1036/3626] Completed DX in 0.4s | 2.95 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-05T20:20:55.034344] [INFO ] [sig       ] [1037/3626] Forecasting DXC...
[2025-12-05T20:20:55.034372] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-05T20:20:55.034400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-05T20:20:55.045807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-05T20:20:55.046136] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-05T20:20:55.046992] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-05T20:20:55.047045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:55.047077] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:55.047105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:55.047162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:55.104539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:55.105385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:55.105469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:55.105502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:55.223333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:55.223504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:55.223543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:55.223587] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:55.226895] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-05T20:20:55.227173] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-05T20:20:55.227293] [INFO ] [sig       ] DXC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:55.368243] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DXC.txt
[2025-12-05T20:20:55.368385] [INFO ] [sig       ] [1037/3626] Completed DXC in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:55.368423] [INFO ] [sig       ] [1038/3626] Forecasting DXCM...
[2025-12-05T20:20:55.368452] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-05T20:20:55.368481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-05T20:20:55.378906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-05T20:20:55.379209] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-05T20:20:55.380007] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-05T20:20:55.380057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:55.380089] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:55.380117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:55.380172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:55.437935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:55.438651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:55.438728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:55.438761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:55.556397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:55.556566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:55.556623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:55.556651] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:55.559955] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-05T20:20:55.560216] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-05T20:20:55.560338] [INFO ] [sig       ] DXCM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:55.697079] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DXCM.txt
[2025-12-05T20:20:55.697204] [INFO ] [sig       ] [1038/3626] Completed DXCM in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:55.697242] [INFO ] [sig       ] [1039/3626] Forecasting DXPE...
[2025-12-05T20:20:55.697273] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-05T20:20:55.697302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-05T20:20:55.707625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-05T20:20:55.707950] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-05T20:20:55.708733] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-05T20:20:55.708782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:55.708814] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:55.708839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:55.708894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:55.764803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:55.765437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:55.765509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:55.765541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:55.881171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:55.881335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:55.881390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:55.881420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:55.884739] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-05T20:20:55.885035] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-05T20:20:55.885165] [INFO ] [sig       ] DXPE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:56.026245] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DXPE.txt
[2025-12-05T20:20:56.026396] [INFO ] [sig       ] [1039/3626] Completed DXPE in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:56.026434] [INFO ] [sig       ] [1040/3626] Forecasting DY...
[2025-12-05T20:20:56.026464] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-05T20:20:56.026494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-05T20:20:56.038132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-05T20:20:56.038524] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-05T20:20:56.039366] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-05T20:20:56.039419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:56.039481] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:56.039509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:56.039598] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:56.097565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:56.098422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:56.098500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:56.098531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:56.217626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:56.217783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:56.217836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:56.217865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:56.221201] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=50.85%)
[2025-12-05T20:20:56.221487] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-05T20:20:56.221629] [INFO ] [sig       ] DY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:56.360270] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/DY.txt
[2025-12-05T20:20:56.360415] [INFO ] [sig       ] [1040/3626] Completed DY in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:56.360455] [INFO ] [sig       ] [1041/3626] Forecasting DYN...
[2025-12-05T20:20:56.360484] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-05T20:20:56.360513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-05T20:20:56.371873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-05T20:20:56.372210] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-05T20:20:56.372985] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-05T20:20:56.373037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:56.373067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:56.373093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:56.373147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:56.429635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:56.430508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:56.430609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:56.430646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:56.551717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:56.551869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:56.551908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:56.551935] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:56.555193] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-05T20:20:56.555454] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-05T20:20:56.555592] [INFO ] [sig       ] DYN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:56.690316] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/DYN.txt
[2025-12-05T20:20:56.690441] [INFO ] [sig       ] [1041/3626] Completed DYN in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:56.690479] [INFO ] [sig       ] [1042/3626] Forecasting E...
[2025-12-05T20:20:56.690508] [INFO ] [sig       ] Generating forecast for: E
[2025-12-05T20:20:56.690536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-05T20:20:56.701654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-05T20:20:56.701945] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-05T20:20:56.702713] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-05T20:20:56.702762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:56.702793] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:56.702818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:56.702873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:56.758518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:56.759203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:56.759281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:56.759314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:56.878542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:56.878699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:56.878737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:56.878764] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:56.882038] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-05T20:20:56.882302] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-05T20:20:56.882419] [INFO ] [sig       ] E: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:57.019467] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/E.txt
[2025-12-05T20:20:57.019634] [INFO ] [sig       ] [1042/3626] Completed E in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:57.019673] [INFO ] [sig       ] [1043/3626] Forecasting EA...
[2025-12-05T20:20:57.019703] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-05T20:20:57.019733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-05T20:20:57.030648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-05T20:20:57.030984] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-05T20:20:57.031774] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-05T20:20:57.031824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:57.031870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:57.031898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:57.031954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:57.088389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:57.089151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:57.089229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:57.089263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:57.212484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:57.212642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:57.212682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:57.212710] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:57.217209] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2025-12-05T20:20:57.217484] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-05T20:20:57.217646] [INFO ] [sig       ] EA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:57.355536] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EA.txt
[2025-12-05T20:20:57.355699] [INFO ] [sig       ] [1043/3626] Completed EA in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:57.355739] [INFO ] [sig       ] [1044/3626] Forecasting EAF...
[2025-12-05T20:20:57.355767] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-05T20:20:57.355796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-05T20:20:57.367945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-05T20:20:57.368376] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-05T20:20:57.369399] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-05T20:20:57.369463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:57.369507] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:57.369545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:57.369646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:57.434142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:57.434993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:57.435074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:57.435107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:57.567603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:57.567754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:57.567805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:57.567834] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:57.571097] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-05T20:20:57.571355] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-05T20:20:57.571472] [INFO ] [sig       ] EAF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:57.707601] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EAF.txt
[2025-12-05T20:20:57.707736] [INFO ] [sig       ] [1044/3626] Completed EAF in 0.4s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:57.707776] [INFO ] [sig       ] [1045/3626] Forecasting EAI...
[2025-12-05T20:20:57.707826] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-05T20:20:57.707857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-05T20:20:57.718886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-05T20:20:57.719266] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-05T20:20:57.720061] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-05T20:20:57.720112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:57.720142] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:57.720167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:57.720227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:57.776597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:57.777403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:57.777483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:57.777515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:57.890311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:57.890464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:57.890502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:57.890529] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:57.893820] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-05T20:20:57.894097] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-05T20:20:57.894222] [INFO ] [sig       ] EAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:58.031227] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EAI.txt
[2025-12-05T20:20:58.031362] [INFO ] [sig       ] [1045/3626] Completed EAI in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:58.031400] [INFO ] [sig       ] [1046/3626] Forecasting EARN...
[2025-12-05T20:20:58.031429] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-05T20:20:58.031457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-05T20:20:58.041764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-05T20:20:58.042081] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-05T20:20:58.042840] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-05T20:20:58.042889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:58.042919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:58.042945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:58.043000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:58.098570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:58.099224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:58.099298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:58.099330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:58.225975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:58.226132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:58.226170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:58.226198] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:58.229557] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=43.49%)
[2025-12-05T20:20:58.229837] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-05T20:20:58.229957] [INFO ] [sig       ] EARN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:58.367229] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EARN.txt
[2025-12-05T20:20:58.367378] [INFO ] [sig       ] [1046/3626] Completed EARN in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:58.367419] [INFO ] [sig       ] [1047/3626] Forecasting EB...
[2025-12-05T20:20:58.367448] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-05T20:20:58.367508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-05T20:20:58.378329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-05T20:20:58.378722] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-05T20:20:58.379500] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-05T20:20:58.379552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:58.379610] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:58.379647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:58.379706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:58.437553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:58.438431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:58.438512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:58.438545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:58.558403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:58.558551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:58.558611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:58.558641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:58.561867] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=42.35%)
[2025-12-05T20:20:58.562123] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-05T20:20:58.562239] [INFO ] [sig       ] EB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:58.744688] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EB.txt
[2025-12-05T20:20:58.744844] [INFO ] [sig       ] [1047/3626] Completed EB in 0.4s | 2.95 sym/s | Total: 5.9m | ETA: 14.6m
[2025-12-05T20:20:58.744892] [INFO ] [sig       ] [1048/3626] Forecasting EBAY...
[2025-12-05T20:20:58.744934] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-05T20:20:58.744969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-05T20:20:58.756054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2025-12-05T20:20:58.756379] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-05T20:20:58.757237] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-05T20:20:58.757299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:58.757339] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:58.757370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:58.757428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:58.814231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:58.814870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:58.814943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:58.814975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:58.934299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:58.934447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:58.934485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:58.934513] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:58.937941] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-05T20:20:58.938219] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-05T20:20:58.938346] [INFO ] [sig       ] EBAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:59.075504] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EBAY.txt
[2025-12-05T20:20:59.075677] [INFO ] [sig       ] [1048/3626] Completed EBAY in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:20:59.075717] [INFO ] [sig       ] [1049/3626] Forecasting EBC...
[2025-12-05T20:20:59.075747] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-05T20:20:59.075776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-05T20:20:59.087185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-05T20:20:59.087534] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-05T20:20:59.088325] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-05T20:20:59.088375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:59.088405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:59.088431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:59.088486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:59.143903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:59.144845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:59.144931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:59.144963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:59.264946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:59.265101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:59.265139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:59.265166] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:59.268484] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=86.81%)
[2025-12-05T20:20:59.268758] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-05T20:20:59.268878] [INFO ] [sig       ] EBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:20:59.404202] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EBC.txt
[2025-12-05T20:20:59.404342] [INFO ] [sig       ] [1049/3626] Completed EBC in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:20:59.404381] [INFO ] [sig       ] [1050/3626] Forecasting EBF...
[2025-12-05T20:20:59.404410] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-05T20:20:59.404439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-05T20:20:59.416658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-05T20:20:59.417011] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-05T20:20:59.417774] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-05T20:20:59.417852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:59.417883] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:59.417909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:59.417965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:59.474113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:59.474934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:59.475043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:59.475076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:59.593774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:59.593927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:59.593965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:59.593993] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:59.597328] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-05T20:20:59.597610] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-05T20:20:59.597730] [INFO ] [sig       ] EBF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:20:59.736137] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EBF.txt
[2025-12-05T20:20:59.736266] [INFO ] [sig       ] [1050/3626] Completed EBF in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:20:59.736310] [INFO ] [sig       ] [1051/3626] Forecasting EBON...
[2025-12-05T20:20:59.736346] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-05T20:20:59.736382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-05T20:20:59.746961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-05T20:20:59.747301] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-05T20:20:59.748111] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-05T20:20:59.748163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:20:59.748197] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:20:59.748225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:20:59.748282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:20:59.808127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:20:59.808976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:20:59.809055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:20:59.809088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:20:59.917489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:20:59.917664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:20:59.917707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:20:59.917737] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:20:59.921947] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-05T20:20:59.922288] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-05T20:20:59.922430] [INFO ] [sig       ] EBON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:00.095241] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EBON.txt
[2025-12-05T20:21:00.095417] [INFO ] [sig       ] [1051/3626] Completed EBON in 0.4s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:21:00.095458] [INFO ] [sig       ] [1052/3626] Forecasting EBS...
[2025-12-05T20:21:00.095487] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-05T20:21:00.095518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-05T20:21:00.107291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-05T20:21:00.107674] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-05T20:21:00.108468] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-05T20:21:00.108518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:00.108549] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:00.108599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:00.108658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:00.165641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:00.166715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:00.166817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:00.166850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:00.287457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:00.287646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:00.287689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:00.287717] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:00.291090] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=57.61%)
[2025-12-05T20:21:00.291359] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-05T20:21:00.291481] [INFO ] [sig       ] EBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:00.428195] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EBS.txt
[2025-12-05T20:21:00.428362] [INFO ] [sig       ] [1052/3626] Completed EBS in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:21:00.428403] [INFO ] [sig       ] [1053/3626] Forecasting EC...
[2025-12-05T20:21:00.428430] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-05T20:21:00.428459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-05T20:21:00.439089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-05T20:21:00.439406] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-05T20:21:00.440176] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-05T20:21:00.440225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:00.440255] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:00.440281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:00.440336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:00.506489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:00.507472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:00.507561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:00.507618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:00.631669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:00.631829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:00.631869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:00.631897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:00.635231] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2025-12-05T20:21:00.635505] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-05T20:21:00.635648] [INFO ] [sig       ] EC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:00.780218] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EC.txt
[2025-12-05T20:21:00.780615] [INFO ] [sig       ] [1053/3626] Completed EC in 0.4s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:21:00.780658] [INFO ] [sig       ] [1054/3626] Forecasting ECC...
[2025-12-05T20:21:00.780687] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-05T20:21:00.780716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-05T20:21:00.792063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-05T20:21:00.792444] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-05T20:21:00.793301] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-05T20:21:00.793354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:00.793385] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:00.793411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:00.793466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:00.851868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:00.852740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:00.852821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:00.852855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:00.968496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:00.968623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:00.968663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:00.968691] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:00.971946] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-05T20:21:00.972211] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-05T20:21:00.972338] [INFO ] [sig       ] ECC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:01.111899] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ECC.txt
[2025-12-05T20:21:01.112031] [INFO ] [sig       ] [1054/3626] Completed ECC in 0.3s | 2.95 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-05T20:21:01.112069] [INFO ] [sig       ] [1055/3626] Forecasting ECL...
[2025-12-05T20:21:01.112097] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-05T20:21:01.112127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-05T20:21:01.122516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-05T20:21:01.122820] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-05T20:21:01.123562] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-05T20:21:01.123632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:01.123663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:01.123691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:01.123745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:01.178494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:01.179075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:01.179149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:01.179180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:01.295428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:01.295556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:01.295608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:01.295637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:01.298786] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-05T20:21:01.299039] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-05T20:21:01.299157] [INFO ] [sig       ] ECL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:01.439061] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ECL.txt
[2025-12-05T20:21:01.439218] [INFO ] [sig       ] [1055/3626] Completed ECL in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:01.439256] [INFO ] [sig       ] [1056/3626] Forecasting ECPG...
[2025-12-05T20:21:01.439287] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-05T20:21:01.439317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-05T20:21:01.451246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-05T20:21:01.451620] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-05T20:21:01.452359] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-05T20:21:01.452409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:01.452456] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:01.452483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:01.452537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:01.507783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:01.508652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:01.508731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:01.508763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:01.624343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:01.624505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:01.624544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:01.624588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:01.627949] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-05T20:21:01.628231] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-05T20:21:01.628363] [INFO ] [sig       ] ECPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:01.769787] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ECPG.txt
[2025-12-05T20:21:01.769939] [INFO ] [sig       ] [1056/3626] Completed ECPG in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:01.769977] [INFO ] [sig       ] [1057/3626] Forecasting ECX...
[2025-12-05T20:21:01.770008] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-05T20:21:01.770037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-05T20:21:01.784381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-05T20:21:01.784893] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-05T20:21:01.785985] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-05T20:21:01.786048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:01.786133] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:01.786175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:01.786256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:01.856084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:01.857151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:01.857244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:01.857279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:01.978979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:01.979135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:01.979175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:01.979203] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:01.982730] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-05T20:21:01.983074] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-05T20:21:01.983218] [INFO ] [sig       ] ECX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:02.125223] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ECX.txt
[2025-12-05T20:21:02.125377] [INFO ] [sig       ] [1057/3626] Completed ECX in 0.4s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:02.125417] [INFO ] [sig       ] [1058/3626] Forecasting ED...
[2025-12-05T20:21:02.125445] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-05T20:21:02.125474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-05T20:21:02.136859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2025-12-05T20:21:02.137274] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-05T20:21:02.138168] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-05T20:21:02.138221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:02.138254] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:02.138281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:02.138343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:02.194432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:02.195282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:02.195366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:02.195398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:02.317876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:02.318031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:02.318071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:02.318099] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:02.321505] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-05T20:21:02.321849] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-05T20:21:02.321982] [INFO ] [sig       ] ED: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:02.461930] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ED.txt
[2025-12-05T20:21:02.462087] [INFO ] [sig       ] [1058/3626] Completed ED in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:02.462124] [INFO ] [sig       ] [1059/3626] Forecasting EDAP...
[2025-12-05T20:21:02.462154] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-05T20:21:02.462182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-05T20:21:02.473656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2025-12-05T20:21:02.474050] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-05T20:21:02.475021] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-05T20:21:02.475075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:02.475107] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:02.475133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:02.475188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:02.532444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:02.533481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:02.533563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:02.533614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:02.654176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:02.654327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:02.654369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:02.654396] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:02.658146] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=6.58%)
[2025-12-05T20:21:02.658431] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-05T20:21:02.658560] [INFO ] [sig       ] EDAP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:02.801208] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EDAP.txt
[2025-12-05T20:21:02.801358] [INFO ] [sig       ] [1059/3626] Completed EDAP in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:02.801403] [INFO ] [sig       ] [1060/3626] Forecasting EDBL...
[2025-12-05T20:21:02.801432] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-05T20:21:02.801462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-05T20:21:02.816372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-05T20:21:02.816749] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-05T20:21:02.817518] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-05T20:21:02.817610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:02.817648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:02.817675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:02.817731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:02.875077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:02.875930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:02.876012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:02.876045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:02.998486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:02.998653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:02.998694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:02.998766] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:03.002022] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-05T20:21:03.002288] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-05T20:21:03.002423] [INFO ] [sig       ] EDBL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:03.143245] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EDBL.txt
[2025-12-05T20:21:03.143396] [INFO ] [sig       ] [1060/3626] Completed EDBL in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:03.143434] [INFO ] [sig       ] [1061/3626] Forecasting EDD...
[2025-12-05T20:21:03.143463] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-05T20:21:03.143493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-05T20:21:03.154041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-05T20:21:03.154401] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-05T20:21:03.155193] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-05T20:21:03.155242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:03.155273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:03.155299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:03.155354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:03.210854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:03.211709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:03.211787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:03.211819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:03.334411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:03.334540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:03.334595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:03.334626] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:03.337829] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-05T20:21:03.338095] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-05T20:21:03.338233] [INFO ] [sig       ] EDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:03.473463] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EDD.txt
[2025-12-05T20:21:03.473594] [INFO ] [sig       ] [1061/3626] Completed EDD in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:03.473634] [INFO ] [sig       ] [1062/3626] Forecasting EDF...
[2025-12-05T20:21:03.473662] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-05T20:21:03.473691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-05T20:21:03.484333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-05T20:21:03.484605] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-05T20:21:03.485357] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-05T20:21:03.485410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:03.485441] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:03.485467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:03.485524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:03.542178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:03.542790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:03.542867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:03.542899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:03.663333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:03.663483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:03.663522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:03.663549] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:03.666849] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-05T20:21:03.667109] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-05T20:21:03.667227] [INFO ] [sig       ] EDF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:03.813794] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EDF.txt
[2025-12-05T20:21:03.813919] [INFO ] [sig       ] [1062/3626] Completed EDF in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:03.813957] [INFO ] [sig       ] [1063/3626] Forecasting EDN...
[2025-12-05T20:21:03.813987] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-05T20:21:03.814018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-05T20:21:03.824364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2025-12-05T20:21:03.824623] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-05T20:21:03.825414] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-05T20:21:03.825473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:03.825506] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:03.825532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:03.825620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:03.884413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:03.885020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:03.885095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:03.885127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:04.002825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:04.002945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:04.002981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:04.003024] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:04.006192] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-05T20:21:04.006451] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-05T20:21:04.006567] [INFO ] [sig       ] EDN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:04.142826] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EDN.txt
[2025-12-05T20:21:04.142940] [INFO ] [sig       ] [1063/3626] Completed EDN in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:04.142976] [INFO ] [sig       ] [1064/3626] Forecasting EE...
[2025-12-05T20:21:04.143005] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-05T20:21:04.143034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-05T20:21:04.153669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-05T20:21:04.153910] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-05T20:21:04.154670] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-05T20:21:04.154720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:04.154751] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:04.154777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:04.154833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:04.209932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:04.210509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:04.210602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:04.210635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:04.324391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:04.324525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:04.324561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:04.324606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:04.330722] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: DOWN (p=36.93%)
[2025-12-05T20:21:04.331015] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-05T20:21:04.331135] [INFO ] [sig       ] EE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:04.467010] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EE.txt
[2025-12-05T20:21:04.467121] [INFO ] [sig       ] [1064/3626] Completed EE in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.5m
[2025-12-05T20:21:04.467170] [INFO ] [sig       ] [1065/3626] Forecasting EEMA...
[2025-12-05T20:21:04.467200] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-05T20:21:04.467228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-05T20:21:04.478532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-05T20:21:04.478808] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-05T20:21:04.479535] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-05T20:21:04.479605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:04.479638] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:04.479664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:04.479719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:04.537345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:04.537959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:04.538050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:04.538098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:04.656340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:04.656460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:04.656496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:04.656522] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:04.659676] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=73.59%)
[2025-12-05T20:21:04.659935] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-05T20:21:04.660052] [INFO ] [sig       ] EEMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:04.795194] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EEMA.txt
[2025-12-05T20:21:04.795295] [INFO ] [sig       ] [1065/3626] Completed EEMA in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:04.795331] [INFO ] [sig       ] [1066/3626] Forecasting EEX...
[2025-12-05T20:21:04.795360] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-05T20:21:04.795390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-05T20:21:04.812286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-05T20:21:04.812554] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-05T20:21:04.813292] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-05T20:21:04.813342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:04.813378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:04.813409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:04.813478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:04.869398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:04.869975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:04.870049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:04.870079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:04.990652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:04.990823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:04.990865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:04.990894] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:04.994598] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=20.30%)
[2025-12-05T20:21:04.994917] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-05T20:21:04.995051] [INFO ] [sig       ] EEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:05.138665] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EEX.txt
[2025-12-05T20:21:05.138809] [INFO ] [sig       ] [1066/3626] Completed EEX in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:05.138848] [INFO ] [sig       ] [1067/3626] Forecasting EFC...
[2025-12-05T20:21:05.138886] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-05T20:21:05.138916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-05T20:21:05.164162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-05T20:21:05.164589] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-05T20:21:05.165386] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-05T20:21:05.165437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:05.165470] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:05.165514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:05.165589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:05.223120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:05.223987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:05.224134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:05.224170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:05.340495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:05.340675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:05.340718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:05.340746] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:05.344307] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-05T20:21:05.344605] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-05T20:21:05.344731] [INFO ] [sig       ] EFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:05.484406] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EFC.txt
[2025-12-05T20:21:05.484587] [INFO ] [sig       ] [1067/3626] Completed EFC in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:05.484627] [INFO ] [sig       ] [1068/3626] Forecasting EFSC...
[2025-12-05T20:21:05.484656] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-05T20:21:05.484685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-05T20:21:05.496031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-05T20:21:05.496394] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-05T20:21:05.497237] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-05T20:21:05.497289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:05.497321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:05.497348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:05.497405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:05.553750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:05.554600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:05.554683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:05.554714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:05.674754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:05.674911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:05.674951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:05.674979] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:05.678318] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-05T20:21:05.678625] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-05T20:21:05.678757] [INFO ] [sig       ] EFSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:05.818398] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EFSC.txt
[2025-12-05T20:21:05.818558] [INFO ] [sig       ] [1068/3626] Completed EFSC in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:05.818618] [INFO ] [sig       ] [1069/3626] Forecasting EFX...
[2025-12-05T20:21:05.818648] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-05T20:21:05.818678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-05T20:21:05.830155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-05T20:21:05.830536] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-05T20:21:05.831359] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-05T20:21:05.831412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:05.831445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:05.831473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:05.831531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:05.889179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:05.890047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:05.890129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:05.890163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:06.007643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:06.007817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:06.007863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:06.007894] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:06.011279] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: UP (p=58.43%)
[2025-12-05T20:21:06.011593] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-05T20:21:06.011727] [INFO ] [sig       ] EFX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:06.151228] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EFX.txt
[2025-12-05T20:21:06.151377] [INFO ] [sig       ] [1069/3626] Completed EFX in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:06.151416] [INFO ] [sig       ] [1070/3626] Forecasting EG...
[2025-12-05T20:21:06.151445] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-05T20:21:06.151474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-05T20:21:06.163238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-05T20:21:06.163600] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-05T20:21:06.164350] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-05T20:21:06.164400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:06.164431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:06.164456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:06.164511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:06.221088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:06.221940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:06.222018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:06.222051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:06.342588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:06.342740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:06.342779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:06.342807] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:06.346096] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2025-12-05T20:21:06.346367] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-05T20:21:06.346495] [INFO ] [sig       ] EG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:06.485286] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EG.txt
[2025-12-05T20:21:06.485479] [INFO ] [sig       ] [1070/3626] Completed EG in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:06.485544] [INFO ] [sig       ] [1071/3626] Forecasting EGAN...
[2025-12-05T20:21:06.485604] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-05T20:21:06.485646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-05T20:21:06.507059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-05T20:21:06.507467] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-05T20:21:06.508312] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-05T20:21:06.508363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:06.508394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:06.508420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:06.508481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:06.565078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:06.565919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:06.565999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:06.566031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:06.684293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:06.684451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:06.684492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:06.684519] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:06.687892] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-05T20:21:06.688220] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-05T20:21:06.688351] [INFO ] [sig       ] EGAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:06.828236] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EGAN.txt
[2025-12-05T20:21:06.828384] [INFO ] [sig       ] [1071/3626] Completed EGAN in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:06.828423] [INFO ] [sig       ] [1072/3626] Forecasting EGBN...
[2025-12-05T20:21:06.828453] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-05T20:21:06.828487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-05T20:21:06.839554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2025-12-05T20:21:06.839940] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-05T20:21:06.840718] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-05T20:21:06.840767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:06.840798] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:06.840824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:06.840880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:06.900936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:06.901820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:06.901903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:06.901935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:07.019826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:07.019978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:07.020017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:07.020044] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:07.023365] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-05T20:21:07.023683] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-05T20:21:07.023825] [INFO ] [sig       ] EGBN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:07.165414] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EGBN.txt
[2025-12-05T20:21:07.165595] [INFO ] [sig       ] [1072/3626] Completed EGBN in 0.3s | 2.95 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-05T20:21:07.165637] [INFO ] [sig       ] [1073/3626] Forecasting EGP...
[2025-12-05T20:21:07.165666] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-05T20:21:07.165696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-05T20:21:07.181295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-05T20:21:07.181681] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-05T20:21:07.182433] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-05T20:21:07.182487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:07.182519] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:07.182546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:07.182618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:07.238804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:07.239859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:07.239944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:07.239976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:07.359318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:07.359472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:07.359511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:07.359539] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:07.363377] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=15.14%)
[2025-12-05T20:21:07.363678] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-05T20:21:07.363802] [INFO ] [sig       ] EGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:07.500072] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EGP.txt
[2025-12-05T20:21:07.500199] [INFO ] [sig       ] [1073/3626] Completed EGP in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:07.500237] [INFO ] [sig       ] [1074/3626] Forecasting EGY...
[2025-12-05T20:21:07.500264] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-05T20:21:07.500293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-05T20:21:07.512297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-05T20:21:07.512724] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-05T20:21:07.513535] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-05T20:21:07.513605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:07.513689] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:07.513735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:07.513816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:07.574363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:07.575234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:07.575316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:07.575349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:07.695106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:07.695297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:07.695340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:07.695374] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:07.698988] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2025-12-05T20:21:07.699290] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-05T20:21:07.699420] [INFO ] [sig       ] EGY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:07.839453] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EGY.txt
[2025-12-05T20:21:07.839654] [INFO ] [sig       ] [1074/3626] Completed EGY in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:07.839697] [INFO ] [sig       ] [1075/3626] Forecasting EH...
[2025-12-05T20:21:07.839728] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-05T20:21:07.839758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-05T20:21:07.850693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-05T20:21:07.851021] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-05T20:21:07.851854] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-05T20:21:07.851905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:07.851936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:07.851962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:07.852016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:07.910121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:07.910987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:07.911070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:07.911127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:08.028742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:08.028895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:08.028935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:08.028963] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:08.032221] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2025-12-05T20:21:08.032479] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-05T20:21:08.032615] [INFO ] [sig       ] EH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:08.169398] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EH.txt
[2025-12-05T20:21:08.169544] [INFO ] [sig       ] [1075/3626] Completed EH in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:08.169602] [INFO ] [sig       ] [1076/3626] Forecasting EHAB...
[2025-12-05T20:21:08.169633] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-05T20:21:08.169662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-05T20:21:08.179825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-05T20:21:08.180135] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-05T20:21:08.180963] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-05T20:21:08.181014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:08.181046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:08.181072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:08.181128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:08.244514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:08.245642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:08.245923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:08.245955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:08.386412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:08.386598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:08.386642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:08.386669] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:08.390201] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-05T20:21:08.390521] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-05T20:21:08.390680] [INFO ] [sig       ] EHAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:08.554770] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EHAB.txt
[2025-12-05T20:21:08.554960] [INFO ] [sig       ] [1076/3626] Completed EHAB in 0.4s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:08.555004] [INFO ] [sig       ] [1077/3626] Forecasting EHC...
[2025-12-05T20:21:08.555039] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-05T20:21:08.555076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-05T20:21:08.566254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-05T20:21:08.566648] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-05T20:21:08.567436] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-05T20:21:08.567488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:08.567519] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:08.567544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:08.567624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:08.636921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:08.638122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:08.638234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:08.638283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:08.792570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:08.792793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:08.792848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:08.792888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:08.797203] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-05T20:21:08.797563] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-05T20:21:08.797760] [INFO ] [sig       ] EHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:09.010936] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EHC.txt
[2025-12-05T20:21:09.011169] [INFO ] [sig       ] [1077/3626] Completed EHC in 0.5s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:09.011237] [INFO ] [sig       ] [1078/3626] Forecasting EHI...
[2025-12-05T20:21:09.011288] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-05T20:21:09.011335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-05T20:21:09.030696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-05T20:21:09.031206] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-05T20:21:09.032407] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-05T20:21:09.032475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:09.032528] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:09.032594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:09.032691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:09.119116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:09.120324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:09.120454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:09.120509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:09.280006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:09.280182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:09.280229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:09.280258] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:09.284225] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=29.97%)
[2025-12-05T20:21:09.284569] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-05T20:21:09.284739] [INFO ] [sig       ] EHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:09.432073] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EHI.txt
[2025-12-05T20:21:09.432234] [INFO ] [sig       ] [1078/3626] Completed EHI in 0.4s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:09.432275] [INFO ] [sig       ] [1079/3626] Forecasting EHTH...
[2025-12-05T20:21:09.432303] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-05T20:21:09.432332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-05T20:21:09.445391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-05T20:21:09.445803] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-05T20:21:09.446625] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-05T20:21:09.446675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:09.446707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:09.446734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:09.446790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:09.502056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:09.502937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:09.503016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:09.503049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:09.624082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:09.624251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:09.624291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:09.624318] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:09.627979] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-05T20:21:09.628241] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-05T20:21:09.628359] [INFO ] [sig       ] EHTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:09.765823] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EHTH.txt
[2025-12-05T20:21:09.765954] [INFO ] [sig       ] [1079/3626] Completed EHTH in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:09.765993] [INFO ] [sig       ] [1080/3626] Forecasting EIC...
[2025-12-05T20:21:09.766022] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-05T20:21:09.766051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-05T20:21:09.776411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2025-12-05T20:21:09.776725] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-05T20:21:09.777460] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-05T20:21:09.777509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:09.777555] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:09.777608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:09.777666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:09.833594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:09.834306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:09.834387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:09.834419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:09.948937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:09.949085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:09.949123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:09.949150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:09.952435] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=0.09%)
[2025-12-05T20:21:09.952721] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-05T20:21:09.952845] [INFO ] [sig       ] EIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:10.087789] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EIC.txt
[2025-12-05T20:21:10.087929] [INFO ] [sig       ] [1080/3626] Completed EIC in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:10.087967] [INFO ] [sig       ] [1081/3626] Forecasting EIG...
[2025-12-05T20:21:10.087994] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-05T20:21:10.088022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-05T20:21:10.098137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-05T20:21:10.098412] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-05T20:21:10.099169] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-05T20:21:10.099219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:10.099250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:10.099276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:10.099331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:10.154371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:10.155106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:10.155186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:10.155219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:10.269673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:10.269821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:10.269859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:10.269887] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:10.273141] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-05T20:21:10.273401] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-05T20:21:10.273525] [INFO ] [sig       ] EIG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:10.409297] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EIG.txt
[2025-12-05T20:21:10.409424] [INFO ] [sig       ] [1081/3626] Completed EIG in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:10.409463] [INFO ] [sig       ] [1082/3626] Forecasting EIX...
[2025-12-05T20:21:10.409493] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-05T20:21:10.409524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-05T20:21:10.420300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-05T20:21:10.420619] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-05T20:21:10.421360] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-05T20:21:10.421409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:10.421440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:10.421466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:10.421521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:10.480044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:10.480755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:10.480841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:10.480873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:10.599655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:10.599806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:10.599844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:10.599871] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:10.603624] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=10.38%)
[2025-12-05T20:21:10.604079] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-05T20:21:10.604200] [INFO ] [sig       ] EIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:10.742255] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EIX.txt
[2025-12-05T20:21:10.742404] [INFO ] [sig       ] [1082/3626] Completed EIX in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:10.742442] [INFO ] [sig       ] [1083/3626] Forecasting EKSO...
[2025-12-05T20:21:10.742471] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-05T20:21:10.742499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-05T20:21:10.753126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-05T20:21:10.753513] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-05T20:21:10.754344] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-05T20:21:10.754394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:10.754426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:10.754452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:10.754508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:10.811462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:10.812324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:10.812404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:10.812436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:10.928901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:10.929050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:10.929088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:10.929115] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:10.932400] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2025-12-05T20:21:10.932693] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-05T20:21:10.932813] [INFO ] [sig       ] EKSO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:11.068385] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EKSO.txt
[2025-12-05T20:21:11.068513] [INFO ] [sig       ] [1083/3626] Completed EKSO in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.4m
[2025-12-05T20:21:11.068556] [INFO ] [sig       ] [1084/3626] Forecasting EL...
[2025-12-05T20:21:11.068604] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-05T20:21:11.068636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-05T20:21:11.079292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2025-12-05T20:21:11.079622] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-05T20:21:11.080352] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-05T20:21:11.080401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:11.080431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:11.080460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:11.080528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:11.135341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:11.136055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:11.136160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:11.136193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:11.260119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:11.260281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:11.260327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:11.260357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:11.263757] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-05T20:21:11.264032] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-05T20:21:11.264156] [INFO ] [sig       ] EL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:11.399565] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EL.txt
[2025-12-05T20:21:11.399735] [INFO ] [sig       ] [1084/3626] Completed EL in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:11.399771] [INFO ] [sig       ] [1085/3626] Forecasting ELAB...
[2025-12-05T20:21:11.399801] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-05T20:21:11.399830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-05T20:21:11.410374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-05T20:21:11.410720] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-05T20:21:11.411459] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-05T20:21:11.411509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:11.411540] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:11.411566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:11.411643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:11.466487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:11.467157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:11.467231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:11.467262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:11.590409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:11.590566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:11.590626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:11.590656] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:11.594259] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2025-12-05T20:21:11.594536] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-05T20:21:11.594680] [INFO ] [sig       ] ELAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:11.736972] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELAB.txt
[2025-12-05T20:21:11.737114] [INFO ] [sig       ] [1085/3626] Completed ELAB in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:11.737155] [INFO ] [sig       ] [1086/3626] Forecasting ELAN...
[2025-12-05T20:21:11.737184] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-05T20:21:11.737213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-05T20:21:11.751291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-05T20:21:11.752027] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-05T20:21:11.753120] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-05T20:21:11.753175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:11.753209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:11.753236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:11.753295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:11.812527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:11.813762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:11.813863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:11.813897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:11.942097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:11.942343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:11.942391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:11.942419] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:11.946489] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=11.62%)
[2025-12-05T20:21:11.946877] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-05T20:21:11.947027] [INFO ] [sig       ] ELAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:12.092393] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELAN.txt
[2025-12-05T20:21:12.092611] [INFO ] [sig       ] [1086/3626] Completed ELAN in 0.4s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:12.092654] [INFO ] [sig       ] [1087/3626] Forecasting ELC...
[2025-12-05T20:21:12.092714] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-05T20:21:12.092749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-05T20:21:12.105266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-05T20:21:12.105763] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-05T20:21:12.106783] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-05T20:21:12.106835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:12.106869] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:12.106896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:12.106955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:12.164298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:12.165444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:12.165543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:12.165595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:12.283703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:12.283903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:12.283945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:12.283991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:12.287465] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2025-12-05T20:21:12.287753] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-05T20:21:12.287905] [INFO ] [sig       ] ELC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:12.424820] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELC.txt
[2025-12-05T20:21:12.425004] [INFO ] [sig       ] [1087/3626] Completed ELC in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:12.425046] [INFO ] [sig       ] [1088/3626] Forecasting ELDN...
[2025-12-05T20:21:12.425075] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-05T20:21:12.425105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-05T20:21:12.435455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-05T20:21:12.435815] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-05T20:21:12.436623] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-05T20:21:12.436674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:12.436705] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:12.436731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:12.436788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:12.493508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:12.494412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:12.494496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:12.494528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:12.613323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:12.613480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:12.613522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:12.613556] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:12.617061] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2025-12-05T20:21:12.617345] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-05T20:21:12.617478] [INFO ] [sig       ] ELDN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:12.757397] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELDN.txt
[2025-12-05T20:21:12.757551] [INFO ] [sig       ] [1088/3626] Completed ELDN in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:12.757611] [INFO ] [sig       ] [1089/3626] Forecasting ELF...
[2025-12-05T20:21:12.757641] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-05T20:21:12.757670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-05T20:21:12.769022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-05T20:21:12.769351] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-05T20:21:12.770101] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-05T20:21:12.770150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:12.770182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:12.770208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:12.770262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:12.825045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:12.825665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:12.825753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:12.825785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:12.945216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:12.945371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:12.945412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:12.945440] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:12.948817] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-05T20:21:12.949083] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-05T20:21:12.949209] [INFO ] [sig       ] ELF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:13.087003] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELF.txt
[2025-12-05T20:21:13.087132] [INFO ] [sig       ] [1089/3626] Completed ELF in 0.3s | 2.95 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-05T20:21:13.087168] [INFO ] [sig       ] [1090/3626] Forecasting ELME...
[2025-12-05T20:21:13.087197] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-05T20:21:13.087226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-05T20:21:13.097971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-05T20:21:13.098260] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-05T20:21:13.099006] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-05T20:21:13.099055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:13.099085] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:13.099111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:13.099166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:13.153925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:13.154558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:13.154650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:13.154683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:13.266826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:13.266976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:13.267018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:13.267045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:13.270348] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2025-12-05T20:21:13.270621] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-05T20:21:13.270741] [INFO ] [sig       ] ELME: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:13.407363] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ELME.txt
[2025-12-05T20:21:13.407496] [INFO ] [sig       ] [1090/3626] Completed ELME in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:13.407532] [INFO ] [sig       ] [1091/3626] Forecasting ELP...
[2025-12-05T20:21:13.407560] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-05T20:21:13.407610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-05T20:21:13.419651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-05T20:21:13.420120] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-05T20:21:13.421075] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-05T20:21:13.421125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:13.421182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:13.421221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:13.421277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:13.477618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:13.478238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:13.478313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:13.478343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:13.597625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:13.597784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:13.597854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:13.597892] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:13.601389] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-05T20:21:13.601685] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-05T20:21:13.601810] [INFO ] [sig       ] ELP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:13.743367] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ELP.txt
[2025-12-05T20:21:13.743515] [INFO ] [sig       ] [1091/3626] Completed ELP in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:13.743553] [INFO ] [sig       ] [1092/3626] Forecasting ELS...
[2025-12-05T20:21:13.743599] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-05T20:21:13.743631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-05T20:21:13.755464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2025-12-05T20:21:13.755923] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-05T20:21:13.756816] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-05T20:21:13.756869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:13.756904] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:13.756931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:13.756988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:13.818069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:13.818987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:13.819071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:13.819106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:13.938731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:13.938891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:13.938933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:13.938960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:13.942485] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-05T20:21:13.942844] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-05T20:21:13.942977] [INFO ] [sig       ] ELS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:14.089024] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ELS.txt
[2025-12-05T20:21:14.089171] [INFO ] [sig       ] [1092/3626] Completed ELS in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:14.089209] [INFO ] [sig       ] [1093/3626] Forecasting ELTX...
[2025-12-05T20:21:14.089238] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-05T20:21:14.089267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-05T20:21:14.100286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-05T20:21:14.100667] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-05T20:21:14.101442] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-05T20:21:14.101491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:14.101522] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:14.101547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:14.101628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:14.156305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:14.157228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:14.157319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:14.157351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:14.278998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:14.279155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:14.279195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:14.279223] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:14.282663] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-05T20:21:14.282987] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-05T20:21:14.283126] [INFO ] [sig       ] ELTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:14.429292] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELTX.txt
[2025-12-05T20:21:14.429446] [INFO ] [sig       ] [1093/3626] Completed ELTX in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:14.429486] [INFO ] [sig       ] [1094/3626] Forecasting ELVA...
[2025-12-05T20:21:14.429514] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-05T20:21:14.429544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-05T20:21:14.440064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-05T20:21:14.440459] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-05T20:21:14.441364] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-05T20:21:14.441418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:14.441450] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:14.441475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:14.441531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:14.503838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:14.504721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:14.504805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:14.504838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:14.618893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:14.619049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:14.619088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:14.619150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:14.623142] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2025-12-05T20:21:14.623453] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-05T20:21:14.623621] [INFO ] [sig       ] ELVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:14.771540] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ELVA.txt
[2025-12-05T20:21:14.771710] [INFO ] [sig       ] [1094/3626] Completed ELVA in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:14.771749] [INFO ] [sig       ] [1095/3626] Forecasting ELVN...
[2025-12-05T20:21:14.771777] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-05T20:21:14.771814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-05T20:21:14.783606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-05T20:21:14.783934] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-05T20:21:14.784916] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-05T20:21:14.784967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:14.784999] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:14.785026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:14.785082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:14.848257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:14.849316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:14.849408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:14.849446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:14.985452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:14.985647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:14.985703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:14.985733] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:14.989151] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-05T20:21:14.989420] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-05T20:21:14.989545] [INFO ] [sig       ] ELVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:15.155243] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ELVN.txt
[2025-12-05T20:21:15.155416] [INFO ] [sig       ] [1095/3626] Completed ELVN in 0.4s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:15.155460] [INFO ] [sig       ] [1096/3626] Forecasting ELWS...
[2025-12-05T20:21:15.155489] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-05T20:21:15.155520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-05T20:21:15.168157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELWS'.
[2025-12-05T20:21:15.168554] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-05T20:21:15.169349] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-05T20:21:15.169400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:15.169432] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:15.169459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:15.169517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:15.231949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:15.233016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:15.233102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:15.233137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:15.355616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:15.355772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:15.355812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:15.355841] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:15.359284] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-05T20:21:15.359542] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-05T20:21:15.359683] [INFO ] [sig       ] ELWS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:15.501318] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ELWS.txt
[2025-12-05T20:21:15.501430] [INFO ] [sig       ] [1096/3626] Completed ELWS in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:15.501467] [INFO ] [sig       ] [1097/3626] Forecasting EM...
[2025-12-05T20:21:15.501495] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-05T20:21:15.501525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-05T20:21:15.512785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-05T20:21:15.513071] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-05T20:21:15.513861] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-05T20:21:15.513910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:15.513940] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:15.513966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:15.514021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:15.573186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:15.574107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:15.574187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:15.574218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:15.696781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:15.697148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:15.697192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:15.697220] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:15.701615] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-05T20:21:15.701959] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-05T20:21:15.702101] [INFO ] [sig       ] EM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:15.845428] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EM.txt
[2025-12-05T20:21:15.845596] [INFO ] [sig       ] [1097/3626] Completed EM in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:15.845637] [INFO ] [sig       ] [1098/3626] Forecasting EMB...
[2025-12-05T20:21:15.845666] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-05T20:21:15.845695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-05T20:21:15.857017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-05T20:21:15.857399] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-05T20:21:15.858270] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-05T20:21:15.858320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:15.858351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:15.858377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:15.858432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:15.917625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:15.918507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:15.918604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:15.918639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:16.041810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:16.041941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:16.041982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:16.042009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:16.045569] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=34.11%)
[2025-12-05T20:21:16.045841] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-05T20:21:16.045957] [INFO ] [sig       ] EMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:16.182058] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EMB.txt
[2025-12-05T20:21:16.182166] [INFO ] [sig       ] [1098/3626] Completed EMB in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:16.182203] [INFO ] [sig       ] [1099/3626] Forecasting EMBC...
[2025-12-05T20:21:16.182231] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-05T20:21:16.182260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-05T20:21:16.193825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-05T20:21:16.194125] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-05T20:21:16.194933] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-05T20:21:16.194982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:16.195013] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:16.195039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:16.195094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:16.251684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:16.252285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:16.252363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:16.252398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:16.371589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:16.371735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:16.371774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:16.371801] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:16.375172] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-05T20:21:16.375433] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-05T20:21:16.375555] [INFO ] [sig       ] EMBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:16.511697] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EMBC.txt
[2025-12-05T20:21:16.511835] [INFO ] [sig       ] [1099/3626] Completed EMBC in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:16.511873] [INFO ] [sig       ] [1100/3626] Forecasting EMD...
[2025-12-05T20:21:16.511900] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-05T20:21:16.511930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-05T20:21:16.522280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2025-12-05T20:21:16.522595] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-05T20:21:16.523376] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-05T20:21:16.523425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:16.523456] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:16.523481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:16.523535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:16.580325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:16.580962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:16.581039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:16.581072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:16.703670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:16.703842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:16.703892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:16.703922] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:16.707428] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=51.18%)
[2025-12-05T20:21:16.707725] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-05T20:21:16.707872] [INFO ] [sig       ] EMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:16.844218] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EMD.txt
[2025-12-05T20:21:16.844332] [INFO ] [sig       ] [1100/3626] Completed EMD in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:16.844369] [INFO ] [sig       ] [1101/3626] Forecasting EMF...
[2025-12-05T20:21:16.844398] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-05T20:21:16.844427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-05T20:21:16.854992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-05T20:21:16.855259] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-05T20:21:16.856018] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-05T20:21:16.856067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:16.856098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:16.856124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:16.856179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:16.914531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:16.915339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:16.915441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:16.915476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:17.025676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:17.025818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:17.025860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:17.025889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:17.029368] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=32.98%)
[2025-12-05T20:21:17.029657] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-05T20:21:17.029784] [INFO ] [sig       ] EMF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:17.164617] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EMF.txt
[2025-12-05T20:21:17.164730] [INFO ] [sig       ] [1101/3626] Completed EMF in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.3m
[2025-12-05T20:21:17.164767] [INFO ] [sig       ] [1102/3626] Forecasting EML...
[2025-12-05T20:21:17.164796] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-05T20:21:17.164825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-05T20:21:17.174812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-05T20:21:17.175100] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-05T20:21:17.175855] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-05T20:21:17.175905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:17.175936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:17.175962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:17.176017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:17.231189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:17.231833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:17.231905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:17.231936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:17.331773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:17.331909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:17.331947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:17.331976] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:17.335239] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-05T20:21:17.335494] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-05T20:21:17.335629] [INFO ] [sig       ] EML: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:17.474144] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EML.txt
[2025-12-05T20:21:17.474275] [INFO ] [sig       ] [1102/3626] Completed EML in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:17.474313] [INFO ] [sig       ] [1103/3626] Forecasting EMN...
[2025-12-05T20:21:17.474342] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-05T20:21:17.474371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-05T20:21:17.485197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-05T20:21:17.485480] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-05T20:21:17.486270] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-05T20:21:17.486319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:17.486350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:17.486374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:17.486436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:17.543745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:17.544640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:17.544732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:17.544770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:17.666774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:17.667112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:17.667150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:17.667177] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:17.670483] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-05T20:21:17.670764] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-05T20:21:17.670883] [INFO ] [sig       ] EMN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:17.807753] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EMN.txt
[2025-12-05T20:21:17.808062] [INFO ] [sig       ] [1103/3626] Completed EMN in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:17.808102] [INFO ] [sig       ] [1104/3626] Forecasting EMO...
[2025-12-05T20:21:17.808130] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-05T20:21:17.808158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-05T20:21:17.819544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-05T20:21:17.819893] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-05T20:21:17.820680] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-05T20:21:17.820756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:17.820794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:17.820821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:17.820876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:17.882070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:17.882860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:17.882943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:17.882974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:17.995880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:17.996032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:17.996071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:17.996099] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:17.999636] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-05T20:21:17.999926] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-05T20:21:18.000052] [INFO ] [sig       ] EMO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:18.143184] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EMO.txt
[2025-12-05T20:21:18.143364] [INFO ] [sig       ] [1104/3626] Completed EMO in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:18.143403] [INFO ] [sig       ] [1105/3626] Forecasting EMXC...
[2025-12-05T20:21:18.143431] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-05T20:21:18.143462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-05T20:21:18.155062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-05T20:21:18.155432] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-05T20:21:18.156248] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-05T20:21:18.156301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:18.156334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:18.156362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:18.156419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:18.214401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:18.215352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:18.215429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:18.215459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:18.342516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:18.342719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:18.342762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:18.342790] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:18.346163] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2025-12-05T20:21:18.346439] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-05T20:21:18.346558] [INFO ] [sig       ] EMXC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:18.482494] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EMXC.txt
[2025-12-05T20:21:18.482683] [INFO ] [sig       ] [1105/3626] Completed EMXC in 0.3s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:18.482726] [INFO ] [sig       ] [1106/3626] Forecasting ENB...
[2025-12-05T20:21:18.482756] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-05T20:21:18.482786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-05T20:21:18.494608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-05T20:21:18.495050] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-05T20:21:18.495934] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-05T20:21:18.495989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:18.496022] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:18.496049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:18.496106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:18.557752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:18.558670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:18.558763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:18.558796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:18.686368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:18.686526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:18.686566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:18.686617] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:18.690473] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2025-12-05T20:21:18.690830] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-05T20:21:18.690978] [INFO ] [sig       ] ENB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:18.836608] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENB.txt
[2025-12-05T20:21:18.836784] [INFO ] [sig       ] [1106/3626] Completed ENB in 0.4s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:18.836831] [INFO ] [sig       ] [1107/3626] Forecasting ENGN...
[2025-12-05T20:21:18.836862] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-05T20:21:18.836891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-05T20:21:18.850169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-05T20:21:18.850615] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-05T20:21:18.851475] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-05T20:21:18.851531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:18.851565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:18.851618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:18.851686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:18.922243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:18.923384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:18.923485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:18.923523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:19.052593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:19.052763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:19.052811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:19.052842] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:19.056319] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-05T20:21:19.056619] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-05T20:21:19.056746] [INFO ] [sig       ] ENGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:19.194551] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENGN.txt
[2025-12-05T20:21:19.194698] [INFO ] [sig       ] [1107/3626] Completed ENGN in 0.4s | 2.95 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-05T20:21:19.194757] [INFO ] [sig       ] [1108/3626] Forecasting ENIC...
[2025-12-05T20:21:19.194791] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-05T20:21:19.194821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-05T20:21:19.205675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2025-12-05T20:21:19.205973] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-05T20:21:19.206781] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-05T20:21:19.206830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:19.206890] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:19.206918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:19.206973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:19.263187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:19.263800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:19.263875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:19.263906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:19.394172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:19.394318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:19.394358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:19.394386] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:19.397637] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-12-05T20:21:19.397920] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-05T20:21:19.398040] [INFO ] [sig       ] ENIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:19.546777] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENIC.txt
[2025-12-05T20:21:19.546908] [INFO ] [sig       ] [1108/3626] Completed ENIC in 0.4s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:19.546947] [INFO ] [sig       ] [1109/3626] Forecasting ENPH...
[2025-12-05T20:21:19.546975] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-05T20:21:19.547004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-05T20:21:19.557280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-05T20:21:19.557534] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-05T20:21:19.558317] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-05T20:21:19.558367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:19.558398] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:19.558424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:19.558480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:19.614187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:19.614788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:19.614861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:19.614892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:19.729229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:19.729374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:19.729412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:19.729441] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:19.732951] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2025-12-05T20:21:19.733224] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-05T20:21:19.733361] [INFO ] [sig       ] ENPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:19.871196] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENPH.txt
[2025-12-05T20:21:19.871334] [INFO ] [sig       ] [1109/3626] Completed ENPH in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:19.871373] [INFO ] [sig       ] [1110/3626] Forecasting ENS...
[2025-12-05T20:21:19.871401] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-05T20:21:19.871430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-05T20:21:19.881692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-05T20:21:19.881931] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-05T20:21:19.882679] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-05T20:21:19.882727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:19.882758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:19.882784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:19.882839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:19.938607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:19.939225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:19.939296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:19.939327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:20.051357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:20.051468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:20.051503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:20.051530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:20.054659] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2025-12-05T20:21:20.054913] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-05T20:21:20.055029] [INFO ] [sig       ] ENS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:20.193686] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENS.txt
[2025-12-05T20:21:20.193799] [INFO ] [sig       ] [1110/3626] Completed ENS in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:20.193836] [INFO ] [sig       ] [1111/3626] Forecasting ENSC...
[2025-12-05T20:21:20.193863] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-05T20:21:20.193892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-05T20:21:20.204790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-05T20:21:20.205056] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-05T20:21:20.205823] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-05T20:21:20.205872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:20.205902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:20.205927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:20.205982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:20.261906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:20.262741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:20.262820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:20.262850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:20.381617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:20.381768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:20.381823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:20.381888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:20.385200] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=52.33%)
[2025-12-05T20:21:20.385483] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-05T20:21:20.385633] [INFO ] [sig       ] ENSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:20.522175] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENSC.txt
[2025-12-05T20:21:20.522322] [INFO ] [sig       ] [1111/3626] Completed ENSC in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:20.522361] [INFO ] [sig       ] [1112/3626] Forecasting ENSG...
[2025-12-05T20:21:20.522391] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-05T20:21:20.522420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-05T20:21:20.533074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-05T20:21:20.533384] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-05T20:21:20.534144] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-05T20:21:20.534194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:20.534225] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:20.534251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:20.534307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:20.590878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:20.591926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:20.592003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:20.592034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:20.713827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:20.713937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:20.713971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:20.713998] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:20.717409] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2025-12-05T20:21:20.717686] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-05T20:21:20.717815] [INFO ] [sig       ] ENSG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:20.862074] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENSG.txt
[2025-12-05T20:21:20.862190] [INFO ] [sig       ] [1112/3626] Completed ENSG in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:20.862227] [INFO ] [sig       ] [1113/3626] Forecasting ENTA...
[2025-12-05T20:21:20.862255] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-05T20:21:20.862284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-05T20:21:20.873200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-05T20:21:20.873457] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-05T20:21:20.874251] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-05T20:21:20.874301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:20.874332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:20.874358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:20.874414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:20.929742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:20.930326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:20.930410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:20.930442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:21.051614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:21.051737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:21.051772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:21.051800] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:21.055427] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-12-05T20:21:21.055706] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-05T20:21:21.055835] [INFO ] [sig       ] ENTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:21.194439] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENTA.txt
[2025-12-05T20:21:21.194543] [INFO ] [sig       ] [1113/3626] Completed ENTA in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:21.194596] [INFO ] [sig       ] [1114/3626] Forecasting ENTG...
[2025-12-05T20:21:21.194626] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-05T20:21:21.194655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-05T20:21:21.206339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2025-12-05T20:21:21.206619] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-05T20:21:21.207349] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-05T20:21:21.207398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:21.207428] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:21.207454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:21.207510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:21.265389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:21.265974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:21.266199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:21.266230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:21.387252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:21.387354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:21.387390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:21.387417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:21.390936] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=13.02%)
[2025-12-05T20:21:21.391397] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-05T20:21:21.391528] [INFO ] [sig       ] ENTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:21.545368] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENTG.txt
[2025-12-05T20:21:21.545492] [INFO ] [sig       ] [1114/3626] Completed ENTG in 0.4s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:21.545530] [INFO ] [sig       ] [1115/3626] Forecasting ENTX...
[2025-12-05T20:21:21.545558] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-05T20:21:21.545605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-05T20:21:21.557746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-05T20:21:21.558077] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-05T20:21:21.558904] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-05T20:21:21.558956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:21.559000] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:21.559029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:21.559086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:21.622620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:21.623684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:21.623766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:21.623800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:21.743304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:21.743412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:21.743447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:21.743474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:21.746904] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=30.30%)
[2025-12-05T20:21:21.747349] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-05T20:21:21.747464] [INFO ] [sig       ] ENTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:21.887949] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENTX.txt
[2025-12-05T20:21:21.888060] [INFO ] [sig       ] [1115/3626] Completed ENTX in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:21.888098] [INFO ] [sig       ] [1116/3626] Forecasting ENVA...
[2025-12-05T20:21:21.888127] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-05T20:21:21.888156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-05T20:21:21.900300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-05T20:21:21.900608] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-05T20:21:21.901376] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-05T20:21:21.901427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:21.901459] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:21.901484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:21.901541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:21.960242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:21.960819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:21.960891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:21.960921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:22.082211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:22.082324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:22.082359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:22.082387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:22.085637] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2025-12-05T20:21:22.085888] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-05T20:21:22.086156] [INFO ] [sig       ] ENVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:22.224817] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENVA.txt
[2025-12-05T20:21:22.224941] [INFO ] [sig       ] [1116/3626] Completed ENVA in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:22.224980] [INFO ] [sig       ] [1117/3626] Forecasting ENVB...
[2025-12-05T20:21:22.225009] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-05T20:21:22.225226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-05T20:21:22.237288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2025-12-05T20:21:22.237603] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-05T20:21:22.238543] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-05T20:21:22.238613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:22.238645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:22.238671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:22.238726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:22.298952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:22.300127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:22.300202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:22.300233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:22.419326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:22.419458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:22.419496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:22.419524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:22.423286] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-12-05T20:21:22.423542] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-05T20:21:22.423677] [INFO ] [sig       ] ENVB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:22.566294] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ENVB.txt
[2025-12-05T20:21:22.566440] [INFO ] [sig       ] [1117/3626] Completed ENVB in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:22.566478] [INFO ] [sig       ] [1118/3626] Forecasting ENVX...
[2025-12-05T20:21:22.566506] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-05T20:21:22.566536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-05T20:21:22.577413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-05T20:21:22.577708] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-05T20:21:22.578467] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-05T20:21:22.578516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:22.578547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:22.578597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:22.578657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:22.636081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:22.636915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:22.637030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:22.637063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:22.760194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:22.760340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:22.760379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:22.760407] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:22.763678] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-12-05T20:21:22.763932] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-05T20:21:22.764048] [INFO ] [sig       ] ENVX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:22.902209] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ENVX.txt
[2025-12-05T20:21:22.902328] [INFO ] [sig       ] [1118/3626] Completed ENVX in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.2m
[2025-12-05T20:21:22.902365] [INFO ] [sig       ] [1119/3626] Forecasting EOD...
[2025-12-05T20:21:22.902400] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-05T20:21:22.902430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-05T20:21:22.913142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2025-12-05T20:21:22.913631] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-05T20:21:22.914369] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-05T20:21:22.914419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:22.914450] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:22.914476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:22.914531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:22.971383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:22.972163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:22.972237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:22.972269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:23.096383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:23.096550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:23.096612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:23.096644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:23.100012] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-05T20:21:23.100270] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-05T20:21:23.100385] [INFO ] [sig       ] EOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:23.238625] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EOD.txt
[2025-12-05T20:21:23.238751] [INFO ] [sig       ] [1119/3626] Completed EOD in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:23.238790] [INFO ] [sig       ] [1120/3626] Forecasting EOG...
[2025-12-05T20:21:23.238818] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-05T20:21:23.238848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-05T20:21:23.251166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2025-12-05T20:21:23.251472] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-05T20:21:23.252241] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-05T20:21:23.252290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:23.252321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:23.252347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:23.252403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:23.308274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:23.308895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:23.308974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:23.309004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:23.428009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:23.428154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:23.428192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:23.428219] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:23.431626] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=93.48%)
[2025-12-05T20:21:23.431891] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-05T20:21:23.432172] [INFO ] [sig       ] EOG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:23.576868] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EOG.txt
[2025-12-05T20:21:23.576997] [INFO ] [sig       ] [1120/3626] Completed EOG in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:23.577036] [INFO ] [sig       ] [1121/3626] Forecasting EOI...
[2025-12-05T20:21:23.577063] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-05T20:21:23.577092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-05T20:21:23.587563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-05T20:21:23.587885] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-05T20:21:23.588662] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-05T20:21:23.588713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:23.588745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:23.588771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:23.588829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:23.649326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:23.650439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:23.650539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:23.650604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:23.787509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:23.787675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:23.787715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:23.787743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:23.791376] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=9.91%)
[2025-12-05T20:21:23.791658] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-05T20:21:23.791777] [INFO ] [sig       ] EOI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:23.929989] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EOI.txt
[2025-12-05T20:21:23.930324] [INFO ] [sig       ] [1121/3626] Completed EOI in 0.4s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:23.930363] [INFO ] [sig       ] [1122/3626] Forecasting EOLS...
[2025-12-05T20:21:23.930393] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-05T20:21:23.930422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-05T20:21:23.942199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2025-12-05T20:21:23.942473] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-05T20:21:23.943383] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-05T20:21:23.943432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:23.943463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:23.943490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:23.943545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:24.000423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:24.001056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:24.001129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:24.001161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:24.123421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:24.123547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:24.123604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:24.123665] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:24.127033] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-05T20:21:24.127302] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-05T20:21:24.127424] [INFO ] [sig       ] EOLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:24.265448] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EOLS.txt
[2025-12-05T20:21:24.265599] [INFO ] [sig       ] [1122/3626] Completed EOLS in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:24.265639] [INFO ] [sig       ] [1123/3626] Forecasting EOS...
[2025-12-05T20:21:24.265667] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-05T20:21:24.265697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-05T20:21:24.276128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-05T20:21:24.276389] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-05T20:21:24.277157] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-05T20:21:24.277207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:24.277237] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:24.277264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:24.277319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:24.332357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:24.332997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:24.333072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:24.333104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:24.456773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:24.456908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:24.456945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:24.456972] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:24.460407] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2025-12-05T20:21:24.460687] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-05T20:21:24.460807] [INFO ] [sig       ] EOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:24.597621] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EOS.txt
[2025-12-05T20:21:24.597769] [INFO ] [sig       ] [1123/3626] Completed EOS in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:24.597819] [INFO ] [sig       ] [1124/3626] Forecasting EOSE...
[2025-12-05T20:21:24.597850] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-05T20:21:24.597878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-05T20:21:24.609001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-05T20:21:24.609314] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-05T20:21:24.610116] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-05T20:21:24.610165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:24.610196] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:24.610222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:24.610278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:24.665784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:24.666444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:24.666521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:24.666570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:24.782584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:24.782731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:24.782769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:24.782797] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:24.786047] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-05T20:21:24.786313] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-05T20:21:24.786431] [INFO ] [sig       ] EOSE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:24.923524] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EOSE.txt
[2025-12-05T20:21:24.923657] [INFO ] [sig       ] [1124/3626] Completed EOSE in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:24.923696] [INFO ] [sig       ] [1125/3626] Forecasting EPAC...
[2025-12-05T20:21:24.923724] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-05T20:21:24.923752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-05T20:21:24.933986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-05T20:21:24.934237] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-05T20:21:24.934999] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-05T20:21:24.935047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:24.935103] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:24.935130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:24.935184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:24.991021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:24.991651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:24.991724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:24.991756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:25.106929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:25.107083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:25.107122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:25.107148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:25.110449] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-05T20:21:25.110744] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-05T20:21:25.110866] [INFO ] [sig       ] EPAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:25.249105] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EPAC.txt
[2025-12-05T20:21:25.249227] [INFO ] [sig       ] [1125/3626] Completed EPAC in 0.3s | 2.95 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-05T20:21:25.249265] [INFO ] [sig       ] [1126/3626] Forecasting EPAM...
[2025-12-05T20:21:25.249294] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-05T20:21:25.249323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-05T20:21:25.260706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-05T20:21:25.261053] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-05T20:21:25.261893] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-05T20:21:25.261945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:25.261977] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:25.262018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:25.262075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:25.325815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:25.326731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:25.326818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:25.326854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:25.459232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:25.459380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:25.459422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:25.459451] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:25.463178] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=69.11%)
[2025-12-05T20:21:25.463471] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-05T20:21:25.463622] [INFO ] [sig       ] EPAM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:25.609463] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EPAM.txt
[2025-12-05T20:21:25.609640] [INFO ] [sig       ] [1126/3626] Completed EPAM in 0.4s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:25.609681] [INFO ] [sig       ] [1127/3626] Forecasting EPC...
[2025-12-05T20:21:25.609712] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-05T20:21:25.609743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-05T20:21:25.621153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-05T20:21:25.621472] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-05T20:21:25.622249] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-05T20:21:25.622299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:25.622340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:25.622369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:25.622425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:25.682921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:25.683643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:25.683721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:25.683754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:25.813271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:25.813451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:25.813495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:25.813523] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:25.817361] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-05T20:21:25.817686] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-05T20:21:25.817837] [INFO ] [sig       ] EPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:25.966009] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EPC.txt
[2025-12-05T20:21:25.966155] [INFO ] [sig       ] [1127/3626] Completed EPC in 0.4s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:25.966192] [INFO ] [sig       ] [1128/3626] Forecasting EPD...
[2025-12-05T20:21:25.966222] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-05T20:21:25.966254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-05T20:21:25.978035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2025-12-05T20:21:25.978352] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-05T20:21:25.979200] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-05T20:21:25.979253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:25.979284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:25.979311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:25.979366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:26.039565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:26.040358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:26.040441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:26.040475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:26.162832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:26.162996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:26.163036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:26.163094] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:26.166457] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2025-12-05T20:21:26.166736] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-05T20:21:26.166861] [INFO ] [sig       ] EPD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:26.303174] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EPD.txt
[2025-12-05T20:21:26.303302] [INFO ] [sig       ] [1128/3626] Completed EPD in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:26.303339] [INFO ] [sig       ] [1129/3626] Forecasting EPSN...
[2025-12-05T20:21:26.303368] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-05T20:21:26.303397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-05T20:21:26.314416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-05T20:21:26.314735] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-05T20:21:26.315472] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-05T20:21:26.315521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:26.315552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:26.315602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:26.315681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:26.371113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:26.371826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:26.371900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:26.371932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:26.491414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:26.491562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:26.491618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:26.491645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:26.494930] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-05T20:21:26.495187] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-05T20:21:26.495305] [INFO ] [sig       ] EPSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:26.647098] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EPSN.txt
[2025-12-05T20:21:26.647307] [INFO ] [sig       ] [1129/3626] Completed EPSN in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:26.647359] [INFO ] [sig       ] [1130/3626] Forecasting EQBK...
[2025-12-05T20:21:26.647396] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-05T20:21:26.647441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-05T20:21:26.662898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-05T20:21:26.663532] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-05T20:21:26.664765] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-05T20:21:26.664827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:26.664870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:26.664908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:26.664989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:26.724879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:26.725681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:26.725758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:26.725790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:26.854114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:26.854271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:26.854314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:26.854344] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:26.857692] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2025-12-05T20:21:26.858027] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-05T20:21:26.858159] [INFO ] [sig       ] EQBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:26.993388] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EQBK.txt
[2025-12-05T20:21:26.993517] [INFO ] [sig       ] [1130/3626] Completed EQBK in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:26.993556] [INFO ] [sig       ] [1131/3626] Forecasting EQH...
[2025-12-05T20:21:26.993603] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-05T20:21:26.993635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-05T20:21:27.004510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-05T20:21:27.004826] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-05T20:21:27.005601] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-05T20:21:27.005651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:27.005682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:27.005708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:27.005767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:27.060881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:27.061606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:27.061684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:27.061716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:27.181135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:27.181286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:27.181325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:27.181353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:27.184630] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=47.15%)
[2025-12-05T20:21:27.184890] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-05T20:21:27.185009] [INFO ] [sig       ] EQH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:27.319988] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EQH.txt
[2025-12-05T20:21:27.320148] [INFO ] [sig       ] [1131/3626] Completed EQH in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:27.320186] [INFO ] [sig       ] [1132/3626] Forecasting EQIX...
[2025-12-05T20:21:27.320215] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-05T20:21:27.320244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-05T20:21:27.331424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-05T20:21:27.331763] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-05T20:21:27.332514] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-05T20:21:27.332564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:27.332615] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:27.332642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:27.332698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:27.389008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:27.389751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:27.389828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:27.389860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:27.514156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:27.514328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:27.514380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:27.514417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:27.517891] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-05T20:21:27.518165] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-05T20:21:27.518288] [INFO ] [sig       ] EQIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:27.661402] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EQIX.txt
[2025-12-05T20:21:27.661555] [INFO ] [sig       ] [1132/3626] Completed EQIX in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:27.661613] [INFO ] [sig       ] [1133/3626] Forecasting ERAS...
[2025-12-05T20:21:27.661643] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-05T20:21:27.661673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-05T20:21:27.672738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-05T20:21:27.673132] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-05T20:21:27.673915] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-05T20:21:27.673965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:27.673995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:27.674021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:27.674076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:27.730206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:27.731069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:27.731152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:27.731184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:27.847878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:27.848038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:27.848078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:27.848106] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:27.851476] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2025-12-05T20:21:27.851762] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-05T20:21:27.851886] [INFO ] [sig       ] ERAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:27.990084] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ERAS.txt
[2025-12-05T20:21:27.990235] [INFO ] [sig       ] [1133/3626] Completed ERAS in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:27.990274] [INFO ] [sig       ] [1134/3626] Forecasting ERIC...
[2025-12-05T20:21:27.990304] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-05T20:21:27.990333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-05T20:21:28.001103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-05T20:21:28.001432] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-05T20:21:28.002187] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-05T20:21:28.002237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:28.002275] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:28.002300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:28.002355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:28.058841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:28.059652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:28.059733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:28.059764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:28.183127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:28.183282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:28.183322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:28.183351] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:28.186701] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=86.76%)
[2025-12-05T20:21:28.186978] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-05T20:21:28.187105] [INFO ] [sig       ] ERIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:28.332682] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ERIC.txt
[2025-12-05T20:21:28.332829] [INFO ] [sig       ] [1134/3626] Completed ERIC in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:28.332867] [INFO ] [sig       ] [1135/3626] Forecasting ERIE...
[2025-12-05T20:21:28.332897] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-05T20:21:28.332926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-05T20:21:28.345161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-05T20:21:28.345503] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-05T20:21:28.346306] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-05T20:21:28.346355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:28.346386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:28.346413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:28.346469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:28.406176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:28.407016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:28.407145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:28.407179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:28.529766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:28.529945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:28.529988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:28.530019] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:28.533499] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: DOWN (p=7.25%)
[2025-12-05T20:21:28.533824] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-05T20:21:28.533958] [INFO ] [sig       ] ERIE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:28.672513] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ERIE.txt
[2025-12-05T20:21:28.672659] [INFO ] [sig       ] [1135/3626] Completed ERIE in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:28.672698] [INFO ] [sig       ] [1136/3626] Forecasting ERII...
[2025-12-05T20:21:28.672726] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-05T20:21:28.672757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-05T20:21:28.683989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-05T20:21:28.684250] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-05T20:21:28.685004] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-05T20:21:28.685054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:28.685084] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:28.685110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:28.685165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:28.742256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:28.742866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:28.742940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:28.742973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:28.862797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:28.862939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:28.862977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:28.863006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:28.866274] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: UP (p=79.21%)
[2025-12-05T20:21:28.866527] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-05T20:21:28.866667] [INFO ] [sig       ] ERII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:29.003348] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ERII.txt
[2025-12-05T20:21:29.003465] [INFO ] [sig       ] [1136/3626] Completed ERII in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.1m
[2025-12-05T20:21:29.003502] [INFO ] [sig       ] [1137/3626] Forecasting ERNA...
[2025-12-05T20:21:29.003530] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-05T20:21:29.003559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-05T20:21:29.014982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERNA'.
[2025-12-05T20:21:29.015352] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-05T20:21:29.016192] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-05T20:21:29.016243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:29.016275] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:29.016300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:29.016355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:29.074680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:29.075464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:29.075544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:29.075592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:29.188148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:29.188304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:29.188344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:29.188373] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:29.191923] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: UP (p=66.75%)
[2025-12-05T20:21:29.192198] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-05T20:21:29.192322] [INFO ] [sig       ] ERNA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:29.328649] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ERNA.txt
[2025-12-05T20:21:29.328793] [INFO ] [sig       ] [1137/3626] Completed ERNA in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:29.328832] [INFO ] [sig       ] [1138/3626] Forecasting ERO...
[2025-12-05T20:21:29.328861] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-05T20:21:29.328892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-05T20:21:29.340759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-05T20:21:29.341095] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-05T20:21:29.341869] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-05T20:21:29.341919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:29.341950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:29.341975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:29.342035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:29.398083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:29.398686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:29.398760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:29.398792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:29.518819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:29.518969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:29.519013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:29.519047] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:29.522406] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-05T20:21:29.522688] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-05T20:21:29.522808] [INFO ] [sig       ] ERO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:29.661152] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ERO.txt
[2025-12-05T20:21:29.661304] [INFO ] [sig       ] [1138/3626] Completed ERO in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:29.661343] [INFO ] [sig       ] [1139/3626] Forecasting ES...
[2025-12-05T20:21:29.661370] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-05T20:21:29.661399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-05T20:21:29.672410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2025-12-05T20:21:29.672680] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-05T20:21:29.673406] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-05T20:21:29.673468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:29.673500] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:29.673526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:29.673601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:29.730180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:29.730800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:29.730872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:29.730903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:29.849587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:29.849738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:29.849776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:29.849804] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:29.853052] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-05T20:21:29.853315] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-05T20:21:29.853432] [INFO ] [sig       ] ES: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:29.990609] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ES.txt
[2025-12-05T20:21:29.990721] [INFO ] [sig       ] [1139/3626] Completed ES in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:29.990757] [INFO ] [sig       ] [1140/3626] Forecasting ESAB...
[2025-12-05T20:21:29.990785] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-05T20:21:29.990814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-05T20:21:30.002269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-05T20:21:30.002613] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-05T20:21:30.003339] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-05T20:21:30.003388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:30.003418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:30.003443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:30.003497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:30.059266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:30.060033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:30.060110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:30.060142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:30.178531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:30.178701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:30.178742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:30.178769] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:30.182014] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2025-12-05T20:21:30.182272] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-05T20:21:30.182387] [INFO ] [sig       ] ESAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:30.320251] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESAB.txt
[2025-12-05T20:21:30.320377] [INFO ] [sig       ] [1140/3626] Completed ESAB in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:30.320416] [INFO ] [sig       ] [1141/3626] Forecasting ESCA...
[2025-12-05T20:21:30.320445] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-05T20:21:30.320473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-05T20:21:30.331868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2025-12-05T20:21:30.332212] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-05T20:21:30.333005] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-05T20:21:30.333066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:30.333104] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:30.333132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:30.333187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:30.388629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:30.389328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:30.389406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:30.389437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:30.498213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:30.498376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:30.498416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:30.498444] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:30.501755] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2025-12-05T20:21:30.502066] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-05T20:21:30.502206] [INFO ] [sig       ] ESCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:30.638473] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESCA.txt
[2025-12-05T20:21:30.638628] [INFO ] [sig       ] [1141/3626] Completed ESCA in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:30.638669] [INFO ] [sig       ] [1142/3626] Forecasting ESE...
[2025-12-05T20:21:30.638698] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-05T20:21:30.638727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-05T20:21:30.650297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-05T20:21:30.650614] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-05T20:21:30.651512] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-05T20:21:30.651561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:30.651644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:30.651671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:30.651727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:30.708541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:30.709275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:30.709354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:30.709384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:30.835224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:30.835402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:30.835452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:30.835487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:30.840192] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-05T20:21:30.840545] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-05T20:21:30.840725] [INFO ] [sig       ] ESE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:30.984070] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESE.txt
[2025-12-05T20:21:30.984217] [INFO ] [sig       ] [1142/3626] Completed ESE in 0.3s | 2.95 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-05T20:21:30.984261] [INFO ] [sig       ] [1143/3626] Forecasting ESEA...
[2025-12-05T20:21:30.984291] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-05T20:21:30.984320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-05T20:21:30.994605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-05T20:21:30.994854] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-05T20:21:30.995611] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-05T20:21:30.995661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:30.995691] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:30.995717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:30.995773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:31.051134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:31.051806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:31.051881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:31.051913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:31.171372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:31.171519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:31.171561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:31.171610] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:31.175091] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2025-12-05T20:21:31.175355] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-05T20:21:31.175473] [INFO ] [sig       ] ESEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:31.312490] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESEA.txt
[2025-12-05T20:21:31.312638] [INFO ] [sig       ] [1143/3626] Completed ESEA in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:31.312677] [INFO ] [sig       ] [1144/3626] Forecasting ESGD...
[2025-12-05T20:21:31.312706] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-05T20:21:31.312735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-05T20:21:31.323098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-05T20:21:31.323357] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-05T20:21:31.324115] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-05T20:21:31.324164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:31.324195] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:31.324222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:31.324277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:31.381856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:31.382563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:31.382658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:31.382691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:31.502699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:31.502843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:31.502880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:31.502907] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:31.506138] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=12.47%)
[2025-12-05T20:21:31.506399] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-05T20:21:31.506537] [INFO ] [sig       ] ESGD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:31.647426] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESGD.txt
[2025-12-05T20:21:31.647614] [INFO ] [sig       ] [1144/3626] Completed ESGD in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:31.647657] [INFO ] [sig       ] [1145/3626] Forecasting ESGE...
[2025-12-05T20:21:31.647686] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-05T20:21:31.647716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-05T20:21:31.658414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-05T20:21:31.658772] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-05T20:21:31.659508] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-05T20:21:31.659558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:31.659606] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:31.659633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:31.659687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:31.715876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:31.716700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:31.716778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:31.716809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:31.839938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:31.840087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:31.840126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:31.840185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:31.843673] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-12-05T20:21:31.843981] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-05T20:21:31.844113] [INFO ] [sig       ] ESGE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:31.986098] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESGE.txt
[2025-12-05T20:21:31.986254] [INFO ] [sig       ] [1145/3626] Completed ESGE in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:31.986293] [INFO ] [sig       ] [1146/3626] Forecasting ESI...
[2025-12-05T20:21:31.986322] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-05T20:21:31.986354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-05T20:21:31.997880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-05T20:21:31.998253] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-05T20:21:31.999071] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-05T20:21:31.999134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:31.999171] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:31.999197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:31.999253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:32.062130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:32.063019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:32.063123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:32.063161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:32.186244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:32.186393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:32.186449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:32.186478] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:32.189739] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=20.71%)
[2025-12-05T20:21:32.190001] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-05T20:21:32.190120] [INFO ] [sig       ] ESI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:32.327380] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESI.txt
[2025-12-05T20:21:32.327497] [INFO ] [sig       ] [1146/3626] Completed ESI in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:32.327534] [INFO ] [sig       ] [1147/3626] Forecasting ESOA...
[2025-12-05T20:21:32.327562] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-05T20:21:32.327613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-05T20:21:32.338256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-05T20:21:32.338525] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-05T20:21:32.339273] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-05T20:21:32.339322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:32.339353] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:32.339379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:32.339435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:32.396305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:32.397045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:32.397123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:32.397155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:32.520873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:32.521021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:32.521059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:32.521088] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:32.524455] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-05T20:21:32.524733] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-05T20:21:32.524854] [INFO ] [sig       ] ESOA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:32.662642] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESOA.txt
[2025-12-05T20:21:32.662761] [INFO ] [sig       ] [1147/3626] Completed ESOA in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:32.662798] [INFO ] [sig       ] [1148/3626] Forecasting ESPO...
[2025-12-05T20:21:32.662826] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-05T20:21:32.662855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-05T20:21:32.674102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-05T20:21:32.674412] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-05T20:21:32.675215] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-05T20:21:32.675266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:32.675298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:32.675323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:32.675378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:32.733265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:32.734169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:32.734253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:32.734285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:32.857831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:32.857984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:32.858022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:32.858049] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:32.861348] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-05T20:21:32.861627] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-05T20:21:32.861747] [INFO ] [sig       ] ESPO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:33.005161] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESPO.txt
[2025-12-05T20:21:33.005295] [INFO ] [sig       ] [1148/3626] Completed ESPO in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:33.005334] [INFO ] [sig       ] [1149/3626] Forecasting ESQ...
[2025-12-05T20:21:33.005362] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-05T20:21:33.005391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-05T20:21:33.016271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-05T20:21:33.016609] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-05T20:21:33.017360] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-05T20:21:33.017409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:33.017440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:33.017466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:33.017521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:33.072261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:33.072987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:33.073065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:33.073097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:33.186503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:33.186671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:33.186714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:33.186742] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:33.190049] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=92.69%)
[2025-12-05T20:21:33.190316] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-05T20:21:33.190438] [INFO ] [sig       ] ESQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:33.325759] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESQ.txt
[2025-12-05T20:21:33.325878] [INFO ] [sig       ] [1149/3626] Completed ESQ in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:33.325915] [INFO ] [sig       ] [1150/3626] Forecasting ESTA...
[2025-12-05T20:21:33.325943] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-05T20:21:33.325973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-05T20:21:33.337176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2025-12-05T20:21:33.337487] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-05T20:21:33.338301] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-05T20:21:33.338351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:33.338395] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:33.338421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:33.338476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:33.394962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:33.395673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:33.395752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:33.395782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:33.515637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:33.515770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:33.515807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:33.515833] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:33.519148] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=15.81%)
[2025-12-05T20:21:33.519418] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-05T20:21:33.519538] [INFO ] [sig       ] ESTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:33.661143] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ESTA.txt
[2025-12-05T20:21:33.661269] [INFO ] [sig       ] [1150/3626] Completed ESTA in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:33.661306] [INFO ] [sig       ] [1151/3626] Forecasting ESTC...
[2025-12-05T20:21:33.661335] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-05T20:21:33.661366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-05T20:21:33.671984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2025-12-05T20:21:33.672252] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-05T20:21:33.673014] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-05T20:21:33.673066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:33.673098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:33.673124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:33.673178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:33.731016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:33.731681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:33.731757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:33.731790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:33.855839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:33.855997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:33.856036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:33.856065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:33.859345] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-05T20:21:33.859622] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-05T20:21:33.859740] [INFO ] [sig       ] ESTC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:34.001437] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ESTC.txt
[2025-12-05T20:21:34.001602] [INFO ] [sig       ] [1151/3626] Completed ESTC in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:34.001643] [INFO ] [sig       ] [1152/3626] Forecasting ETB...
[2025-12-05T20:21:34.001672] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-05T20:21:34.001701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-05T20:21:34.012489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-05T20:21:34.012865] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-05T20:21:34.013631] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-05T20:21:34.013680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:34.013710] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:34.013735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:34.013790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:34.071029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:34.071889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:34.071999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:34.072033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:34.187564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:34.187733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:34.187772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:34.187821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:34.191172] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2025-12-05T20:21:34.191447] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-05T20:21:34.191615] [INFO ] [sig       ] ETB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:34.333050] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETB.txt
[2025-12-05T20:21:34.333176] [INFO ] [sig       ] [1152/3626] Completed ETB in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:34.333212] [INFO ] [sig       ] [1153/3626] Forecasting ETD...
[2025-12-05T20:21:34.333241] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-05T20:21:34.333271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-05T20:21:34.344040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-05T20:21:34.344306] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-05T20:21:34.345058] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-05T20:21:34.345107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:34.345137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:34.345163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:34.345219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:34.403064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:34.403710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:34.403798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:34.403832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:34.520326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:34.520457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:34.520497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:34.520525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:34.523853] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=89.83%)
[2025-12-05T20:21:34.524114] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-05T20:21:34.524234] [INFO ] [sig       ] ETD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:34.668495] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ETD.txt
[2025-12-05T20:21:34.668635] [INFO ] [sig       ] [1153/3626] Completed ETD in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 14.0m
[2025-12-05T20:21:34.668674] [INFO ] [sig       ] [1154/3626] Forecasting ETG...
[2025-12-05T20:21:34.668728] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-05T20:21:34.668760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-05T20:21:34.679078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-05T20:21:34.679349] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-05T20:21:34.680119] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-05T20:21:34.680180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:34.680217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:34.680248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:34.680304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:34.737961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:34.738626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:34.738702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:34.738735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:34.858884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:34.859026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:34.859064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:34.859092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:34.862390] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-05T20:21:34.862665] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-05T20:21:34.862784] [INFO ] [sig       ] ETG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:34.999474] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETG.txt
[2025-12-05T20:21:34.999621] [INFO ] [sig       ] [1154/3626] Completed ETG in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:34.999676] [INFO ] [sig       ] [1155/3626] Forecasting ETHA...
[2025-12-05T20:21:34.999706] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-05T20:21:34.999736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-05T20:21:35.010897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-05T20:21:35.011176] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-05T20:21:35.011944] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-05T20:21:35.011993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:35.012023] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:35.012049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:35.012106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:35.067514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:35.068141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:35.068213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:35.068245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:35.184991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:35.185136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:35.185174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:35.185202] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:35.188452] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-05T20:21:35.188737] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-05T20:21:35.188857] [INFO ] [sig       ] ETHA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:35.333442] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ETHA.txt
[2025-12-05T20:21:35.333613] [INFO ] [sig       ] [1155/3626] Completed ETHA in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:35.333653] [INFO ] [sig       ] [1156/3626] Forecasting ETJ...
[2025-12-05T20:21:35.333688] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-05T20:21:35.333717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-05T20:21:35.343786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2025-12-05T20:21:35.344048] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-05T20:21:35.344829] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-05T20:21:35.344878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:35.344911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:35.344938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:35.344995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:35.403206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:35.403888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:35.403964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:35.403997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:35.523663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:35.523797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:35.523835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:35.523862] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:35.527154] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-05T20:21:35.527407] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-05T20:21:35.527525] [INFO ] [sig       ] ETJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:35.671036] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETJ.txt
[2025-12-05T20:21:35.671187] [INFO ] [sig       ] [1156/3626] Completed ETJ in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:35.671227] [INFO ] [sig       ] [1157/3626] Forecasting ETN...
[2025-12-05T20:21:35.671255] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-05T20:21:35.671285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-05T20:21:35.682244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-05T20:21:35.682529] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-05T20:21:35.683345] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-05T20:21:35.683396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:35.683428] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:35.683455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:35.683512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:35.741734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:35.742391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:35.742466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:35.742497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:35.866286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:35.866422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:35.866461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:35.866507] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:35.869972] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-05T20:21:35.870287] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-05T20:21:35.870412] [INFO ] [sig       ] ETN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:36.016951] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ETN.txt
[2025-12-05T20:21:36.017079] [INFO ] [sig       ] [1157/3626] Completed ETN in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:36.017117] [INFO ] [sig       ] [1158/3626] Forecasting ETO...
[2025-12-05T20:21:36.017145] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-05T20:21:36.017174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-05T20:21:36.027774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-05T20:21:36.028088] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-05T20:21:36.028852] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-05T20:21:36.028900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:36.028932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:36.028959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:36.029014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:36.084682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:36.085363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:36.085438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:36.085469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:36.205550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:36.205716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:36.205763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:36.205791] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:36.209066] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-05T20:21:36.209333] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-05T20:21:36.209451] [INFO ] [sig       ] ETO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:36.347645] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ETO.txt
[2025-12-05T20:21:36.347781] [INFO ] [sig       ] [1158/3626] Completed ETO in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:36.347838] [INFO ] [sig       ] [1159/3626] Forecasting ETON...
[2025-12-05T20:21:36.347867] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-05T20:21:36.347896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-05T20:21:36.359364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-05T20:21:36.359697] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-05T20:21:36.360446] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-05T20:21:36.360496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:36.360590] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:36.360621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:36.360676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:36.416531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:36.417229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:36.417304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:36.417336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:36.533815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:36.533964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:36.534002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:36.534030] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:36.537273] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-05T20:21:36.537526] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-05T20:21:36.537660] [INFO ] [sig       ] ETON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:36.674212] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETON.txt
[2025-12-05T20:21:36.674345] [INFO ] [sig       ] [1159/3626] Completed ETON in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:36.674384] [INFO ] [sig       ] [1160/3626] Forecasting ETSY...
[2025-12-05T20:21:36.674413] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-05T20:21:36.674441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-05T20:21:36.687453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-05T20:21:36.688483] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-05T20:21:36.690152] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-05T20:21:36.690205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:36.690237] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:36.690262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:36.690318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:36.745615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:36.746627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:36.746716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:36.746747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:36.865710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:36.865897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:36.865937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:36.865965] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:36.869353] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=37.75%)
[2025-12-05T20:21:36.869645] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-05T20:21:36.869766] [INFO ] [sig       ] ETSY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:37.023974] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETSY.txt
[2025-12-05T20:21:37.024136] [INFO ] [sig       ] [1160/3626] Completed ETSY in 0.3s | 2.95 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-05T20:21:37.024187] [INFO ] [sig       ] [1161/3626] Forecasting ETY...
[2025-12-05T20:21:37.024224] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-05T20:21:37.024255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-05T20:21:37.036956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-05T20:21:37.037537] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-05T20:21:37.038492] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-05T20:21:37.038550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:37.038613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:37.038652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:37.038739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:37.104636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:37.105555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:37.105662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:37.105705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:37.229805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:37.229964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:37.230003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:37.230030] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:37.233338] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-05T20:21:37.233623] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-05T20:21:37.233743] [INFO ] [sig       ] ETY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:37.370252] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ETY.txt
[2025-12-05T20:21:37.370394] [INFO ] [sig       ] [1161/3626] Completed ETY in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:37.370432] [INFO ] [sig       ] [1162/3626] Forecasting EUFN...
[2025-12-05T20:21:37.370460] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-05T20:21:37.370490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-05T20:21:37.382044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-05T20:21:37.382377] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-05T20:21:37.383161] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-05T20:21:37.383210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:37.383240] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:37.383266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:37.383321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:37.439452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:37.440264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:37.440346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:37.440377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:37.555176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:37.555329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:37.555370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:37.555427] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:37.558733] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=38.45%)
[2025-12-05T20:21:37.558994] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-05T20:21:37.559114] [INFO ] [sig       ] EUFN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:37.702262] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EUFN.txt
[2025-12-05T20:21:37.702402] [INFO ] [sig       ] [1162/3626] Completed EUFN in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:37.702440] [INFO ] [sig       ] [1163/3626] Forecasting EVAX...
[2025-12-05T20:21:37.702469] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-05T20:21:37.702498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-05T20:21:37.713505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-05T20:21:37.713864] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-05T20:21:37.714652] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-05T20:21:37.714717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:37.714750] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:37.714778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:37.714834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:37.773015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:37.773880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:37.773969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:37.774004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:37.898994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:37.899161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:37.899208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:37.899237] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:37.902701] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=41.07%)
[2025-12-05T20:21:37.902971] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-05T20:21:37.903097] [INFO ] [sig       ] EVAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:38.041742] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVAX.txt
[2025-12-05T20:21:38.041873] [INFO ] [sig       ] [1163/3626] Completed EVAX in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:38.041909] [INFO ] [sig       ] [1164/3626] Forecasting EVC...
[2025-12-05T20:21:38.041938] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-05T20:21:38.041967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-05T20:21:38.052071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2025-12-05T20:21:38.052356] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-05T20:21:38.053119] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-05T20:21:38.053169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:38.053199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:38.053225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:38.053280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:38.110400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:38.111236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:38.111314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:38.111347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:38.236604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:38.236769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:38.236811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:38.236844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:38.240267] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2025-12-05T20:21:38.240590] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-05T20:21:38.240735] [INFO ] [sig       ] EVC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:38.380038] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVC.txt
[2025-12-05T20:21:38.380197] [INFO ] [sig       ] [1164/3626] Completed EVC in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:38.380234] [INFO ] [sig       ] [1165/3626] Forecasting EVCM...
[2025-12-05T20:21:38.380263] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-05T20:21:38.380294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-05T20:21:38.391919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-05T20:21:38.392273] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-05T20:21:38.393120] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-05T20:21:38.393173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:38.393205] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:38.393232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:38.393290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:38.450207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:38.451046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:38.451126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:38.451160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:38.571522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:38.571689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:38.571731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:38.571759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:38.575189] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2025-12-05T20:21:38.575473] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-05T20:21:38.575620] [INFO ] [sig       ] EVCM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:38.716242] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVCM.txt
[2025-12-05T20:21:38.716385] [INFO ] [sig       ] [1165/3626] Completed EVCM in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:38.716424] [INFO ] [sig       ] [1166/3626] Forecasting EVEX...
[2025-12-05T20:21:38.716453] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-05T20:21:38.716482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-05T20:21:38.726803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-05T20:21:38.727103] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-05T20:21:38.727907] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-05T20:21:38.727957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:38.727988] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:38.728014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:38.728068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:38.785091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:38.785760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:38.785835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:38.785866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:38.904137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:38.904288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:38.904326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:38.904354] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:38.907634] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-05T20:21:38.907919] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-05T20:21:38.908047] [INFO ] [sig       ] EVEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:39.045727] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVEX.txt
[2025-12-05T20:21:39.045865] [INFO ] [sig       ] [1166/3626] Completed EVEX in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:39.045904] [INFO ] [sig       ] [1167/3626] Forecasting EVF...
[2025-12-05T20:21:39.045932] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-05T20:21:39.045961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-05T20:21:39.055762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-05T20:21:39.056108] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-05T20:21:39.056877] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-05T20:21:39.056926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:39.056958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:39.056983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:39.057038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:39.112761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:39.113447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:39.113522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:39.113554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:39.235061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:39.235231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:39.235274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:39.235304] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:39.239272] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-12-05T20:21:39.239644] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-05T20:21:39.239804] [INFO ] [sig       ] EVF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:39.387006] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVF.txt
[2025-12-05T20:21:39.387160] [INFO ] [sig       ] [1167/3626] Completed EVF in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:39.387199] [INFO ] [sig       ] [1168/3626] Forecasting EVG...
[2025-12-05T20:21:39.387227] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-05T20:21:39.387257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-05T20:21:39.398171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-05T20:21:39.398762] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-05T20:21:39.399560] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-05T20:21:39.399635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:39.399665] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:39.399691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:39.399745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:39.456097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:39.456960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:39.457040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:39.457075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:39.567397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:39.567557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:39.567618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:39.567648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:39.571125] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-05T20:21:39.571442] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-05T20:21:39.571570] [INFO ] [sig       ] EVG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:39.711956] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVG.txt
[2025-12-05T20:21:39.712111] [INFO ] [sig       ] [1168/3626] Completed EVG in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:39.712149] [INFO ] [sig       ] [1169/3626] Forecasting EVGN...
[2025-12-05T20:21:39.712177] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-05T20:21:39.712207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-05T20:21:39.723116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-05T20:21:39.723526] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-05T20:21:39.724325] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-05T20:21:39.724375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:39.724406] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:39.724431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:39.724487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:39.780852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:39.781740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:39.781862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:39.781897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:39.898701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:39.898853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:39.898893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:39.898922] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:39.902248] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2025-12-05T20:21:39.902508] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-05T20:21:39.902648] [INFO ] [sig       ] EVGN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:40.038168] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVGN.txt
[2025-12-05T20:21:40.038275] [INFO ] [sig       ] [1169/3626] Completed EVGN in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:40.038311] [INFO ] [sig       ] [1170/3626] Forecasting EVGO...
[2025-12-05T20:21:40.038339] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-05T20:21:40.038367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-05T20:21:40.048721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-05T20:21:40.048976] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-05T20:21:40.049733] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-05T20:21:40.049782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:40.049813] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:40.049839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:40.049899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:40.104833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:40.105416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:40.105488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:40.105519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:40.224625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:40.224771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:40.224809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:40.224837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:40.228058] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-05T20:21:40.228316] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-05T20:21:40.228434] [INFO ] [sig       ] EVGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:40.365431] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVGO.txt
[2025-12-05T20:21:40.365558] [INFO ] [sig       ] [1170/3626] Completed EVGO in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:40.365618] [INFO ] [sig       ] [1171/3626] Forecasting EVH...
[2025-12-05T20:21:40.365648] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-05T20:21:40.365677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-05T20:21:40.375768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-05T20:21:40.376031] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-05T20:21:40.376783] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-05T20:21:40.376831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:40.376861] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:40.376887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:40.376942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:40.432099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:40.432733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:40.432809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:40.432840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:40.548166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:40.548322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:40.548361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:40.548389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:40.551695] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=2.78%)
[2025-12-05T20:21:40.551958] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-05T20:21:40.552081] [INFO ] [sig       ] EVH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:40.688002] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVH.txt
[2025-12-05T20:21:40.688121] [INFO ] [sig       ] [1171/3626] Completed EVH in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.9m
[2025-12-05T20:21:40.688157] [INFO ] [sig       ] [1172/3626] Forecasting EVN...
[2025-12-05T20:21:40.688185] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-05T20:21:40.688218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-05T20:21:40.699605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-05T20:21:40.699900] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-05T20:21:40.700716] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-05T20:21:40.700765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:40.700795] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:40.700820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:40.700874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:40.756998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:40.757660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:40.757737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:40.757768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:40.874548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:40.874709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:40.874754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:40.874789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:40.878114] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: UP (p=75.62%)
[2025-12-05T20:21:40.878406] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-05T20:21:40.878522] [INFO ] [sig       ] EVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:41.017322] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVN.txt
[2025-12-05T20:21:41.017470] [INFO ] [sig       ] [1172/3626] Completed EVN in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:41.017508] [INFO ] [sig       ] [1173/3626] Forecasting EVO...
[2025-12-05T20:21:41.017538] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-05T20:21:41.017567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-05T20:21:41.028011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2025-12-05T20:21:41.028314] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-05T20:21:41.029098] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-05T20:21:41.029148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:41.029181] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:41.029209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:41.029271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:41.085419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:41.086042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:41.086120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:41.086153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:41.209423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:41.209603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:41.209647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:41.209676] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:41.213131] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=67.20%)
[2025-12-05T20:21:41.213401] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-05T20:21:41.213523] [INFO ] [sig       ] EVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:41.354665] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVO.txt
[2025-12-05T20:21:41.354814] [INFO ] [sig       ] [1173/3626] Completed EVO in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:41.354852] [INFO ] [sig       ] [1174/3626] Forecasting EVOK...
[2025-12-05T20:21:41.354881] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-05T20:21:41.354910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-05T20:21:41.364841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-05T20:21:41.365125] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-05T20:21:41.365907] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-05T20:21:41.365957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:41.366002] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:41.366030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:41.366086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:41.423482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:41.424337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:41.424421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:41.424454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:41.535144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:41.535289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:41.535327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:41.535355] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:41.538682] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: UP (p=92.27%)
[2025-12-05T20:21:41.538944] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-05T20:21:41.539061] [INFO ] [sig       ] EVOK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:41.677226] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVOK.txt
[2025-12-05T20:21:41.677349] [INFO ] [sig       ] [1174/3626] Completed EVOK in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:41.677386] [INFO ] [sig       ] [1175/3626] Forecasting EVRG...
[2025-12-05T20:21:41.677414] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-05T20:21:41.677443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-05T20:21:41.687615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-05T20:21:41.687881] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-05T20:21:41.688635] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-05T20:21:41.688686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:41.688717] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:41.688743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:41.688798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:41.745190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:41.745843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:41.745920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:41.745953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:41.867037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:41.867184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:41.867222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:41.867253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:41.870536] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-05T20:21:41.870809] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-05T20:21:41.870928] [INFO ] [sig       ] EVRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:42.012750] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVRG.txt
[2025-12-05T20:21:42.012878] [INFO ] [sig       ] [1175/3626] Completed EVRG in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:42.012921] [INFO ] [sig       ] [1176/3626] Forecasting EVSD...
[2025-12-05T20:21:42.012951] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-05T20:21:42.012980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-05T20:21:42.023494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-05T20:21:42.023826] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-05T20:21:42.024758] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-05T20:21:42.024809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:42.024866] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:42.024895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:42.024954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:42.084569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:42.085292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:42.085370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:42.085403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:42.203819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:42.203961] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:21:42.204000] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:42.204028] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:42.207407] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2025-12-05T20:21:42.207691] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-05T20:21:42.207829] [INFO ] [sig       ] EVSD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:42.344854] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVSD.txt
[2025-12-05T20:21:42.345013] [INFO ] [sig       ] [1176/3626] Completed EVSD in 0.3s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:42.345052] [INFO ] [sig       ] [1177/3626] Forecasting EVTC...
[2025-12-05T20:21:42.345081] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-05T20:21:42.345111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-05T20:21:42.355750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2025-12-05T20:21:42.356065] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-05T20:21:42.356854] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-05T20:21:42.356905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:42.356936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:42.356963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:42.357020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:42.413935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:42.414967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:42.415047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:42.415080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:42.541508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:42.541684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:42.541726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:42.541755] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:42.545200] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2025-12-05T20:21:42.545509] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-05T20:21:42.545663] [INFO ] [sig       ] EVTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:42.695817] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EVTC.txt
[2025-12-05T20:21:42.695990] [INFO ] [sig       ] [1177/3626] Completed EVTC in 0.4s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:42.696043] [INFO ] [sig       ] [1178/3626] Forecasting EVTL...
[2025-12-05T20:21:42.696073] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-05T20:21:42.696102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-05T20:21:42.706861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-05T20:21:42.707195] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-05T20:21:42.708036] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-05T20:21:42.708086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:42.708117] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:42.708143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:42.708198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:42.764780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:42.765603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:42.765680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:42.765712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:42.884251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:42.884396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:42.884434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:42.884463] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:42.887810] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-05T20:21:42.888076] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-05T20:21:42.888199] [INFO ] [sig       ] EVTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:43.073556] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EVTL.txt
[2025-12-05T20:21:43.073713] [INFO ] [sig       ] [1178/3626] Completed EVTL in 0.4s | 2.95 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-05T20:21:43.073753] [INFO ] [sig       ] [1179/3626] Forecasting EWBC...
[2025-12-05T20:21:43.073783] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-05T20:21:43.073813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-05T20:21:43.084240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-05T20:21:43.084506] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-05T20:21:43.085288] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-05T20:21:43.085339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:43.085372] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:43.085400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:43.085458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:43.142607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:43.143253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:43.143329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:43.143362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:43.267026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:43.267177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:43.267217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:43.267277] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:43.270690] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=0.58%)
[2025-12-05T20:21:43.270956] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-05T20:21:43.271098] [INFO ] [sig       ] EWBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:43.414992] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EWBC.txt
[2025-12-05T20:21:43.415146] [INFO ] [sig       ] [1179/3626] Completed EWBC in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:43.415186] [INFO ] [sig       ] [1180/3626] Forecasting EWCZ...
[2025-12-05T20:21:43.415217] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-05T20:21:43.415247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-05T20:21:43.425613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-05T20:21:43.425898] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-05T20:21:43.426718] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-05T20:21:43.426768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:43.426799] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:43.426826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:43.426881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:43.483334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:43.484018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:43.484095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:43.484128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:43.603725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:43.603873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:43.603912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:43.603939] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:43.607209] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-05T20:21:43.607464] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-05T20:21:43.607599] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:43.748315] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EWCZ.txt
[2025-12-05T20:21:43.748466] [INFO ] [sig       ] [1180/3626] Completed EWCZ in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:43.748505] [INFO ] [sig       ] [1181/3626] Forecasting EWTX...
[2025-12-05T20:21:43.748534] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-05T20:21:43.748563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-05T20:21:43.766323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-05T20:21:43.766640] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-05T20:21:43.767388] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-05T20:21:43.767438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:43.767469] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:43.767495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:43.767550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:43.824417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:43.825066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:43.825142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:43.825176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:43.940791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:43.940931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:43.940987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:43.941017] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:43.944272] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-05T20:21:43.944538] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-05T20:21:43.944675] [INFO ] [sig       ] EWTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:44.083140] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EWTX.txt
[2025-12-05T20:21:44.083260] [INFO ] [sig       ] [1181/3626] Completed EWTX in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:44.083298] [INFO ] [sig       ] [1182/3626] Forecasting EWZS...
[2025-12-05T20:21:44.083327] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-05T20:21:44.083357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-05T20:21:44.094273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-05T20:21:44.094550] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-05T20:21:44.095337] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-05T20:21:44.095388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:44.095420] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:44.095448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:44.095505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:44.155193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:44.156012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:44.156092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:44.156125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:44.278677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:44.278798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:44.278837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:44.278865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:44.282101] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=40.37%)
[2025-12-05T20:21:44.282367] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-05T20:21:44.282483] [INFO ] [sig       ] EWZS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:44.419541] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EWZS.txt
[2025-12-05T20:21:44.419705] [INFO ] [sig       ] [1182/3626] Completed EWZS in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:44.419743] [INFO ] [sig       ] [1183/3626] Forecasting EXAS...
[2025-12-05T20:21:44.419772] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-05T20:21:44.419802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-05T20:21:44.430668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2025-12-05T20:21:44.431036] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-05T20:21:44.431866] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-05T20:21:44.431919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:44.431953] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:44.431981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:44.432037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:44.488030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:44.488865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:44.488944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:44.488978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:44.614027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:44.614169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:44.614208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:44.614235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:44.617667] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=42.71%)
[2025-12-05T20:21:44.617941] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-05T20:21:44.618062] [INFO ] [sig       ] EXAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:44.758946] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EXAS.txt
[2025-12-05T20:21:44.759074] [INFO ] [sig       ] [1183/3626] Completed EXAS in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:44.759112] [INFO ] [sig       ] [1184/3626] Forecasting EXC...
[2025-12-05T20:21:44.759140] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-05T20:21:44.759169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-05T20:21:44.769410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-05T20:21:44.769716] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-05T20:21:44.770483] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-05T20:21:44.770534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:44.770566] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:44.770614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:44.770674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:44.828170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:44.828832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:44.828908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:44.828942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:44.950745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:44.950907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:44.950947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:44.950976] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:44.954322] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-05T20:21:44.954596] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-05T20:21:44.954717] [INFO ] [sig       ] EXC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:45.092061] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXC.txt
[2025-12-05T20:21:45.092179] [INFO ] [sig       ] [1184/3626] Completed EXC in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:45.092217] [INFO ] [sig       ] [1185/3626] Forecasting EXEL...
[2025-12-05T20:21:45.092245] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-05T20:21:45.092274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-05T20:21:45.102780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-05T20:21:45.103052] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-05T20:21:45.103841] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-05T20:21:45.103892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:45.103981] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:45.104013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:45.104071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:45.160814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:45.161463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:45.161539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:45.161588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:45.284133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:45.284250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:45.284289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:45.284318] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:45.287685] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2025-12-05T20:21:45.287971] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-05T20:21:45.288095] [INFO ] [sig       ] EXEL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:45.426510] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXEL.txt
[2025-12-05T20:21:45.426656] [INFO ] [sig       ] [1185/3626] Completed EXEL in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:45.426695] [INFO ] [sig       ] [1186/3626] Forecasting EXFY...
[2025-12-05T20:21:45.426723] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-05T20:21:45.426751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-05T20:21:45.437200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2025-12-05T20:21:45.437482] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-05T20:21:45.438267] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-05T20:21:45.438324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:45.438360] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:45.438393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:45.438460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:45.495921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:45.496774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:45.496887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:45.496924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:45.623533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:45.623702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:45.623747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:45.623780] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:45.627088] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-05T20:21:45.627344] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-05T20:21:45.627460] [INFO ] [sig       ] EXFY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:45.768831] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EXFY.txt
[2025-12-05T20:21:45.768966] [INFO ] [sig       ] [1186/3626] Completed EXFY in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:45.769007] [INFO ] [sig       ] [1187/3626] Forecasting EXG...
[2025-12-05T20:21:45.769037] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-05T20:21:45.769069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-05T20:21:45.779644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-05T20:21:45.779956] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-05T20:21:45.780769] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-05T20:21:45.780819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:45.780852] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:45.780879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:45.780937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:45.838376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:45.839009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:45.839086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:45.839118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:45.958713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:45.958851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:45.958889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:45.958918] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:45.962245] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-05T20:21:45.962517] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-05T20:21:45.962653] [INFO ] [sig       ] EXG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:46.104372] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXG.txt
[2025-12-05T20:21:46.104492] [INFO ] [sig       ] [1187/3626] Completed EXG in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:46.104531] [INFO ] [sig       ] [1188/3626] Forecasting EXK...
[2025-12-05T20:21:46.104561] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-05T20:21:46.104610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-05T20:21:46.115484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2025-12-05T20:21:46.115795] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-05T20:21:46.116558] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-05T20:21:46.116627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:46.116660] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:46.116687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:46.116744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:46.174259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:46.174889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:46.174977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:46.175010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:46.294409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:46.294545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:46.294601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:46.294632] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:46.300946] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-05T20:21:46.301279] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-05T20:21:46.301421] [INFO ] [sig       ] EXK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:46.440847] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXK.txt
[2025-12-05T20:21:46.440963] [INFO ] [sig       ] [1188/3626] Completed EXK in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.8m
[2025-12-05T20:21:46.440999] [INFO ] [sig       ] [1189/3626] Forecasting EXLS...
[2025-12-05T20:21:46.441035] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-05T20:21:46.441064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-05T20:21:46.452256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-05T20:21:46.452624] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-05T20:21:46.453429] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-05T20:21:46.453480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:46.453514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:46.453540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:46.453616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:46.508724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:46.509356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:46.509440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:46.509472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:46.630545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:46.630708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:46.630749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:46.630777] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:46.634204] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2025-12-05T20:21:46.634465] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-05T20:21:46.634601] [INFO ] [sig       ] EXLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:46.770615] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXLS.txt
[2025-12-05T20:21:46.770760] [INFO ] [sig       ] [1189/3626] Completed EXLS in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:46.770798] [INFO ] [sig       ] [1190/3626] Forecasting EXP...
[2025-12-05T20:21:46.770827] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-05T20:21:46.770856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-05T20:21:46.781363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-05T20:21:46.781718] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-05T20:21:46.782519] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-05T20:21:46.782599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:46.782643] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:46.782671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:46.782728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:46.838104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:46.838724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:46.838796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:46.838828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:46.956586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:46.956720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:46.956759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:46.956786] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:46.960105] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: UP (p=93.94%)
[2025-12-05T20:21:46.960364] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-05T20:21:46.960482] [INFO ] [sig       ] EXP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:47.099670] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXP.txt
[2025-12-05T20:21:47.099789] [INFO ] [sig       ] [1190/3626] Completed EXP in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:47.099828] [INFO ] [sig       ] [1191/3626] Forecasting EXPD...
[2025-12-05T20:21:47.099857] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-05T20:21:47.099886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-05T20:21:47.110928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-05T20:21:47.111212] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-05T20:21:47.111986] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-05T20:21:47.112036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:47.112067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:47.112094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:47.112149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:47.167804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:47.168421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:47.168494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:47.168526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:47.285917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:47.286040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:47.286078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:47.286105] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:47.289388] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=74.17%)
[2025-12-05T20:21:47.289661] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-05T20:21:47.289779] [INFO ] [sig       ] EXPD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:47.426682] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXPD.txt
[2025-12-05T20:21:47.426791] [INFO ] [sig       ] [1191/3626] Completed EXPD in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:47.426829] [INFO ] [sig       ] [1192/3626] Forecasting EXPE...
[2025-12-05T20:21:47.426857] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-05T20:21:47.426885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-05T20:21:47.438180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-05T20:21:47.438440] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-05T20:21:47.439203] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-05T20:21:47.439253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:47.439284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:47.439313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:47.439380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:47.495543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:47.496137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:47.496210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:47.496241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:47.616661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:47.616782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:47.616820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:47.616863] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:47.620119] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=68.73%)
[2025-12-05T20:21:47.620377] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-05T20:21:47.620495] [INFO ] [sig       ] EXPE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:47.762439] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EXPE.txt
[2025-12-05T20:21:47.762637] [INFO ] [sig       ] [1192/3626] Completed EXPE in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:47.762688] [INFO ] [sig       ] [1193/3626] Forecasting EXPI...
[2025-12-05T20:21:47.762717] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-05T20:21:47.762748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-05T20:21:47.773513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2025-12-05T20:21:47.773820] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-05T20:21:47.774595] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-05T20:21:47.774645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:47.774698] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:47.774726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:47.774781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:47.831996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:47.832794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:47.832871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:47.832905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:47.950362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:47.950509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:47.950547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:47.950593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:47.953880] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-05T20:21:47.954138] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-05T20:21:47.954255] [INFO ] [sig       ] EXPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:48.089818] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EXPI.txt
[2025-12-05T20:21:48.089955] [INFO ] [sig       ] [1193/3626] Completed EXPI in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:48.089992] [INFO ] [sig       ] [1194/3626] Forecasting EXPO...
[2025-12-05T20:21:48.090022] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-05T20:21:48.090051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-05T20:21:48.100060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-05T20:21:48.100322] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-05T20:21:48.101090] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-05T20:21:48.101141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:48.101173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:48.101199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:48.101254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:48.156270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:48.156868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:48.156940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:48.156986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:48.272143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:48.272261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:48.272297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:48.272325] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:48.275546] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: DOWN (p=34.10%)
[2025-12-05T20:21:48.275830] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-05T20:21:48.275953] [INFO ] [sig       ] EXPO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:48.412733] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EXPO.txt
[2025-12-05T20:21:48.412853] [INFO ] [sig       ] [1194/3626] Completed EXPO in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:48.412891] [INFO ] [sig       ] [1195/3626] Forecasting EYE...
[2025-12-05T20:21:48.412920] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-05T20:21:48.412949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-05T20:21:48.423049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-05T20:21:48.423298] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-05T20:21:48.424054] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-05T20:21:48.424102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:48.424134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:48.424160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:48.424215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:48.480032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:48.480621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:48.480694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:48.480726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:48.597328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:48.597465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:48.597502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:48.597529] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:48.600769] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: UP (p=94.17%)
[2025-12-05T20:21:48.601024] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-05T20:21:48.601139] [INFO ] [sig       ] EYE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:48.741406] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/EYE.txt
[2025-12-05T20:21:48.741558] [INFO ] [sig       ] [1195/3626] Completed EYE in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:48.741622] [INFO ] [sig       ] [1196/3626] Forecasting EZGO...
[2025-12-05T20:21:48.741653] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-05T20:21:48.741684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-05T20:21:48.752526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2025-12-05T20:21:48.752920] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-05T20:21:48.753724] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-05T20:21:48.753773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:48.753804] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:48.753845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:48.753901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:48.809833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:48.810667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:48.810747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:48.810781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:48.925723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:48.925849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:48.925891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:48.925948] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:48.929236] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-05T20:21:48.929498] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-05T20:21:48.929635] [INFO ] [sig       ] EZGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:49.065430] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/EZGO.txt
[2025-12-05T20:21:49.065541] [INFO ] [sig       ] [1196/3626] Completed EZGO in 0.3s | 2.95 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-05T20:21:49.065594] [INFO ] [sig       ] [1197/3626] Forecasting F...
[2025-12-05T20:21:49.065625] [INFO ] [sig       ] Generating forecast for: F
[2025-12-05T20:21:49.065655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-05T20:21:49.076184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-05T20:21:49.076447] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-05T20:21:49.077198] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-05T20:21:49.077249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:49.077281] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:49.077307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:49.077362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:49.132357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:49.132933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:49.133005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:49.133037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:49.250355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:49.250481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:49.250519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:49.250546] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:49.253771] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=63.82%)
[2025-12-05T20:21:49.254028] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-05T20:21:49.254146] [INFO ] [sig       ] F: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:49.389716] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/F.txt
[2025-12-05T20:21:49.389825] [INFO ] [sig       ] [1197/3626] Completed F in 0.3s | 2.95 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:49.389861] [INFO ] [sig       ] [1198/3626] Forecasting FA...
[2025-12-05T20:21:49.389890] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-05T20:21:49.389919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-05T20:21:49.400473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-05T20:21:49.400755] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-05T20:21:49.401542] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-05T20:21:49.401625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:49.401660] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:49.401686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:49.401743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:49.458676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:49.459320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:49.459398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:49.459430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:49.578763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:49.578887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:49.578925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:49.578953] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:49.582289] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-05T20:21:49.582561] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-05T20:21:49.582713] [INFO ] [sig       ] FA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:49.724805] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FA.txt
[2025-12-05T20:21:49.724917] [INFO ] [sig       ] [1198/3626] Completed FA in 0.3s | 2.95 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:49.724953] [INFO ] [sig       ] [1199/3626] Forecasting FAF...
[2025-12-05T20:21:49.724981] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-05T20:21:49.725011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-05T20:21:49.735262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-05T20:21:49.735512] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-05T20:21:49.736284] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-05T20:21:49.736337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:49.736367] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:49.736393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:49.736450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:49.791668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:49.792237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:49.792313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:49.792347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:49.904335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:49.904452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:49.904491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:49.904521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:49.907669] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-05T20:21:49.907952] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-05T20:21:49.908069] [INFO ] [sig       ] FAF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:50.042856] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FAF.txt
[2025-12-05T20:21:50.042967] [INFO ] [sig       ] [1199/3626] Completed FAF in 0.3s | 2.95 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:50.043004] [INFO ] [sig       ] [1200/3626] Forecasting FALN...
[2025-12-05T20:21:50.043034] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-05T20:21:50.043064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-05T20:21:50.053257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2025-12-05T20:21:50.053513] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-05T20:21:50.054266] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-05T20:21:50.054315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:50.054346] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:50.054372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:50.054428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:50.110485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:50.111089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:50.111162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:50.111193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:50.230888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:50.231010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:50.231046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:50.231073] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:50.234200] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2025-12-05T20:21:50.234461] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-05T20:21:50.234598] [INFO ] [sig       ] FALN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:50.370700] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FALN.txt
[2025-12-05T20:21:50.371526] [INFO ] [sig       ] [1200/3626] Completed FALN in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:50.371591] [INFO ] [sig       ] [1201/3626] Forecasting FANG...
[2025-12-05T20:21:50.371624] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-05T20:21:50.371655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-05T20:21:50.381815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2025-12-05T20:21:50.382081] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-05T20:21:50.382843] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-05T20:21:50.382892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:50.382923] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:50.382948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:50.383003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:50.441192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:50.441866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:50.441940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:50.441972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:50.561290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:50.561415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:50.561453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:50.561481] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:50.564742] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=19.45%)
[2025-12-05T20:21:50.565005] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-05T20:21:50.565123] [INFO ] [sig       ] FANG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:50.705672] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FANG.txt
[2025-12-05T20:21:50.705841] [INFO ] [sig       ] [1201/3626] Completed FANG in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:50.705884] [INFO ] [sig       ] [1202/3626] Forecasting FARM...
[2025-12-05T20:21:50.705913] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-05T20:21:50.705944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-05T20:21:50.717136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-05T20:21:50.717509] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-05T20:21:50.718334] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-05T20:21:50.718385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:50.718418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:50.718445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:50.718501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:50.775636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:50.776443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:50.776526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:50.776559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:50.897420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:50.897543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:50.897598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:50.897628] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:50.900881] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-05T20:21:50.901141] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-05T20:21:50.901259] [INFO ] [sig       ] FARM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:51.036289] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FARM.txt
[2025-12-05T20:21:51.036403] [INFO ] [sig       ] [1202/3626] Completed FARM in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:51.036440] [INFO ] [sig       ] [1203/3626] Forecasting FBIN...
[2025-12-05T20:21:51.036469] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-05T20:21:51.036500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-05T20:21:51.047513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-05T20:21:51.047814] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-05T20:21:51.048543] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-05T20:21:51.048618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:51.048650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:51.048677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:51.048732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:51.103653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:51.104226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:51.104324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:51.104356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:51.224125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:51.224248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:51.224285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:51.224313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:51.227420] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-05T20:21:51.227709] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-05T20:21:51.227846] [INFO ] [sig       ] FBIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:51.364620] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FBIN.txt
[2025-12-05T20:21:51.364771] [INFO ] [sig       ] [1203/3626] Completed FBIN in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:51.364809] [INFO ] [sig       ] [1204/3626] Forecasting FBIO...
[2025-12-05T20:21:51.364839] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-05T20:21:51.364868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-05T20:21:51.375355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-05T20:21:51.375631] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-05T20:21:51.376384] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-05T20:21:51.376434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:51.376467] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:51.376494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:51.376552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:51.432952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:51.433678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:51.433752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:51.433784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:51.550638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:51.550778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:51.550817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:51.550844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:51.554093] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=54.98%)
[2025-12-05T20:21:51.554354] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-05T20:21:51.554471] [INFO ] [sig       ] FBIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:51.693810] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FBIO.txt
[2025-12-05T20:21:51.693966] [INFO ] [sig       ] [1204/3626] Completed FBIO in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:51.694004] [INFO ] [sig       ] [1205/3626] Forecasting FBIZ...
[2025-12-05T20:21:51.694034] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-05T20:21:51.694064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-05T20:21:51.705136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-05T20:21:51.705513] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-05T20:21:51.706323] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-05T20:21:51.706375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:51.706414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:51.706440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:51.706496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:51.764994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:51.765901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:51.765985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:51.766019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:51.883298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:51.883475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:51.883516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:51.883543] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:51.886963] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=51.24%)
[2025-12-05T20:21:51.887255] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-05T20:21:51.887386] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:52.029902] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FBIZ.txt
[2025-12-05T20:21:52.030052] [INFO ] [sig       ] [1205/3626] Completed FBIZ in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.7m
[2025-12-05T20:21:52.030091] [INFO ] [sig       ] [1206/3626] Forecasting FBK...
[2025-12-05T20:21:52.030120] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-05T20:21:52.030149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-05T20:21:52.041255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-05T20:21:52.041587] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-05T20:21:52.042351] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-05T20:21:52.042400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:52.042431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:52.042457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:52.042512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:52.097700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:52.098508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:52.098606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:52.098642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:52.215896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:52.216042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:52.216081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:52.216109] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:52.219387] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-05T20:21:52.219675] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-05T20:21:52.219801] [INFO ] [sig       ] FBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:52.355662] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FBK.txt
[2025-12-05T20:21:52.355860] [INFO ] [sig       ] [1206/3626] Completed FBK in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:52.355918] [INFO ] [sig       ] [1207/3626] Forecasting FBL...
[2025-12-05T20:21:52.355959] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-05T20:21:52.355999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-05T20:21:52.366532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-05T20:21:52.366855] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-05T20:21:52.367650] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-05T20:21:52.367701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:52.367734] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:52.367761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:52.367842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:52.422934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:52.423536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:52.423625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:52.423658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:52.542291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:52.542440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:52.542481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:52.542509] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:52.545845] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-12-05T20:21:52.546106] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-05T20:21:52.546226] [INFO ] [sig       ] FBL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:52.682560] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FBL.txt
[2025-12-05T20:21:52.682691] [INFO ] [sig       ] [1207/3626] Completed FBL in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:52.682729] [INFO ] [sig       ] [1208/3626] Forecasting FBNC...
[2025-12-05T20:21:52.682757] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-05T20:21:52.682786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-05T20:21:52.692993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-05T20:21:52.693232] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-05T20:21:52.693989] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-05T20:21:52.694037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:52.694067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:52.694093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:52.694148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:52.749180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:52.749822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:52.749898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:52.749928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:52.865297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:52.865443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:52.865482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:52.865510] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:52.868775] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-05T20:21:52.869051] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-05T20:21:52.869190] [INFO ] [sig       ] FBNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:53.004609] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FBNC.txt
[2025-12-05T20:21:53.004726] [INFO ] [sig       ] [1208/3626] Completed FBNC in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:53.004764] [INFO ] [sig       ] [1209/3626] Forecasting FBP...
[2025-12-05T20:21:53.004792] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-05T20:21:53.004822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-05T20:21:53.015264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-05T20:21:53.015520] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-05T20:21:53.016272] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-05T20:21:53.016321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:53.016366] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:53.016394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:53.016449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:53.072258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:53.072876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:53.072949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:53.072980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:53.191358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:53.191509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:53.191548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:53.191593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:53.194863] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-05T20:21:53.195120] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-05T20:21:53.195248] [INFO ] [sig       ] FBP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:53.331647] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FBP.txt
[2025-12-05T20:21:53.331763] [INFO ] [sig       ] [1209/3626] Completed FBP in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:53.331802] [INFO ] [sig       ] [1210/3626] Forecasting FC...
[2025-12-05T20:21:53.331829] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-05T20:21:53.331857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-05T20:21:53.343636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-05T20:21:53.343957] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-05T20:21:53.344762] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-05T20:21:53.344812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:53.344879] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:53.344918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:53.344999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:53.402454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:53.403174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:53.403255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:53.403287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:53.528494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:53.528661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:53.528703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:53.528732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:53.532110] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=98.75%)
[2025-12-05T20:21:53.532377] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-05T20:21:53.532500] [INFO ] [sig       ] FC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:53.673912] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FC.txt
[2025-12-05T20:21:53.674036] [INFO ] [sig       ] [1210/3626] Completed FC in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:53.674073] [INFO ] [sig       ] [1211/3626] Forecasting FCAL...
[2025-12-05T20:21:53.674103] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-05T20:21:53.674131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-05T20:21:53.684464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-05T20:21:53.684829] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-05T20:21:53.685635] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-05T20:21:53.685687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:53.685718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:53.685743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:53.685799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:53.743506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:53.744380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:53.744464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:53.744497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:53.856504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:53.856691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:53.856738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:53.856771] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:53.860843] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: UP (p=80.44%)
[2025-12-05T20:21:53.861149] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-05T20:21:53.861288] [INFO ] [sig       ] FCAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:54.002722] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FCAL.txt
[2025-12-05T20:21:54.002848] [INFO ] [sig       ] [1211/3626] Completed FCAL in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:54.002886] [INFO ] [sig       ] [1212/3626] Forecasting FCBC...
[2025-12-05T20:21:54.002915] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-05T20:21:54.002945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-05T20:21:54.014113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2025-12-05T20:21:54.014412] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-05T20:21:54.015167] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-05T20:21:54.015216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:54.015247] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:54.015274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:54.015330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:54.072078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:54.072809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:54.072887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:54.072920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:54.192802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:54.192955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:54.192994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:54.193021] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:54.196452] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: UP (p=90.22%)
[2025-12-05T20:21:54.196799] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-05T20:21:54.196930] [INFO ] [sig       ] FCBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:54.337907] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FCBC.txt
[2025-12-05T20:21:54.338058] [INFO ] [sig       ] [1212/3626] Completed FCBC in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:54.338103] [INFO ] [sig       ] [1213/3626] Forecasting FCCO...
[2025-12-05T20:21:54.338133] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-05T20:21:54.338162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-05T20:21:54.348836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-05T20:21:54.349200] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-05T20:21:54.350013] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-05T20:21:54.350062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:54.350094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:54.350121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:54.350177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:54.407130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:54.408557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:54.408793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:54.408826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:54.533498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:54.533692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:54.533734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:54.533793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:54.537231] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-05T20:21:54.537489] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-05T20:21:54.537625] [INFO ] [sig       ] FCCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:54.676117] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCCO.txt
[2025-12-05T20:21:54.676237] [INFO ] [sig       ] [1213/3626] Completed FCCO in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:54.676274] [INFO ] [sig       ] [1214/3626] Forecasting FCEL...
[2025-12-05T20:21:54.676303] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-05T20:21:54.676331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-05T20:21:54.690427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2025-12-05T20:21:54.690934] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-05T20:21:54.692123] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-05T20:21:54.692193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:54.692245] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:54.692290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:54.692378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:54.760230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:54.761129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:54.761211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:54.761244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:54.877232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:54.877386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:54.877426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:54.877453] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:54.880808] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=31.26%)
[2025-12-05T20:21:54.881100] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-05T20:21:54.881246] [INFO ] [sig       ] FCEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:55.018065] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCEL.txt
[2025-12-05T20:21:55.018189] [INFO ] [sig       ] [1214/3626] Completed FCEL in 0.3s | 2.96 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-05T20:21:55.018228] [INFO ] [sig       ] [1215/3626] Forecasting FCF...
[2025-12-05T20:21:55.018257] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-05T20:21:55.018286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-05T20:21:55.028814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2025-12-05T20:21:55.029067] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-05T20:21:55.029829] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-05T20:21:55.029878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:55.029909] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:55.029935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:55.029992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:55.086519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:55.087135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:55.087208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:55.087239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:55.206833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:55.206937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:55.206971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:55.206999] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:55.210212] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-05T20:21:55.210465] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-05T20:21:55.210598] [INFO ] [sig       ] FCF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:55.348165] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCF.txt
[2025-12-05T20:21:55.348288] [INFO ] [sig       ] [1215/3626] Completed FCF in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:55.348325] [INFO ] [sig       ] [1216/3626] Forecasting FCFS...
[2025-12-05T20:21:55.348354] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-05T20:21:55.348384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-05T20:21:55.358791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-05T20:21:55.359033] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-05T20:21:55.359830] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-05T20:21:55.359879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:55.359910] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:55.359935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:55.359991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:55.416485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:55.417113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:55.417185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:55.417217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:55.534606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:55.534734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:55.534771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:55.534813] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:55.538040] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=89.80%)
[2025-12-05T20:21:55.538296] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-05T20:21:55.538412] [INFO ] [sig       ] FCFS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:55.677274] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FCFS.txt
[2025-12-05T20:21:55.677423] [INFO ] [sig       ] [1216/3626] Completed FCFS in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:55.677461] [INFO ] [sig       ] [1217/3626] Forecasting FCN...
[2025-12-05T20:21:55.677491] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-05T20:21:55.677520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-05T20:21:55.688306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-05T20:21:55.688593] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-05T20:21:55.689383] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-05T20:21:55.689432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:55.689463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:55.689487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:55.689541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:55.744899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:55.745595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:55.745672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:55.745703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:55.862704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:55.862854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:55.862893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:55.862921] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:55.866177] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: DOWN (p=1.20%)
[2025-12-05T20:21:55.866444] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-05T20:21:55.866587] [INFO ] [sig       ] FCN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:56.002124] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCN.txt
[2025-12-05T20:21:56.002249] [INFO ] [sig       ] [1217/3626] Completed FCN in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:56.002286] [INFO ] [sig       ] [1218/3626] Forecasting FCNCA...
[2025-12-05T20:21:56.002315] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-05T20:21:56.002344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-05T20:21:56.012803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-05T20:21:56.013042] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-05T20:21:56.013801] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-05T20:21:56.013849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:56.013879] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:56.013905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:56.013960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:56.069482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:56.070320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:56.070415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:56.070448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:56.185702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:56.185853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:56.185892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:56.185919] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:56.189250] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-05T20:21:56.189516] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-05T20:21:56.189689] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:56.330153] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCNCA.txt
[2025-12-05T20:21:56.330280] [INFO ] [sig       ] [1218/3626] Completed FCNCA in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:56.330319] [INFO ] [sig       ] [1219/3626] Forecasting FCNCO...
[2025-12-05T20:21:56.330348] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-05T20:21:56.330377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-05T20:21:56.340341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-05T20:21:56.340627] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-05T20:21:56.341377] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-05T20:21:56.341427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:56.341457] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:56.341483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:56.341537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:56.397611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:56.398273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:56.398347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:56.398378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:56.495414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:56.495530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:56.495564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:56.495608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:56.498746] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=51.51%)
[2025-12-05T20:21:56.499000] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-05T20:21:56.499118] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:56.635920] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FCNCO.txt
[2025-12-05T20:21:56.636064] [INFO ] [sig       ] [1219/3626] Completed FCNCO in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:56.636103] [INFO ] [sig       ] [1220/3626] Forecasting FCNCP...
[2025-12-05T20:21:56.636131] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-05T20:21:56.636160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-05T20:21:56.647563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-05T20:21:56.648030] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-05T20:21:56.648847] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-05T20:21:56.648899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:56.648947] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:56.648975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:56.649032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:56.711287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:56.712199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:56.712314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:56.712347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:56.812513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:56.812694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:56.812736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:56.812764] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:56.816604] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-05T20:21:56.816897] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-05T20:21:56.817036] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:56.968110] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCNCP.txt
[2025-12-05T20:21:56.968302] [INFO ] [sig       ] [1220/3626] Completed FCNCP in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:56.968362] [INFO ] [sig       ] [1221/3626] Forecasting FCTE...
[2025-12-05T20:21:56.968398] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-05T20:21:56.968428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-05T20:21:56.979411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-05T20:21:56.979733] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-05T20:21:56.980480] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-05T20:21:56.980530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:56.980561] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:56.980605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:56.980661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:57.036413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:57.037341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:57.037422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:57.037454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:57.153137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:57.153274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:57.153312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:57.153339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:57.156611] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-05T20:21:57.156876] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-05T20:21:57.156998] [INFO ] [sig       ] FCTE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:57.294636] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FCTE.txt
[2025-12-05T20:21:57.294758] [INFO ] [sig       ] [1221/3626] Completed FCTE in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:57.294796] [INFO ] [sig       ] [1222/3626] Forecasting FCX...
[2025-12-05T20:21:57.294824] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-05T20:21:57.294852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-05T20:21:57.305944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2025-12-05T20:21:57.306214] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-05T20:21:57.306984] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-05T20:21:57.307032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:57.307063] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:57.307088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:57.307142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:57.362127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:57.362737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:57.362812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:57.362843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:57.489923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:57.490059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:57.490096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:57.490123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:57.493325] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-05T20:21:57.493597] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-05T20:21:57.493721] [INFO ] [sig       ] FCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:57.629258] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FCX.txt
[2025-12-05T20:21:57.629361] [INFO ] [sig       ] [1222/3626] Completed FCX in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.6m
[2025-12-05T20:21:57.629397] [INFO ] [sig       ] [1223/3626] Forecasting FDBC...
[2025-12-05T20:21:57.629425] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-05T20:21:57.629453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-05T20:21:57.639006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDBC'.
[2025-12-05T20:21:57.639224] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-05T20:21:57.639976] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-05T20:21:57.640024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:57.640055] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:57.640080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:57.640135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:57.702182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:57.703061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:57.703158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:57.703202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:57.791061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:57.791208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:57.791247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:57.791276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:57.794555] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=80.70%)
[2025-12-05T20:21:57.794832] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-05T20:21:57.794948] [INFO ] [sig       ] FDBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:57.930673] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FDBC.txt
[2025-12-05T20:21:57.930839] [INFO ] [sig       ] [1223/3626] Completed FDBC in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:57.930878] [INFO ] [sig       ] [1224/3626] Forecasting FDIF...
[2025-12-05T20:21:57.930913] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-05T20:21:57.930944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-05T20:21:57.941564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-05T20:21:57.941936] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-05T20:21:57.942703] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-05T20:21:57.942752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:57.942784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:57.942809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:57.942863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:57.998313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:57.998990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:57.999067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:57.999098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:58.100187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:58.100340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:58.100380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:58.100408] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:58.103720] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: DOWN (p=15.77%)
[2025-12-05T20:21:58.103975] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-05T20:21:58.104093] [INFO ] [sig       ] FDIF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:58.240220] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FDIF.txt
[2025-12-05T20:21:58.240360] [INFO ] [sig       ] [1224/3626] Completed FDIF in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:58.240399] [INFO ] [sig       ] [1225/3626] Forecasting FDIG...
[2025-12-05T20:21:58.240427] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-05T20:21:58.240456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-05T20:21:58.251220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2025-12-05T20:21:58.251647] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-05T20:21:58.252671] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-05T20:21:58.252724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:58.252757] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:58.252785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:58.252843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:58.311221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:58.312133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:58.312237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:58.312287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:58.434922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:58.435087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:58.435133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:58.435162] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:58.438616] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: UP (p=67.30%)
[2025-12-05T20:21:58.438892] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-05T20:21:58.439015] [INFO ] [sig       ] FDIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:58.574250] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FDIG.txt
[2025-12-05T20:21:58.574389] [INFO ] [sig       ] [1225/3626] Completed FDIG in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:58.574426] [INFO ] [sig       ] [1226/3626] Forecasting FDP...
[2025-12-05T20:21:58.574456] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-05T20:21:58.574485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-05T20:21:58.584679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-05T20:21:58.584962] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-05T20:21:58.585775] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-05T20:21:58.585827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:58.585860] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:58.585886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:58.585942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:58.641244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:58.641920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:58.641997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:58.642028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:58.763540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:58.763709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:58.763749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:58.763780] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:58.767133] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-12-05T20:21:58.767401] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-05T20:21:58.767525] [INFO ] [sig       ] FDP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:58.921596] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FDP.txt
[2025-12-05T20:21:58.921745] [INFO ] [sig       ] [1226/3626] Completed FDP in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:58.921784] [INFO ] [sig       ] [1227/3626] Forecasting FDS...
[2025-12-05T20:21:58.921813] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-05T20:21:58.921842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-05T20:21:58.931986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-05T20:21:58.932274] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-05T20:21:58.933091] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-05T20:21:58.933143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:58.933204] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:58.933239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:58.933313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:58.990286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:58.991145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:58.991223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:58.991255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:59.109275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:59.109423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:59.109461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:59.109506] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:59.112770] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=14.18%)
[2025-12-05T20:21:59.113031] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-05T20:21:59.113148] [INFO ] [sig       ] FDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:59.253862] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FDS.txt
[2025-12-05T20:21:59.254012] [INFO ] [sig       ] [1227/3626] Completed FDS in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:59.254072] [INFO ] [sig       ] [1228/3626] Forecasting FDTX...
[2025-12-05T20:21:59.254100] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-05T20:21:59.254131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-05T20:21:59.264980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-05T20:21:59.265334] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-05T20:21:59.266184] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-05T20:21:59.266236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:59.266269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:59.266296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:59.266354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:59.323783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:59.324626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:59.324709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:59.324742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:59.443825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:59.443971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:59.444011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:59.444038] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:59.447267] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=99.49%)
[2025-12-05T20:21:59.447527] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-05T20:21:59.447665] [INFO ] [sig       ] FDTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:21:59.585594] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FDTX.txt
[2025-12-05T20:21:59.585748] [INFO ] [sig       ] [1228/3626] Completed FDTX in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:59.585789] [INFO ] [sig       ] [1229/3626] Forecasting FDUS...
[2025-12-05T20:21:59.585818] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-05T20:21:59.585848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-05T20:21:59.596928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2025-12-05T20:21:59.597281] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-05T20:21:59.598149] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-05T20:21:59.598199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:59.598231] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:59.598258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:59.598316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:59.655540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:59.656399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:59.656486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:59.656562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:21:59.779367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:21:59.779524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:21:59.779564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:21:59.779613] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:21:59.783056] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=11.44%)
[2025-12-05T20:21:59.783322] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-05T20:21:59.783447] [INFO ] [sig       ] FDUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:21:59.925380] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FDUS.txt
[2025-12-05T20:21:59.925530] [INFO ] [sig       ] [1229/3626] Completed FDUS in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:21:59.925567] [INFO ] [sig       ] [1230/3626] Forecasting FDX...
[2025-12-05T20:21:59.925619] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-05T20:21:59.925650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-05T20:21:59.936632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-05T20:21:59.936922] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-05T20:21:59.937690] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-05T20:21:59.937740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:21:59.937771] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:21:59.937816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:21:59.937873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:21:59.993052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:21:59.993889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:21:59.993968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:21:59.994000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:00.124230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:00.124379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:00.124420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:00.124480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:00.127932] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-05T20:22:00.128197] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-05T20:22:00.128318] [INFO ] [sig       ] FDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:00.269147] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FDX.txt
[2025-12-05T20:22:00.269290] [INFO ] [sig       ] [1230/3626] Completed FDX in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:22:00.269328] [INFO ] [sig       ] [1231/3626] Forecasting FE...
[2025-12-05T20:22:00.269356] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-05T20:22:00.269385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-05T20:22:00.279969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-05T20:22:00.280234] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-05T20:22:00.281000] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-05T20:22:00.281048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:00.281079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:00.281105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:00.281173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:00.337181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:00.337912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:00.337986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:00.338017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:00.453401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:00.453521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:00.453559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:00.453611] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:00.456859] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=83.01%)
[2025-12-05T20:22:00.457117] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-05T20:22:00.457234] [INFO ] [sig       ] FE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:00.598380] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FE.txt
[2025-12-05T20:22:00.598530] [INFO ] [sig       ] [1231/3626] Completed FE in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:22:00.598585] [INFO ] [sig       ] [1232/3626] Forecasting FEIM...
[2025-12-05T20:22:00.598616] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-05T20:22:00.598652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-05T20:22:00.609635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2025-12-05T20:22:00.609915] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-05T20:22:00.610731] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-05T20:22:00.610783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:00.610815] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:00.610842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:00.610898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:00.669931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:00.670595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:00.670688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:00.670728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:00.791156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:00.791303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:00.791343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:00.791374] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:00.794738] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-05T20:22:00.795006] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-05T20:22:00.795129] [INFO ] [sig       ] FEIM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:00.934069] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEIM.txt
[2025-12-05T20:22:00.934234] [INFO ] [sig       ] [1232/3626] Completed FEIM in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:22:00.934274] [INFO ] [sig       ] [1233/3626] Forecasting FELE...
[2025-12-05T20:22:00.934305] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-05T20:22:00.934334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-05T20:22:00.944916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2025-12-05T20:22:00.945284] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-05T20:22:00.946064] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-05T20:22:00.946130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:00.946161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:00.946187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:00.946242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:01.004206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:01.005059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:01.005147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:01.005182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:01.125173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:01.125331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:01.125371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:01.125401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:01.128930] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2025-12-05T20:22:01.129238] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-05T20:22:01.129374] [INFO ] [sig       ] FELE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:01.271539] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FELE.txt
[2025-12-05T20:22:01.271712] [INFO ] [sig       ] [1233/3626] Completed FELE in 0.3s | 2.96 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-05T20:22:01.271750] [INFO ] [sig       ] [1234/3626] Forecasting FEM...
[2025-12-05T20:22:01.271778] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-05T20:22:01.271808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-05T20:22:01.282391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-05T20:22:01.282820] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-05T20:22:01.283616] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-05T20:22:01.283671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:01.283706] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:01.283732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:01.283790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:01.340482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:01.341336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:01.341422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:01.341454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:01.464385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:01.464538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:01.464599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:01.464631] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:01.468015] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-05T20:22:01.468284] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-05T20:22:01.468408] [INFO ] [sig       ] FEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:01.632564] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEM.txt
[2025-12-05T20:22:01.632797] [INFO ] [sig       ] [1234/3626] Completed FEM in 0.4s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:01.632856] [INFO ] [sig       ] [1235/3626] Forecasting FEMB...
[2025-12-05T20:22:01.632901] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-05T20:22:01.632944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-05T20:22:01.645538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-05T20:22:01.645943] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-05T20:22:01.646753] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-05T20:22:01.646803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:01.646835] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:01.646861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:01.646916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:01.707392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:01.708341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:01.708651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:01.708706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:01.857287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:01.857445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:01.857487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:01.857522] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:01.861263] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=77.83%)
[2025-12-05T20:22:01.861601] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-05T20:22:01.861742] [INFO ] [sig       ] FEMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:02.016452] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEMB.txt
[2025-12-05T20:22:02.016672] [INFO ] [sig       ] [1235/3626] Completed FEMB in 0.4s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:02.016721] [INFO ] [sig       ] [1236/3626] Forecasting FEMS...
[2025-12-05T20:22:02.016752] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-05T20:22:02.016783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-05T20:22:02.029648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-05T20:22:02.030067] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-05T20:22:02.030959] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-05T20:22:02.031011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:02.031042] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:02.031068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:02.031125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:02.094024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:02.095119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:02.095216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:02.095249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:02.253541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:02.253751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:02.253818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:02.253867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:02.259244] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-05T20:22:02.259782] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-05T20:22:02.259992] [INFO ] [sig       ] FEMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:02.469761] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEMS.txt
[2025-12-05T20:22:02.470007] [INFO ] [sig       ] [1236/3626] Completed FEMS in 0.5s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:02.470067] [INFO ] [sig       ] [1237/3626] Forecasting FEP...
[2025-12-05T20:22:02.470118] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-05T20:22:02.470168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-05T20:22:02.488841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-05T20:22:02.489338] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-05T20:22:02.490554] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-05T20:22:02.490670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:02.490718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:02.490760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:02.490841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:02.560632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:02.561541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:02.561699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:02.561743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:02.713852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:02.714066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:02.714131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:02.714172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:02.719629] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-05T20:22:02.720115] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-05T20:22:02.720306] [INFO ] [sig       ] FEP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:02.881947] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEP.txt
[2025-12-05T20:22:02.882098] [INFO ] [sig       ] [1237/3626] Completed FEP in 0.4s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:02.882139] [INFO ] [sig       ] [1238/3626] Forecasting FEPI...
[2025-12-05T20:22:02.882167] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-05T20:22:02.882196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-05T20:22:02.896140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-05T20:22:02.896609] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-05T20:22:02.897515] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-05T20:22:02.897605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:02.897647] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:02.897678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:02.897749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:02.956131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:02.956990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:02.957073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:02.957107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:03.079970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:03.080141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:03.080182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:03.080211] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:03.084303] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2025-12-05T20:22:03.084645] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-05T20:22:03.084785] [INFO ] [sig       ] FEPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:03.243074] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FEPI.txt
[2025-12-05T20:22:03.243231] [INFO ] [sig       ] [1238/3626] Completed FEPI in 0.4s | 2.95 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:03.243271] [INFO ] [sig       ] [1239/3626] Forecasting FERG...
[2025-12-05T20:22:03.243302] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-05T20:22:03.243336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-05T20:22:03.254882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-05T20:22:03.255259] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-05T20:22:03.256125] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-05T20:22:03.256178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:03.256209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:03.256236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:03.256292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:03.317351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:03.318297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:03.318394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:03.318442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:03.442031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:03.442184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:03.442226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:03.442254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:03.445633] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=55.22%)
[2025-12-05T20:22:03.445916] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-05T20:22:03.446046] [INFO ] [sig       ] FERG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:03.585685] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FERG.txt
[2025-12-05T20:22:03.585829] [INFO ] [sig       ] [1239/3626] Completed FERG in 0.3s | 2.95 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:03.585868] [INFO ] [sig       ] [1240/3626] Forecasting FEX...
[2025-12-05T20:22:03.585897] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-05T20:22:03.585927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-05T20:22:03.596884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-05T20:22:03.597147] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-05T20:22:03.597948] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-05T20:22:03.597998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:03.598029] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:03.598056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:03.598112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:03.654707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:03.655520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:03.655617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:03.655652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:03.764927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:03.765096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:03.765136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:03.765165] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:03.768494] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-05T20:22:03.768790] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-05T20:22:03.768923] [INFO ] [sig       ] FEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:03.908689] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FEX.txt
[2025-12-05T20:22:03.908869] [INFO ] [sig       ] [1240/3626] Completed FEX in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:03.908910] [INFO ] [sig       ] [1241/3626] Forecasting FF...
[2025-12-05T20:22:03.908941] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-05T20:22:03.908971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-05T20:22:03.919394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-05T20:22:03.919757] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-05T20:22:03.920510] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-05T20:22:03.920560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:03.920613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:03.920642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:03.920699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:03.977202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:03.977980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:03.978057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:03.978089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:04.097552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:04.097722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:04.097769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:04.097820] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:04.101465] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-05T20:22:04.101760] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-05T20:22:04.101883] [INFO ] [sig       ] FF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:04.246832] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FF.txt
[2025-12-05T20:22:04.246987] [INFO ] [sig       ] [1241/3626] Completed FF in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.5m
[2025-12-05T20:22:04.247025] [INFO ] [sig       ] [1242/3626] Forecasting FFA...
[2025-12-05T20:22:04.247054] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-05T20:22:04.247084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-05T20:22:04.257786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-05T20:22:04.258180] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-05T20:22:04.258953] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-05T20:22:04.259003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:04.259034] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:04.259060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:04.259115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:04.320150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:04.321100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:04.321183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:04.321216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:04.436557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:04.436725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:04.436765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:04.436793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:04.440219] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2025-12-05T20:22:04.440481] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-05T20:22:04.440621] [INFO ] [sig       ] FFA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:04.578069] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FFA.txt
[2025-12-05T20:22:04.578197] [INFO ] [sig       ] [1242/3626] Completed FFA in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:04.578235] [INFO ] [sig       ] [1243/3626] Forecasting FFBC...
[2025-12-05T20:22:04.578264] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-05T20:22:04.578293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-05T20:22:04.589612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-05T20:22:04.589895] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-05T20:22:04.590676] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-05T20:22:04.590726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:04.590758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:04.590789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:04.590845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:04.646676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:04.647443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:04.647520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:04.647552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:04.765715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:04.765865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:04.765903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:04.765932] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:04.769300] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=43.83%)
[2025-12-05T20:22:04.769559] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-05T20:22:04.769698] [INFO ] [sig       ] FFBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:04.911778] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FFBC.txt
[2025-12-05T20:22:04.911912] [INFO ] [sig       ] [1243/3626] Completed FFBC in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:04.911950] [INFO ] [sig       ] [1244/3626] Forecasting FFC...
[2025-12-05T20:22:04.911978] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-05T20:22:04.912007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-05T20:22:04.922793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-05T20:22:04.923056] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-05T20:22:04.923822] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-05T20:22:04.923882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:04.923960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:04.923988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:04.924044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:04.981564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:04.982174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:04.982246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:04.982276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:05.101306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:05.101456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:05.101495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:05.101523] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:05.104863] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-05T20:22:05.105125] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-05T20:22:05.105244] [INFO ] [sig       ] FFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:05.248632] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FFC.txt
[2025-12-05T20:22:05.248828] [INFO ] [sig       ] [1244/3626] Completed FFC in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:05.248881] [INFO ] [sig       ] [1245/3626] Forecasting FFIC...
[2025-12-05T20:22:05.248934] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-05T20:22:05.248969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-05T20:22:05.260723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-05T20:22:05.261065] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-05T20:22:05.261846] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-05T20:22:05.261897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:05.261928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:05.261953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:05.262010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:05.321397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:05.322300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:05.322387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:05.322420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:05.443408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:05.443560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:05.443619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:05.443648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:05.446960] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: UP (p=74.14%)
[2025-12-05T20:22:05.447220] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-05T20:22:05.447339] [INFO ] [sig       ] FFIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:05.586250] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FFIC.txt
[2025-12-05T20:22:05.586401] [INFO ] [sig       ] [1245/3626] Completed FFIC in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:05.586440] [INFO ] [sig       ] [1246/3626] Forecasting FFIN...
[2025-12-05T20:22:05.586468] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-05T20:22:05.586498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-05T20:22:05.597824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-05T20:22:05.598130] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-05T20:22:05.598910] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-05T20:22:05.598961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:05.598993] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:05.599019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:05.599074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:05.657307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:05.658205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:05.658286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:05.658318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:05.776890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:05.777047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:05.777089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:05.777116] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:05.780566] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-05T20:22:05.780856] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-05T20:22:05.780978] [INFO ] [sig       ] FFIN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:05.927703] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FFIN.txt
[2025-12-05T20:22:05.927880] [INFO ] [sig       ] [1246/3626] Completed FFIN in 0.3s | 2.96 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:05.927920] [INFO ] [sig       ] [1247/3626] Forecasting FFWM...
[2025-12-05T20:22:05.927950] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-05T20:22:05.927980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-05T20:22:05.940748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-05T20:22:05.941263] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-05T20:22:05.942241] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-05T20:22:05.942294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:05.942327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:05.942352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:05.942408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:06.000398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:06.001521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:06.001650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:06.001690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:06.134217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:06.134443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:06.134490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:06.134599] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:06.138772] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-05T20:22:06.139106] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-05T20:22:06.139255] [INFO ] [sig       ] FFWM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:06.303668] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FFWM.txt
[2025-12-05T20:22:06.303840] [INFO ] [sig       ] [1247/3626] Completed FFWM in 0.4s | 2.95 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:06.303890] [INFO ] [sig       ] [1248/3626] Forecasting FG...
[2025-12-05T20:22:06.303920] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-05T20:22:06.303953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-05T20:22:06.315453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-05T20:22:06.315779] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-05T20:22:06.316680] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-05T20:22:06.316743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:06.316781] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:06.316807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:06.316863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:06.378012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:06.378853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:06.378938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:06.378970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:06.499583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:06.499747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:06.499793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:06.499827] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:06.503165] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2025-12-05T20:22:06.503420] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-05T20:22:06.503538] [INFO ] [sig       ] FG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:06.641002] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FG.txt
[2025-12-05T20:22:06.641150] [INFO ] [sig       ] [1248/3626] Completed FG in 0.3s | 2.95 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:06.641188] [INFO ] [sig       ] [1249/3626] Forecasting FGEN...
[2025-12-05T20:22:06.641216] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-05T20:22:06.641244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-05T20:22:06.655283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-05T20:22:06.655963] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-05T20:22:06.657080] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-05T20:22:06.657143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:06.657178] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:06.657207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:06.657269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:06.717327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:06.718523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:06.718658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:06.718696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:06.845264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:06.845509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:06.845560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:06.845616] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:06.851168] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2025-12-05T20:22:06.851745] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-05T20:22:06.851946] [INFO ] [sig       ] FGEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:06.993408] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FGEN.txt
[2025-12-05T20:22:06.993592] [INFO ] [sig       ] [1249/3626] Completed FGEN in 0.4s | 2.95 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-05T20:22:06.993634] [INFO ] [sig       ] [1250/3626] Forecasting FHB...
[2025-12-05T20:22:06.993662] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-05T20:22:06.993693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-05T20:22:07.005252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-05T20:22:07.005604] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-05T20:22:07.006394] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-05T20:22:07.006444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:07.006475] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:07.006501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:07.006555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:07.062738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:07.063558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:07.063661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:07.063693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:07.180414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:07.180592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:07.180635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:07.180663] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:07.184061] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-05T20:22:07.184323] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-05T20:22:07.184443] [INFO ] [sig       ] FHB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:07.322809] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FHB.txt
[2025-12-05T20:22:07.322966] [INFO ] [sig       ] [1250/3626] Completed FHB in 0.3s | 2.95 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:07.323004] [INFO ] [sig       ] [1251/3626] Forecasting FHI...
[2025-12-05T20:22:07.323034] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-05T20:22:07.323063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-05T20:22:07.334359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-05T20:22:07.334643] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-05T20:22:07.335403] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-05T20:22:07.335453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:07.335483] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:07.335509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:07.335563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:07.390989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:07.391607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:07.391681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:07.391712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:07.509131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:07.509280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:07.509320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:07.509367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:07.512668] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=69.84%)
[2025-12-05T20:22:07.512936] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-05T20:22:07.513057] [INFO ] [sig       ] FHI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:07.650045] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FHI.txt
[2025-12-05T20:22:07.650162] [INFO ] [sig       ] [1251/3626] Completed FHI in 0.3s | 2.95 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:07.650200] [INFO ] [sig       ] [1252/3626] Forecasting FHN...
[2025-12-05T20:22:07.650228] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-05T20:22:07.650257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-05T20:22:07.661189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-05T20:22:07.661452] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-05T20:22:07.662206] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-05T20:22:07.662256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:07.662286] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:07.662311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:07.662366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:07.718869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:07.719476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:07.719550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:07.719599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:07.835914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:07.836061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:07.836100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:07.836128] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:07.839433] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=62.90%)
[2025-12-05T20:22:07.839715] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-05T20:22:07.839835] [INFO ] [sig       ] FHN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:07.977834] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FHN.txt
[2025-12-05T20:22:07.977989] [INFO ] [sig       ] [1252/3626] Completed FHN in 0.3s | 2.95 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:07.978027] [INFO ] [sig       ] [1253/3626] Forecasting FHTX...
[2025-12-05T20:22:07.978055] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-05T20:22:07.978083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-05T20:22:07.988230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2025-12-05T20:22:07.988490] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-05T20:22:07.989241] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-05T20:22:07.989290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:07.989320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:07.989346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:07.989401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:08.047408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:08.048108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:08.048189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:08.048236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:08.166930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:08.167080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:08.167121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:08.167148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:08.170534] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-05T20:22:08.170815] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-05T20:22:08.170937] [INFO ] [sig       ] FHTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:08.309591] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FHTX.txt
[2025-12-05T20:22:08.309716] [INFO ] [sig       ] [1253/3626] Completed FHTX in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:08.309757] [INFO ] [sig       ] [1254/3626] Forecasting FIBK...
[2025-12-05T20:22:08.309786] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-05T20:22:08.309815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-05T20:22:08.320681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-05T20:22:08.320985] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-05T20:22:08.321764] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-05T20:22:08.321815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:08.321846] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:08.321872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:08.321947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:08.379134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:08.379792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:08.379920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:08.379960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:08.501065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:08.501216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:08.501259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:08.501288] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:08.504670] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-05T20:22:08.504945] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-05T20:22:08.505069] [INFO ] [sig       ] FIBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:08.646874] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIBK.txt
[2025-12-05T20:22:08.647005] [INFO ] [sig       ] [1254/3626] Completed FIBK in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:08.647043] [INFO ] [sig       ] [1255/3626] Forecasting FICO...
[2025-12-05T20:22:08.647072] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-05T20:22:08.647101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-05T20:22:08.658031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2025-12-05T20:22:08.658332] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-05T20:22:08.659116] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-05T20:22:08.659167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:08.659199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:08.659241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:08.659299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:08.715677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:08.716350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:08.716430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:08.716462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:08.840997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:08.841173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:08.841219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:08.841248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:08.844726] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: UP (p=53.17%)
[2025-12-05T20:22:08.845009] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-05T20:22:08.845132] [INFO ] [sig       ] FICO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:08.985138] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FICO.txt
[2025-12-05T20:22:08.985271] [INFO ] [sig       ] [1255/3626] Completed FICO in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:08.985309] [INFO ] [sig       ] [1256/3626] Forecasting FICS...
[2025-12-05T20:22:08.985337] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-05T20:22:08.985366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-05T20:22:08.996281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-05T20:22:08.996610] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-05T20:22:08.997378] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-05T20:22:08.997429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:08.997461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:08.997488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:08.997546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:09.064548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:09.065351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:09.065429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:09.065460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:09.185515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:09.185687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:09.185726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:09.185754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:09.189063] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2025-12-05T20:22:09.189321] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-05T20:22:09.189443] [INFO ] [sig       ] FICS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:09.325693] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FICS.txt
[2025-12-05T20:22:09.325819] [INFO ] [sig       ] [1256/3626] Completed FICS in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:09.325856] [INFO ] [sig       ] [1257/3626] Forecasting FID...
[2025-12-05T20:22:09.325885] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-05T20:22:09.325914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-05T20:22:09.336413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-05T20:22:09.336745] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-05T20:22:09.337514] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-05T20:22:09.337565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:09.337625] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:09.337653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:09.337711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:09.393900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:09.394561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:09.394652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:09.394684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:09.521906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:09.522142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:09.522206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:09.522257] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:09.527265] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=88.01%)
[2025-12-05T20:22:09.527828] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-05T20:22:09.528085] [INFO ] [sig       ] FID: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:09.675490] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FID.txt
[2025-12-05T20:22:09.675706] [INFO ] [sig       ] [1257/3626] Completed FID in 0.3s | 2.95 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:09.675746] [INFO ] [sig       ] [1258/3626] Forecasting FIGS...
[2025-12-05T20:22:09.675776] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-05T20:22:09.675805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-05T20:22:09.686360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-05T20:22:09.686759] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-05T20:22:09.687511] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-05T20:22:09.687560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:09.687615] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:09.687643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:09.687699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:09.743391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:09.744152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:09.744232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:09.744264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:09.862949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:09.863099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:09.863138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:09.863166] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:09.866402] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-05T20:22:09.866684] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-05T20:22:09.866802] [INFO ] [sig       ] FIGS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:10.007001] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FIGS.txt
[2025-12-05T20:22:10.007139] [INFO ] [sig       ] [1258/3626] Completed FIGS in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:10.007178] [INFO ] [sig       ] [1259/3626] Forecasting FIHL...
[2025-12-05T20:22:10.007206] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-05T20:22:10.007242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-05T20:22:10.018864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-05T20:22:10.019211] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-05T20:22:10.020030] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-05T20:22:10.020084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:10.020118] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:10.020146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:10.020204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:10.082587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:10.083426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:10.083507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:10.083540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:10.199996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:10.200148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:10.200187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:10.200216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:10.203478] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=15.16%)
[2025-12-05T20:22:10.203753] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-05T20:22:10.203873] [INFO ] [sig       ] FIHL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:10.340704] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIHL.txt
[2025-12-05T20:22:10.340831] [INFO ] [sig       ] [1259/3626] Completed FIHL in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.4m
[2025-12-05T20:22:10.340868] [INFO ] [sig       ] [1260/3626] Forecasting FINS...
[2025-12-05T20:22:10.340899] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-05T20:22:10.340928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-05T20:22:10.352070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2025-12-05T20:22:10.352410] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-05T20:22:10.353216] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-05T20:22:10.353266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:10.353297] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:10.353323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:10.353377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:10.408540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:10.409412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:10.409494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:10.409525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:10.526132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:10.526284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:10.526322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:10.526350] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:10.529699] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2025-12-05T20:22:10.529987] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-05T20:22:10.530117] [INFO ] [sig       ] FINS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:10.666930] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FINS.txt
[2025-12-05T20:22:10.667079] [INFO ] [sig       ] [1260/3626] Completed FINS in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:10.667117] [INFO ] [sig       ] [1261/3626] Forecasting FINX...
[2025-12-05T20:22:10.667146] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-05T20:22:10.667175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-05T20:22:10.678031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-05T20:22:10.678379] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-05T20:22:10.679147] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-05T20:22:10.679196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:10.679253] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:10.679281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:10.679336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:10.735931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:10.736748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:10.736826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:10.736860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:10.853025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:10.853177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:10.853215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:10.853243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:10.856614] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: UP (p=97.33%)
[2025-12-05T20:22:10.856880] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-05T20:22:10.857005] [INFO ] [sig       ] FINX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:10.994567] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FINX.txt
[2025-12-05T20:22:10.994703] [INFO ] [sig       ] [1261/3626] Completed FINX in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:10.994748] [INFO ] [sig       ] [1262/3626] Forecasting FIP...
[2025-12-05T20:22:10.994776] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-05T20:22:10.994805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-05T20:22:11.005506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-05T20:22:11.005762] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-05T20:22:11.006500] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-05T20:22:11.006549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:11.006600] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:11.006629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:11.006683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:11.062193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:11.062809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:11.062882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:11.062914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:11.181992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:11.182150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:11.182189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:11.182217] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:11.185547] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-05T20:22:11.185828] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-05T20:22:11.185944] [INFO ] [sig       ] FIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:11.323128] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIP.txt
[2025-12-05T20:22:11.323247] [INFO ] [sig       ] [1262/3626] Completed FIP in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:11.323284] [INFO ] [sig       ] [1263/3626] Forecasting FIS...
[2025-12-05T20:22:11.323312] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-05T20:22:11.323342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-05T20:22:11.333807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2025-12-05T20:22:11.334068] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-05T20:22:11.334819] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-05T20:22:11.334869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:11.334900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:11.334925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:11.334980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:11.391285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:11.391909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:11.391984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:11.392017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:11.511214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:11.511365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:11.511403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:11.511431] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:11.514700] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2025-12-05T20:22:11.514958] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-05T20:22:11.515076] [INFO ] [sig       ] FIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:11.652157] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIS.txt
[2025-12-05T20:22:11.652286] [INFO ] [sig       ] [1263/3626] Completed FIS in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:11.652324] [INFO ] [sig       ] [1264/3626] Forecasting FISI...
[2025-12-05T20:22:11.652353] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-05T20:22:11.652382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-05T20:22:11.665699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-05T20:22:11.666273] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-05T20:22:11.667258] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-05T20:22:11.667312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:11.667345] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:11.667371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:11.667429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:11.732007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:11.733128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:11.733219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:11.733253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:11.856895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:11.857073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:11.857114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:11.857179] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:11.860613] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-05T20:22:11.860888] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-05T20:22:11.861017] [INFO ] [sig       ] FISI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:11.998325] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FISI.txt
[2025-12-05T20:22:11.998455] [INFO ] [sig       ] [1264/3626] Completed FISI in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:11.998494] [INFO ] [sig       ] [1265/3626] Forecasting FITB...
[2025-12-05T20:22:11.998521] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-05T20:22:11.998550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-05T20:22:12.009035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-05T20:22:12.009287] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-05T20:22:12.010045] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-05T20:22:12.010096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:12.010128] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:12.010154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:12.010209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:12.065711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:12.066479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:12.066559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:12.066611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:12.185259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:12.185429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:12.185469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:12.185496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:12.188896] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=46.84%)
[2025-12-05T20:22:12.189174] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-05T20:22:12.189303] [INFO ] [sig       ] FITB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:12.324512] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FITB.txt
[2025-12-05T20:22:12.324671] [INFO ] [sig       ] [1265/3626] Completed FITB in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:12.324710] [INFO ] [sig       ] [1266/3626] Forecasting FITBI...
[2025-12-05T20:22:12.324739] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-05T20:22:12.324768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-05T20:22:12.335252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2025-12-05T20:22:12.335513] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-05T20:22:12.336297] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-05T20:22:12.336347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:12.336379] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:12.336405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:12.336477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:12.391721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:12.392385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:12.392459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:12.392491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:12.512320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:12.512486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:12.512527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:12.512555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:12.515957] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-12-05T20:22:12.516277] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-05T20:22:12.516409] [INFO ] [sig       ] FITBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:12.657441] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FITBI.txt
[2025-12-05T20:22:12.657594] [INFO ] [sig       ] [1266/3626] Completed FITBI in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:12.657636] [INFO ] [sig       ] [1267/3626] Forecasting FITBO...
[2025-12-05T20:22:12.657664] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-05T20:22:12.657694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-05T20:22:12.668602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-05T20:22:12.668963] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-05T20:22:12.669763] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-05T20:22:12.669812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:12.669842] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:12.669868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:12.669924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:12.726064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:12.726800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:12.726900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:12.726933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:12.845235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:12.845390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:12.845429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:12.845457] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:12.848950] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-05T20:22:12.849235] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-05T20:22:12.849364] [INFO ] [sig       ] FITBO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:12.986112] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FITBO.txt
[2025-12-05T20:22:12.986272] [INFO ] [sig       ] [1267/3626] Completed FITBO in 0.3s | 2.96 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-05T20:22:12.986311] [INFO ] [sig       ] [1268/3626] Forecasting FIVE...
[2025-12-05T20:22:12.986338] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-05T20:22:12.986367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-05T20:22:12.995755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-05T20:22:12.996069] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-05T20:22:12.996846] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-05T20:22:12.996910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:12.996942] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:12.996968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:12.997023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:13.051693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:13.052523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:13.052636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:13.052670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:13.183708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:13.183863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:13.183905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:13.183933] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:13.187456] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-05T20:22:13.187754] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-05T20:22:13.187902] [INFO ] [sig       ] FIVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:13.335848] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FIVE.txt
[2025-12-05T20:22:13.335995] [INFO ] [sig       ] [1268/3626] Completed FIVE in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:13.336048] [INFO ] [sig       ] [1269/3626] Forecasting FIVN...
[2025-12-05T20:22:13.336083] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-05T20:22:13.336113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-05T20:22:13.348125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-05T20:22:13.348427] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-05T20:22:13.349230] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-05T20:22:13.349282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:13.349313] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:13.349338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:13.349395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:13.408178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:13.409048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:13.409132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:13.409164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:13.544089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:13.544247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:13.544288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:13.544315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:13.547868] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=13.80%)
[2025-12-05T20:22:13.548164] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-05T20:22:13.548296] [INFO ] [sig       ] FIVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:13.709357] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIVN.txt
[2025-12-05T20:22:13.709499] [INFO ] [sig       ] [1269/3626] Completed FIVN in 0.4s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:13.709538] [INFO ] [sig       ] [1270/3626] Forecasting FIX...
[2025-12-05T20:22:13.709566] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-05T20:22:13.709617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-05T20:22:13.720870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-05T20:22:13.721165] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-05T20:22:13.721953] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-05T20:22:13.722014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:13.722052] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:13.722085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:13.722147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:13.781545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:13.782274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:13.782379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:13.782413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:13.907189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:13.907351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:13.907392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:13.907420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:13.910841] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=10.18%)
[2025-12-05T20:22:13.911110] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-05T20:22:13.911236] [INFO ] [sig       ] FIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:14.053262] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIX.txt
[2025-12-05T20:22:14.053400] [INFO ] [sig       ] [1270/3626] Completed FIX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:14.053440] [INFO ] [sig       ] [1271/3626] Forecasting FIXD...
[2025-12-05T20:22:14.053469] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-05T20:22:14.053499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-05T20:22:14.064259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-05T20:22:14.064536] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-05T20:22:14.065380] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-05T20:22:14.065440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:14.065484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:14.065517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:14.065590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:14.125560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:14.126423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:14.126552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:14.126604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:14.253336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:14.253498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:14.253542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:14.253569] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:14.257247] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-05T20:22:14.257547] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-05T20:22:14.257693] [INFO ] [sig       ] FIXD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:14.408625] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FIXD.txt
[2025-12-05T20:22:14.408808] [INFO ] [sig       ] [1271/3626] Completed FIXD in 0.4s | 2.95 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:14.408850] [INFO ] [sig       ] [1272/3626] Forecasting FIZZ...
[2025-12-05T20:22:14.408881] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-05T20:22:14.408918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-05T20:22:14.419457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-05T20:22:14.419799] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-05T20:22:14.420626] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-05T20:22:14.420678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:14.420709] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:14.420736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:14.420791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:14.478677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:14.479462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:14.479540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:14.479590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:14.598904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:14.599056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:14.599102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:14.599133] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:14.602459] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2025-12-05T20:22:14.602740] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-05T20:22:14.602870] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:14.740975] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FIZZ.txt
[2025-12-05T20:22:14.741092] [INFO ] [sig       ] [1272/3626] Completed FIZZ in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:14.741129] [INFO ] [sig       ] [1273/3626] Forecasting FJP...
[2025-12-05T20:22:14.741155] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-05T20:22:14.741185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-05T20:22:14.752168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-05T20:22:14.752425] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-05T20:22:14.753179] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-05T20:22:14.753229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:14.753259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:14.753285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:14.753341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:14.811550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:14.812244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:14.812323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:14.812360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:14.923462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:14.923630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:14.923673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:14.923702] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:14.927111] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-05T20:22:14.927390] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-05T20:22:14.927513] [INFO ] [sig       ] FJP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:15.065734] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FJP.txt
[2025-12-05T20:22:15.065855] [INFO ] [sig       ] [1273/3626] Completed FJP in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:15.065892] [INFO ] [sig       ] [1274/3626] Forecasting FLEX...
[2025-12-05T20:22:15.065920] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-05T20:22:15.065949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-05T20:22:15.076598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-05T20:22:15.076855] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-05T20:22:15.077618] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-05T20:22:15.077667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:15.077698] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:15.077724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:15.077780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:15.135017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:15.135634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:15.135710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:15.135743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:15.259876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:15.259992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:15.260035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:15.260063] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:15.263412] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: DOWN (p=40.88%)
[2025-12-05T20:22:15.263696] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-05T20:22:15.263825] [INFO ] [sig       ] FLEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:15.402094] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLEX.txt
[2025-12-05T20:22:15.402280] [INFO ] [sig       ] [1274/3626] Completed FLEX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:15.402318] [INFO ] [sig       ] [1275/3626] Forecasting FLGC...
[2025-12-05T20:22:15.402347] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-05T20:22:15.402377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-05T20:22:15.412855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-05T20:22:15.413174] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-05T20:22:15.414001] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-05T20:22:15.414052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:15.414084] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:15.414110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:15.414165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:15.472331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:15.473086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:15.473164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:15.473197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:15.587099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:15.587270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:15.587310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:15.587337] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:15.590814] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: UP (p=58.04%)
[2025-12-05T20:22:15.591082] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-05T20:22:15.591202] [INFO ] [sig       ] FLGC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:15.730524] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FLGC.txt
[2025-12-05T20:22:15.730666] [INFO ] [sig       ] [1275/3626] Completed FLGC in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:15.730711] [INFO ] [sig       ] [1276/3626] Forecasting FLL...
[2025-12-05T20:22:15.730740] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-05T20:22:15.730769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-05T20:22:15.741677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-05T20:22:15.741966] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-05T20:22:15.742786] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-05T20:22:15.742838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:15.742871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:15.742898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:15.742955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:15.800168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:15.800928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:15.801010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:15.801046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:15.916859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:15.917013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:15.917052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:15.917081] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:15.920442] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2025-12-05T20:22:15.920735] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-05T20:22:15.920860] [INFO ] [sig       ] FLL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:16.058092] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLL.txt
[2025-12-05T20:22:16.058217] [INFO ] [sig       ] [1276/3626] Completed FLL in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.3m
[2025-12-05T20:22:16.058254] [INFO ] [sig       ] [1277/3626] Forecasting FLNC...
[2025-12-05T20:22:16.058283] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-05T20:22:16.058311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-05T20:22:16.068533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-05T20:22:16.068827] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-05T20:22:16.069640] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-05T20:22:16.069693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:16.069727] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:16.069756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:16.069813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:16.126894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:16.127687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:16.127768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:16.127822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:16.247228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:16.247379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:16.247417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:16.247445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:16.250781] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=98.45%)
[2025-12-05T20:22:16.251035] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-05T20:22:16.251150] [INFO ] [sig       ] FLNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:16.390044] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FLNC.txt
[2025-12-05T20:22:16.390191] [INFO ] [sig       ] [1277/3626] Completed FLNC in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:16.390228] [INFO ] [sig       ] [1278/3626] Forecasting FLNG...
[2025-12-05T20:22:16.390256] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-05T20:22:16.390285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-05T20:22:16.400980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2025-12-05T20:22:16.401294] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-05T20:22:16.402091] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-05T20:22:16.402142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:16.402202] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:16.402232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:16.402289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:16.459518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:16.460351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:16.460431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:16.460466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:16.578461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:16.578630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:16.578672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:16.578700] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:16.582003] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=13.14%)
[2025-12-05T20:22:16.582265] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-05T20:22:16.582387] [INFO ] [sig       ] FLNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:16.720026] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLNG.txt
[2025-12-05T20:22:16.720180] [INFO ] [sig       ] [1278/3626] Completed FLNG in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:16.720224] [INFO ] [sig       ] [1279/3626] Forecasting FLO...
[2025-12-05T20:22:16.720255] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-05T20:22:16.720287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-05T20:22:16.731011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-05T20:22:16.731274] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-05T20:22:16.732060] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-05T20:22:16.732113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:16.732158] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:16.732188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:16.732247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:16.789926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:16.790594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:16.790671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:16.790705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:16.910128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:16.910278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:16.910318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:16.910348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:16.913812] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=25.59%)
[2025-12-05T20:22:16.914080] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-05T20:22:16.914205] [INFO ] [sig       ] FLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:17.052083] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLO.txt
[2025-12-05T20:22:17.052397] [INFO ] [sig       ] [1279/3626] Completed FLO in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:17.052434] [INFO ] [sig       ] [1280/3626] Forecasting FLS...
[2025-12-05T20:22:17.052463] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-05T20:22:17.052492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-05T20:22:17.063234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-05T20:22:17.063522] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-05T20:22:17.064344] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-05T20:22:17.064395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:17.064427] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:17.064454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:17.064510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:17.123924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:17.124640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:17.124719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:17.124752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:17.249052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:17.249217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:17.249258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:17.249286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:17.252942] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=53.53%)
[2025-12-05T20:22:17.253283] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-05T20:22:17.253447] [INFO ] [sig       ] FLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:17.395916] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FLS.txt
[2025-12-05T20:22:17.396074] [INFO ] [sig       ] [1280/3626] Completed FLS in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:17.396120] [INFO ] [sig       ] [1281/3626] Forecasting FLUX...
[2025-12-05T20:22:17.396157] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-05T20:22:17.396194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-05T20:22:17.407167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-05T20:22:17.407521] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-05T20:22:17.408356] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-05T20:22:17.408408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:17.408439] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:17.408466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:17.408521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:17.472151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:17.473014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:17.473100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:17.473133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:17.597972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:17.598120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:17.598163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:17.598221] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:17.601670] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: DOWN (p=25.81%)
[2025-12-05T20:22:17.601931] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-05T20:22:17.602051] [INFO ] [sig       ] FLUX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:17.738879] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLUX.txt
[2025-12-05T20:22:17.738993] [INFO ] [sig       ] [1281/3626] Completed FLUX in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:17.739030] [INFO ] [sig       ] [1282/3626] Forecasting FLWS...
[2025-12-05T20:22:17.739058] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-05T20:22:17.739087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-05T20:22:17.749502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-05T20:22:17.749818] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-05T20:22:17.750563] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-05T20:22:17.750632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:17.750662] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:17.750688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:17.750743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:17.806911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:17.807560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:17.807652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:17.807684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:17.927536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:17.927702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:17.927741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:17.927769] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:17.931191] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-05T20:22:17.931455] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-05T20:22:17.931597] [INFO ] [sig       ] FLWS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:18.073562] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FLWS.txt
[2025-12-05T20:22:18.073739] [INFO ] [sig       ] [1282/3626] Completed FLWS in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:18.073801] [INFO ] [sig       ] [1283/3626] Forecasting FLXS...
[2025-12-05T20:22:18.073832] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-05T20:22:18.073862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-05T20:22:18.083502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-05T20:22:18.083865] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-05T20:22:18.084661] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-05T20:22:18.084710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:18.084741] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:18.084768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:18.084824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:18.141440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:18.142276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:18.142376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:18.142410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:18.256651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:18.256800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:18.256839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:18.256868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:18.260667] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-05T20:22:18.260924] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-05T20:22:18.261040] [INFO ] [sig       ] FLXS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:18.397976] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLXS.txt
[2025-12-05T20:22:18.398115] [INFO ] [sig       ] [1283/3626] Completed FLXS in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:18.398153] [INFO ] [sig       ] [1284/3626] Forecasting FLYE...
[2025-12-05T20:22:18.398182] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-05T20:22:18.398211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-05T20:22:18.408597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-05T20:22:18.408842] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-05T20:22:18.409645] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-05T20:22:18.409694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:18.409724] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:18.409749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:18.409804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:18.468230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:18.469163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:18.469257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:18.469290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:18.589088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:18.589248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:18.589290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:18.589319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:18.592715] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-05T20:22:18.592997] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-05T20:22:18.593140] [INFO ] [sig       ] FLYE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:18.733530] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FLYE.txt
[2025-12-05T20:22:18.733709] [INFO ] [sig       ] [1284/3626] Completed FLYE in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:18.733749] [INFO ] [sig       ] [1285/3626] Forecasting FMAO...
[2025-12-05T20:22:18.733777] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-05T20:22:18.733806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-05T20:22:18.744221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-05T20:22:18.744543] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-05T20:22:18.745340] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-05T20:22:18.745391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:18.745422] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:18.745449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:18.745506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:18.807631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:18.808493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:18.808593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:18.808629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:18.916718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:18.916871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:18.916911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:18.916938] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:18.920427] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-05T20:22:18.920715] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-05T20:22:18.920838] [INFO ] [sig       ] FMAO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:19.062776] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMAO.txt
[2025-12-05T20:22:19.062905] [INFO ] [sig       ] [1285/3626] Completed FMAO in 0.3s | 2.96 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-05T20:22:19.062944] [INFO ] [sig       ] [1286/3626] Forecasting FMB...
[2025-12-05T20:22:19.062974] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-05T20:22:19.063005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-05T20:22:19.074185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-05T20:22:19.074467] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-05T20:22:19.075252] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-05T20:22:19.075303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:19.075335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:19.075363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:19.075421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:19.133927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:19.134558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:19.134651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:19.134684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:19.257488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:19.257655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:19.257714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:19.257743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:19.261044] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2025-12-05T20:22:19.261315] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-05T20:22:19.261438] [INFO ] [sig       ] FMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:19.398473] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMB.txt
[2025-12-05T20:22:19.398617] [INFO ] [sig       ] [1286/3626] Completed FMB in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:19.398658] [INFO ] [sig       ] [1287/3626] Forecasting FMBH...
[2025-12-05T20:22:19.398690] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-05T20:22:19.398721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-05T20:22:19.409517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-05T20:22:19.409817] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-05T20:22:19.410630] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-05T20:22:19.410682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:19.410714] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:19.410742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:19.410800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:19.469520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:19.470297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:19.470372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:19.470403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:19.616633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:19.616809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:19.616851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:19.616882] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:19.620460] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-05T20:22:19.620768] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-05T20:22:19.620899] [INFO ] [sig       ] FMBH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:19.760643] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMBH.txt
[2025-12-05T20:22:19.760768] [INFO ] [sig       ] [1287/3626] Completed FMBH in 0.4s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:19.760805] [INFO ] [sig       ] [1288/3626] Forecasting FMC...
[2025-12-05T20:22:19.760834] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-05T20:22:19.760863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-05T20:22:19.771189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-05T20:22:19.771447] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-05T20:22:19.772207] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-05T20:22:19.772257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:19.772288] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:19.772315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:19.772370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:19.829689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:19.830530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:19.830678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:19.830713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:19.953632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:19.953796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:19.953836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:19.953864] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:19.957360] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-05T20:22:19.957730] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-05T20:22:19.957909] [INFO ] [sig       ] FMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:20.096036] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FMC.txt
[2025-12-05T20:22:20.096178] [INFO ] [sig       ] [1288/3626] Completed FMC in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:20.096218] [INFO ] [sig       ] [1289/3626] Forecasting FMHI...
[2025-12-05T20:22:20.096247] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-05T20:22:20.096278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-05T20:22:20.106907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2025-12-05T20:22:20.107243] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-05T20:22:20.108053] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-05T20:22:20.108106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:20.108139] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:20.108167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:20.108225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:20.165313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:20.165950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:20.166024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:20.166055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:20.287645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:20.287825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:20.287870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:20.287907] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:20.291409] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=77.94%)
[2025-12-05T20:22:20.291705] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-05T20:22:20.291826] [INFO ] [sig       ] FMHI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:20.435836] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMHI.txt
[2025-12-05T20:22:20.435985] [INFO ] [sig       ] [1289/3626] Completed FMHI in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:20.436023] [INFO ] [sig       ] [1290/3626] Forecasting FMN...
[2025-12-05T20:22:20.436052] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-05T20:22:20.436082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-05T20:22:20.447399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2025-12-05T20:22:20.447780] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-05T20:22:20.448634] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-05T20:22:20.448684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:20.448734] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:20.448762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:20.448819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:20.506557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:20.507467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:20.507554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:20.507608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:20.621752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:20.621899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:20.621940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:20.621968] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:20.625584] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=16.06%)
[2025-12-05T20:22:20.625851] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-05T20:22:20.625976] [INFO ] [sig       ] FMN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:20.764904] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FMN.txt
[2025-12-05T20:22:20.765044] [INFO ] [sig       ] [1290/3626] Completed FMN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:20.765084] [INFO ] [sig       ] [1291/3626] Forecasting FMNB...
[2025-12-05T20:22:20.765113] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-05T20:22:20.765143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-05T20:22:20.776348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-05T20:22:20.776671] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-05T20:22:20.777448] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-05T20:22:20.777498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:20.777530] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:20.777557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:20.777635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:20.835885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:20.836610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:20.836688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:20.836721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:20.950294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:20.950434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:20.950473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:20.950502] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:20.953970] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=71.18%)
[2025-12-05T20:22:20.954244] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-05T20:22:20.954369] [INFO ] [sig       ] FMNB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:21.097425] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMNB.txt
[2025-12-05T20:22:21.097596] [INFO ] [sig       ] [1291/3626] Completed FMNB in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:21.097636] [INFO ] [sig       ] [1292/3626] Forecasting FMS...
[2025-12-05T20:22:21.097666] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-05T20:22:21.097695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-05T20:22:21.109824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2025-12-05T20:22:21.110128] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-05T20:22:21.110903] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-05T20:22:21.110953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:21.110985] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:21.111011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:21.111066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:21.165993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:21.166570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:21.166659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:21.166690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:21.282458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:21.282619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:21.282659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:21.282687] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:21.285987] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-05T20:22:21.286245] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-05T20:22:21.286362] [INFO ] [sig       ] FMS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:21.422036] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FMS.txt
[2025-12-05T20:22:21.422152] [INFO ] [sig       ] [1292/3626] Completed FMS in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:21.422189] [INFO ] [sig       ] [1293/3626] Forecasting FMX...
[2025-12-05T20:22:21.422218] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-05T20:22:21.422248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-05T20:22:21.432792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2025-12-05T20:22:21.433079] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-05T20:22:21.433905] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-05T20:22:21.433955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:21.433986] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:21.434012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:21.434068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:21.490905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:21.491718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:21.491796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:21.491829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:21.617086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:21.617235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:21.617276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:21.617304] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:21.620854] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=60.97%)
[2025-12-05T20:22:21.621127] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-05T20:22:21.621259] [INFO ] [sig       ] FMX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:21.762954] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FMX.txt
[2025-12-05T20:22:21.763117] [INFO ] [sig       ] [1293/3626] Completed FMX in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:21.763156] [INFO ] [sig       ] [1294/3626] Forecasting FN...
[2025-12-05T20:22:21.763191] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-05T20:22:21.763220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-05T20:22:21.774790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-05T20:22:21.775091] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-05T20:22:21.775874] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-05T20:22:21.775925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:21.775958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:21.775984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:21.776039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:21.835202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:21.835994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:21.836076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:21.836108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:21.953704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:21.953854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:21.953894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:21.953924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:21.957279] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2025-12-05T20:22:21.957542] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-05T20:22:21.957680] [INFO ] [sig       ] FN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:22.104124] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FN.txt
[2025-12-05T20:22:22.104298] [INFO ] [sig       ] [1294/3626] Completed FN in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.2m
[2025-12-05T20:22:22.104358] [INFO ] [sig       ] [1295/3626] Forecasting FNB...
[2025-12-05T20:22:22.104405] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-05T20:22:22.104452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-05T20:22:22.116292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2025-12-05T20:22:22.116702] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-05T20:22:22.117501] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-05T20:22:22.117553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:22.117632] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:22.117661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:22.117719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:22.178372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:22.179256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:22.179339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:22.179372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:22.302952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:22.303118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:22.303169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:22.303198] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:22.306940] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-12-05T20:22:22.307244] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-05T20:22:22.307397] [INFO ] [sig       ] FNB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:22.450396] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FNB.txt
[2025-12-05T20:22:22.450545] [INFO ] [sig       ] [1295/3626] Completed FNB in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:22.450602] [INFO ] [sig       ] [1296/3626] Forecasting FND...
[2025-12-05T20:22:22.450633] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-05T20:22:22.450661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-05T20:22:22.462346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-05T20:22:22.462691] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-05T20:22:22.463434] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-05T20:22:22.463484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:22.463514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:22.463539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:22.463614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:22.518923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:22.519692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:22.519770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:22.519802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:22.637093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:22.637253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:22.637293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:22.637320] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:22.640688] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=13.67%)
[2025-12-05T20:22:22.640950] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-05T20:22:22.641069] [INFO ] [sig       ] FND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:22.779926] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FND.txt
[2025-12-05T20:22:22.780067] [INFO ] [sig       ] [1296/3626] Completed FND in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:22.780105] [INFO ] [sig       ] [1297/3626] Forecasting FNF...
[2025-12-05T20:22:22.780133] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-05T20:22:22.780164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-05T20:22:22.791320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-05T20:22:22.791637] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-05T20:22:22.792386] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-05T20:22:22.792435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:22.792468] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:22.792494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:22.792549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:22.850249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:22.850905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:22.850981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:22.851014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:22.967724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:22.967905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:22.967947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:22.967975] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:22.971402] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-05T20:22:22.971687] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-05T20:22:22.971808] [INFO ] [sig       ] FNF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:23.117120] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FNF.txt
[2025-12-05T20:22:23.117266] [INFO ] [sig       ] [1297/3626] Completed FNF in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:23.117303] [INFO ] [sig       ] [1298/3626] Forecasting FNKO...
[2025-12-05T20:22:23.117332] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-05T20:22:23.117362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-05T20:22:23.128128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2025-12-05T20:22:23.128457] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-05T20:22:23.129252] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-05T20:22:23.129303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:23.129336] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:23.129363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:23.129420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:23.186917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:23.187719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:23.187819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:23.187856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:23.301740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:23.301889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:23.301928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:23.301987] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:23.305429] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=92.72%)
[2025-12-05T20:22:23.305714] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-05T20:22:23.305838] [INFO ] [sig       ] FNKO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:23.447547] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FNKO.txt
[2025-12-05T20:22:23.447713] [INFO ] [sig       ] [1298/3626] Completed FNKO in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:23.447750] [INFO ] [sig       ] [1299/3626] Forecasting FNLC...
[2025-12-05T20:22:23.447780] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-05T20:22:23.447832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-05T20:22:23.458348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-05T20:22:23.458688] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-05T20:22:23.459449] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-05T20:22:23.459499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:23.459532] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:23.459559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:23.459649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:23.525212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:23.526348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:23.526442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:23.526475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:23.649437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:23.649610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:23.649653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:23.649680] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:23.653063] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=71.84%)
[2025-12-05T20:22:23.653332] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-05T20:22:23.653458] [INFO ] [sig       ] FNLC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:23.790866] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FNLC.txt
[2025-12-05T20:22:23.791006] [INFO ] [sig       ] [1299/3626] Completed FNLC in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:23.791044] [INFO ] [sig       ] [1300/3626] Forecasting FNX...
[2025-12-05T20:22:23.791073] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-05T20:22:23.791102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-05T20:22:23.801779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2025-12-05T20:22:23.802051] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-05T20:22:23.802813] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-05T20:22:23.802863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:23.802900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:23.802927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:23.802983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:23.861989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:23.862878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:23.862956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:23.862988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:23.979865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:23.980015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:23.980054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:23.980082] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:23.983478] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-05T20:22:23.983815] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-05T20:22:23.983954] [INFO ] [sig       ] FNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:24.121100] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FNX.txt
[2025-12-05T20:22:24.121227] [INFO ] [sig       ] [1300/3626] Completed FNX in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:24.121269] [INFO ] [sig       ] [1301/3626] Forecasting FNY...
[2025-12-05T20:22:24.121298] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-05T20:22:24.121330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-05T20:22:24.135694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2025-12-05T20:22:24.136112] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-05T20:22:24.137092] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-05T20:22:24.137153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:24.137193] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:24.137228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:24.137308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:24.202720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:24.203489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:24.203587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:24.203621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:24.314095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:24.314244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:24.314285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:24.314313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:24.317653] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2025-12-05T20:22:24.317930] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-05T20:22:24.318049] [INFO ] [sig       ] FNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:24.457049] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FNY.txt
[2025-12-05T20:22:24.457185] [INFO ] [sig       ] [1301/3626] Completed FNY in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:24.457224] [INFO ] [sig       ] [1302/3626] Forecasting FOA...
[2025-12-05T20:22:24.457258] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-05T20:22:24.457287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-05T20:22:24.467495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-05T20:22:24.467837] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-05T20:22:24.468625] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-05T20:22:24.468676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:24.468708] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:24.468735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:24.468792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:24.526797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:24.527656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:24.527738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:24.527771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:24.660146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:24.660304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:24.660353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:24.660384] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:24.663769] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2025-12-05T20:22:24.664032] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-05T20:22:24.664153] [INFO ] [sig       ] FOA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:24.804496] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FOA.txt
[2025-12-05T20:22:24.804632] [INFO ] [sig       ] [1302/3626] Completed FOA in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:24.804673] [INFO ] [sig       ] [1303/3626] Forecasting FOF...
[2025-12-05T20:22:24.804701] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-05T20:22:24.804730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-05T20:22:24.815634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2025-12-05T20:22:24.816005] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-05T20:22:24.816785] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-05T20:22:24.816850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:24.816885] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:24.816912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:24.816966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:24.873857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:24.874663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:24.874743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:24.874775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:24.989728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:24.989874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:24.989912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:24.989939] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:24.993167] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2025-12-05T20:22:24.993453] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-05T20:22:24.993584] [INFO ] [sig       ] FOF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:25.131708] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FOF.txt
[2025-12-05T20:22:25.131837] [INFO ] [sig       ] [1303/3626] Completed FOF in 0.3s | 2.96 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-05T20:22:25.131874] [INFO ] [sig       ] [1304/3626] Forecasting FOLD...
[2025-12-05T20:22:25.131903] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-05T20:22:25.131934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-05T20:22:25.142622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2025-12-05T20:22:25.142901] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-05T20:22:25.143704] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-05T20:22:25.143757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:25.143789] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:25.143816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:25.143877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:25.203922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:25.204833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:25.204919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:25.204952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:25.323526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:25.323663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:25.323702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:25.323729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:25.326977] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-05T20:22:25.327232] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-05T20:22:25.327350] [INFO ] [sig       ] FOLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:25.466396] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FOLD.txt
[2025-12-05T20:22:25.466537] [INFO ] [sig       ] [1304/3626] Completed FOLD in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:25.466592] [INFO ] [sig       ] [1305/3626] Forecasting FORM...
[2025-12-05T20:22:25.466624] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-05T20:22:25.466653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-05T20:22:25.477518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-05T20:22:25.477892] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-05T20:22:25.478723] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-05T20:22:25.478774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:25.478806] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:25.478833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:25.478889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:25.535476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:25.536337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:25.536454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:25.536488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:25.658702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:25.658850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:25.658890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:25.658918] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:25.662163] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-05T20:22:25.662418] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-05T20:22:25.662538] [INFO ] [sig       ] FORM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:25.801455] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FORM.txt
[2025-12-05T20:22:25.801625] [INFO ] [sig       ] [1305/3626] Completed FORM in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:25.801665] [INFO ] [sig       ] [1306/3626] Forecasting FOSL...
[2025-12-05T20:22:25.801695] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-05T20:22:25.801726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-05T20:22:25.813086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-05T20:22:25.813403] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-05T20:22:25.814189] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-05T20:22:25.814240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:25.814272] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:25.814301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:25.814357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:25.874564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:25.875397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:25.875481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:25.875515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:25.994153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:25.994291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:25.994331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:25.994358] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:25.997606] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2025-12-05T20:22:25.997896] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-05T20:22:25.998018] [INFO ] [sig       ] FOSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:26.136234] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FOSL.txt
[2025-12-05T20:22:26.136358] [INFO ] [sig       ] [1306/3626] Completed FOSL in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:26.136402] [INFO ] [sig       ] [1307/3626] Forecasting FOX...
[2025-12-05T20:22:26.136431] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-05T20:22:26.136460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-05T20:22:26.147509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-05T20:22:26.147871] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-05T20:22:26.148675] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-05T20:22:26.148727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:26.148760] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:26.148787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:26.148844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:26.205299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:26.206157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:26.206245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:26.206278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:26.332487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:26.332656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:26.332698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:26.332727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:26.336143] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2025-12-05T20:22:26.336410] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-05T20:22:26.336528] [INFO ] [sig       ] FOX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:26.475588] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FOX.txt
[2025-12-05T20:22:26.475730] [INFO ] [sig       ] [1307/3626] Completed FOX in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:26.475770] [INFO ] [sig       ] [1308/3626] Forecasting FOXA...
[2025-12-05T20:22:26.475798] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-05T20:22:26.475826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-05T20:22:26.486541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2025-12-05T20:22:26.486901] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-05T20:22:26.487668] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-05T20:22:26.487719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:26.487749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:26.487776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:26.487849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:26.546065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:26.546896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:26.546978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:26.547012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:26.666683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:26.666832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:26.666873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:26.666904] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:26.670276] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=81.17%)
[2025-12-05T20:22:26.670560] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-05T20:22:26.670710] [INFO ] [sig       ] FOXA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:26.810153] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FOXA.txt
[2025-12-05T20:22:26.810311] [INFO ] [sig       ] [1308/3626] Completed FOXA in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:26.810348] [INFO ] [sig       ] [1309/3626] Forecasting FOXF...
[2025-12-05T20:22:26.810377] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-05T20:22:26.810407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-05T20:22:26.821527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-05T20:22:26.821883] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-05T20:22:26.822836] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-05T20:22:26.822886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:26.822918] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:26.822944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:26.822999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:26.879349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:26.879971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:26.880044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:26.880075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:27.001635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:27.001787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:27.001827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:27.001855] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:27.005117] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-05T20:22:27.005379] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-05T20:22:27.005497] [INFO ] [sig       ] FOXF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:27.188698] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FOXF.txt
[2025-12-05T20:22:27.188831] [INFO ] [sig       ] [1309/3626] Completed FOXF in 0.4s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:27.188869] [INFO ] [sig       ] [1310/3626] Forecasting FPF...
[2025-12-05T20:22:27.188897] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-05T20:22:27.188926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-05T20:22:27.199685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-05T20:22:27.199958] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-05T20:22:27.200743] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-05T20:22:27.200792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:27.200822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:27.200849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:27.200903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:27.257772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:27.258535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:27.258628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:27.258661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:27.379685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:27.379829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:27.379884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:27.379914] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:27.383266] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=12.95%)
[2025-12-05T20:22:27.383564] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-05T20:22:27.383703] [INFO ] [sig       ] FPF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:27.523304] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FPF.txt
[2025-12-05T20:22:27.523449] [INFO ] [sig       ] [1310/3626] Completed FPF in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:27.523495] [INFO ] [sig       ] [1311/3626] Forecasting FPH...
[2025-12-05T20:22:27.523526] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-05T20:22:27.523554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-05T20:22:27.533801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-05T20:22:27.534060] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-05T20:22:27.534811] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-05T20:22:27.534860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:27.534891] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:27.534917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:27.534971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:27.591990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:27.592616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:27.592690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:27.592721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:27.716036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:27.716187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:27.716227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:27.716255] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:27.719640] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-05T20:22:27.719896] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-05T20:22:27.720015] [INFO ] [sig       ] FPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:27.863078] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FPH.txt
[2025-12-05T20:22:27.863211] [INFO ] [sig       ] [1311/3626] Completed FPH in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.1m
[2025-12-05T20:22:27.863250] [INFO ] [sig       ] [1312/3626] Forecasting FPI...
[2025-12-05T20:22:27.863279] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-05T20:22:27.863308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-05T20:22:27.874472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-05T20:22:27.874829] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-05T20:22:27.875659] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-05T20:22:27.875711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:27.875777] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:27.875816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:27.875898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:27.933290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:27.934198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:27.934281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:27.934317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:28.051190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:28.051339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:28.051381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:28.051411] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:28.054812] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2025-12-05T20:22:28.055077] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-05T20:22:28.055199] [INFO ] [sig       ] FPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:28.194451] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FPI.txt
[2025-12-05T20:22:28.194600] [INFO ] [sig       ] [1312/3626] Completed FPI in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:28.194644] [INFO ] [sig       ] [1313/3626] Forecasting FPXI...
[2025-12-05T20:22:28.194674] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-05T20:22:28.194706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-05T20:22:28.204438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-05T20:22:28.204754] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-05T20:22:28.205499] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-05T20:22:28.205549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:28.205609] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:28.205644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:28.205699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:28.262749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:28.263515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:28.263611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:28.263645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:28.367241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:28.367385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:28.367430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:28.367460] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:28.370894] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-05T20:22:28.371149] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-05T20:22:28.371269] [INFO ] [sig       ] FPXI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:28.509074] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FPXI.txt
[2025-12-05T20:22:28.509206] [INFO ] [sig       ] [1313/3626] Completed FPXI in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:28.509244] [INFO ] [sig       ] [1314/3626] Forecasting FRA...
[2025-12-05T20:22:28.509272] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-05T20:22:28.509301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-05T20:22:28.519945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-05T20:22:28.520250] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-05T20:22:28.521039] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-05T20:22:28.521090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:28.521138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:28.521168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:28.521227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:28.578906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:28.579731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:28.579810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:28.579844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:28.700693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:28.700842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:28.700882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:28.700912] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:28.704248] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-05T20:22:28.704560] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-05T20:22:28.704712] [INFO ] [sig       ] FRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:28.846789] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FRA.txt
[2025-12-05T20:22:28.846945] [INFO ] [sig       ] [1314/3626] Completed FRA in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:28.846986] [INFO ] [sig       ] [1315/3626] Forecasting FRBA...
[2025-12-05T20:22:28.847017] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-05T20:22:28.847047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-05T20:22:28.858093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-05T20:22:28.858384] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-05T20:22:28.859170] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-05T20:22:28.859220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:28.859251] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:28.859277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:28.859341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:28.918379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:28.919243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:28.919328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:28.919365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:29.039500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:29.039691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:29.039733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:29.039793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:29.043344] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-05T20:22:29.043690] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-05T20:22:29.043825] [INFO ] [sig       ] FRBA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:29.185521] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FRBA.txt
[2025-12-05T20:22:29.185665] [INFO ] [sig       ] [1315/3626] Completed FRBA in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:29.185705] [INFO ] [sig       ] [1316/3626] Forecasting FRGE...
[2025-12-05T20:22:29.185734] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-05T20:22:29.185764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-05T20:22:29.196255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-05T20:22:29.196518] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-05T20:22:29.197293] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-05T20:22:29.197345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:29.197380] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:29.197407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:29.197463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:29.253167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:29.253778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:29.253853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:29.253889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:29.379290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:29.379456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:29.379496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:29.379523] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:29.382859] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-05T20:22:29.383115] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-05T20:22:29.383232] [INFO ] [sig       ] FRGE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:29.522390] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FRGE.txt
[2025-12-05T20:22:29.522518] [INFO ] [sig       ] [1316/3626] Completed FRGE in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:29.522559] [INFO ] [sig       ] [1317/3626] Forecasting FRHC...
[2025-12-05T20:22:29.522610] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-05T20:22:29.522639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-05T20:22:29.533714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2025-12-05T20:22:29.534041] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-05T20:22:29.534815] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-05T20:22:29.534866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:29.534897] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:29.534923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:29.534980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:29.593350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:29.594157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:29.594234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:29.594266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:29.712182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:29.712332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:29.712371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:29.712399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:29.715753] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-05T20:22:29.716033] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-05T20:22:29.716157] [INFO ] [sig       ] FRHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:29.856948] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FRHC.txt
[2025-12-05T20:22:29.857082] [INFO ] [sig       ] [1317/3626] Completed FRHC in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:29.857120] [INFO ] [sig       ] [1318/3626] Forecasting FRME...
[2025-12-05T20:22:29.857155] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-05T20:22:29.857187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-05T20:22:29.867560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2025-12-05T20:22:29.867868] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-05T20:22:29.868620] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-05T20:22:29.868669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:29.868700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:29.868725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:29.868780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:29.924350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:29.925168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:29.925246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:29.925277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:30.041972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:30.042124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:30.042165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:30.042193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:30.045540] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-05T20:22:30.045854] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-05T20:22:30.045986] [INFO ] [sig       ] FRME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:30.193056] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FRME.txt
[2025-12-05T20:22:30.193207] [INFO ] [sig       ] [1318/3626] Completed FRME in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:30.193245] [INFO ] [sig       ] [1319/3626] Forecasting FRO...
[2025-12-05T20:22:30.193275] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-05T20:22:30.193305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-05T20:22:30.204462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2025-12-05T20:22:30.204848] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-05T20:22:30.205648] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-05T20:22:30.205699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:30.205730] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:30.205756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:30.205811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:30.262398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:30.263172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:30.263248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:30.263280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:30.385128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:30.385265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:30.385303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:30.385331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:30.388748] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=28.22%)
[2025-12-05T20:22:30.389390] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-05T20:22:30.389520] [INFO ] [sig       ] FRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:30.534150] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FRO.txt
[2025-12-05T20:22:30.534307] [INFO ] [sig       ] [1319/3626] Completed FRO in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:30.534360] [INFO ] [sig       ] [1320/3626] Forecasting FROG...
[2025-12-05T20:22:30.534391] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-05T20:22:30.534420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-05T20:22:30.545639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-05T20:22:30.545961] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-05T20:22:30.546792] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-05T20:22:30.546845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:30.546876] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:30.546901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:30.546955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:30.608209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:30.608995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:30.609076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:30.609109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:30.740198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:30.740368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:30.740417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:30.740445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:30.744071] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2025-12-05T20:22:30.744355] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-05T20:22:30.744481] [INFO ] [sig       ] FROG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:30.890185] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FROG.txt
[2025-12-05T20:22:30.890334] [INFO ] [sig       ] [1320/3626] Completed FROG in 0.4s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:30.890378] [INFO ] [sig       ] [1321/3626] Forecasting FRPH...
[2025-12-05T20:22:30.890412] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-05T20:22:30.890448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-05T20:22:30.902188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-05T20:22:30.902567] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-05T20:22:30.903356] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-05T20:22:30.903408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:30.903441] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:30.903467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:30.903522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:30.963976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:30.964864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:30.964944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:30.964975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:31.085920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:31.086073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:31.086112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:31.086156] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:31.089731] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-05T20:22:31.089996] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-05T20:22:31.090118] [INFO ] [sig       ] FRPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:31.233717] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FRPH.txt
[2025-12-05T20:22:31.233873] [INFO ] [sig       ] [1321/3626] Completed FRPH in 0.3s | 2.96 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-05T20:22:31.233912] [INFO ] [sig       ] [1322/3626] Forecasting FRSH...
[2025-12-05T20:22:31.233942] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-05T20:22:31.233973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-05T20:22:31.245441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-05T20:22:31.245778] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-05T20:22:31.246610] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-05T20:22:31.246664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:31.246696] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:31.246725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:31.246781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:31.305862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:31.306733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:31.306846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:31.306880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:31.431184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:31.431335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:31.431383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:31.431418] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:31.434836] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: UP (p=66.43%)
[2025-12-05T20:22:31.435109] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-05T20:22:31.435235] [INFO ] [sig       ] FRSH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:31.587190] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FRSH.txt
[2025-12-05T20:22:31.587314] [INFO ] [sig       ] [1322/3626] Completed FRSH in 0.4s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:31.587352] [INFO ] [sig       ] [1323/3626] Forecasting FRSX...
[2025-12-05T20:22:31.587381] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-05T20:22:31.587410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-05T20:22:31.597775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSX'.
[2025-12-05T20:22:31.598057] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-05T20:22:31.598836] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-05T20:22:31.598886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:31.598917] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:31.598943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:31.598998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:31.657368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:31.658044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:31.658120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:31.658167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:31.778061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:31.778231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:31.778274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:31.778303] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:31.781815] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-12-05T20:22:31.782083] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-05T20:22:31.782202] [INFO ] [sig       ] FRSX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:31.923801] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FRSX.txt
[2025-12-05T20:22:31.923954] [INFO ] [sig       ] [1323/3626] Completed FRSX in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:31.923994] [INFO ] [sig       ] [1324/3626] Forecasting FSBC...
[2025-12-05T20:22:31.924024] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-05T20:22:31.924054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-05T20:22:31.935003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-05T20:22:31.935358] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-05T20:22:31.936250] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-05T20:22:31.936303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:31.936335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:31.936360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:31.936416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:31.994570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:31.995419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:31.995497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:31.995529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:32.113103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:32.113246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:32.113285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:32.113313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:32.116549] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=7.84%)
[2025-12-05T20:22:32.116823] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-05T20:22:32.116941] [INFO ] [sig       ] FSBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:32.265109] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FSBC.txt
[2025-12-05T20:22:32.265273] [INFO ] [sig       ] [1324/3626] Completed FSBC in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:32.265311] [INFO ] [sig       ] [1325/3626] Forecasting FSCO...
[2025-12-05T20:22:32.265339] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-05T20:22:32.265369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-05T20:22:32.276388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2025-12-05T20:22:32.276887] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-05T20:22:32.277662] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-05T20:22:32.277711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:32.277742] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:32.277782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:32.277863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:32.334070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:32.334937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:32.335016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:32.335048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:32.455139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:32.455286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:32.455326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:32.455355] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:32.459146] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2025-12-05T20:22:32.459420] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-05T20:22:32.459548] [INFO ] [sig       ] FSCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:32.603244] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FSCO.txt
[2025-12-05T20:22:32.603401] [INFO ] [sig       ] [1325/3626] Completed FSCO in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:32.603448] [INFO ] [sig       ] [1326/3626] Forecasting FSK...
[2025-12-05T20:22:32.603484] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-05T20:22:32.603519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-05T20:22:32.614360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2025-12-05T20:22:32.614641] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-05T20:22:32.615391] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-05T20:22:32.615440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:32.615471] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:32.615497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:32.615552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:32.673167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:32.673839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:32.673911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:32.673942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:32.793423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:32.793597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:32.793640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:32.793668] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:32.797156] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-05T20:22:32.797458] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-05T20:22:32.797627] [INFO ] [sig       ] FSK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:32.940703] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FSK.txt
[2025-12-05T20:22:32.940852] [INFO ] [sig       ] [1326/3626] Completed FSK in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:32.940890] [INFO ] [sig       ] [1327/3626] Forecasting FSLY...
[2025-12-05T20:22:32.940918] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-05T20:22:32.940948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-05T20:22:32.951508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-05T20:22:32.951896] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-05T20:22:32.952711] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-05T20:22:32.952761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:32.952792] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:32.952819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:32.952873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:33.009619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:33.010437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:33.010512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:33.010544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:33.134170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:33.134325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:33.134365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:33.134392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:33.137814] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=76.38%)
[2025-12-05T20:22:33.138074] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-05T20:22:33.138192] [INFO ] [sig       ] FSLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:33.278309] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FSLY.txt
[2025-12-05T20:22:33.278453] [INFO ] [sig       ] [1327/3626] Completed FSLY in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:33.278493] [INFO ] [sig       ] [1328/3626] Forecasting FSM...
[2025-12-05T20:22:33.278522] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-05T20:22:33.278550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-05T20:22:33.289040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-05T20:22:33.289343] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-05T20:22:33.290113] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-05T20:22:33.290162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:33.290194] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:33.290220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:33.290275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:33.345943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:33.346604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:33.346677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:33.346708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:33.463588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:33.463739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:33.463778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:33.463806] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:33.467038] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=33.88%)
[2025-12-05T20:22:33.467291] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-05T20:22:33.467407] [INFO ] [sig       ] FSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:33.605790] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FSM.txt
[2025-12-05T20:22:33.605916] [INFO ] [sig       ] [1328/3626] Completed FSM in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:33.605954] [INFO ] [sig       ] [1329/3626] Forecasting FSS...
[2025-12-05T20:22:33.605983] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-05T20:22:33.606018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-05T20:22:33.617056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-05T20:22:33.617325] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-05T20:22:33.618301] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-05T20:22:33.618350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:33.618407] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:33.618433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:33.618488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:33.674934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:33.675639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:33.675900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:33.675931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:33.799041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:33.799195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:33.799235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:33.799264] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:33.802616] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2025-12-05T20:22:33.802884] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-05T20:22:33.803006] [INFO ] [sig       ] FSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:33.939552] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FSS.txt
[2025-12-05T20:22:33.939710] [INFO ] [sig       ] [1329/3626] Completed FSS in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 13.0m
[2025-12-05T20:22:33.939748] [INFO ] [sig       ] [1330/3626] Forecasting FTA...
[2025-12-05T20:22:33.939777] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-05T20:22:33.939806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-05T20:22:33.950894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-05T20:22:33.951275] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-05T20:22:33.952135] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-05T20:22:33.952187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:33.952218] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:33.952245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:33.952302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:34.009964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:34.010874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:34.010959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:34.010992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:34.128226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:34.128376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:34.128418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:34.128453] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:34.131793] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=51.80%)
[2025-12-05T20:22:34.132060] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-05T20:22:34.132184] [INFO ] [sig       ] FTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:34.276999] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTA.txt
[2025-12-05T20:22:34.277128] [INFO ] [sig       ] [1330/3626] Completed FTA in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:34.277165] [INFO ] [sig       ] [1331/3626] Forecasting FTAI...
[2025-12-05T20:22:34.277194] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-05T20:22:34.277224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-05T20:22:34.289305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2025-12-05T20:22:34.289657] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-05T20:22:34.290462] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-05T20:22:34.290526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:34.290565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:34.290625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:34.290705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:34.354746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:34.355603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:34.355684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:34.355717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:34.481863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:34.482014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:34.482054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:34.482082] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:34.485374] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-05T20:22:34.485655] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-05T20:22:34.485774] [INFO ] [sig       ] FTAI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:34.623342] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTAI.txt
[2025-12-05T20:22:34.623485] [INFO ] [sig       ] [1331/3626] Completed FTAI in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:34.623522] [INFO ] [sig       ] [1332/3626] Forecasting FTC...
[2025-12-05T20:22:34.623553] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-05T20:22:34.623602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-05T20:22:34.634893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-05T20:22:34.635198] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-05T20:22:34.635970] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-05T20:22:34.636020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:34.636050] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:34.636075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:34.636130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:34.692969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:34.693609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:34.693686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:34.693719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:34.811725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:34.811863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:34.811903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:34.811961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:34.815223] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-05T20:22:34.815480] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-05T20:22:34.815613] [INFO ] [sig       ] FTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:34.953183] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTC.txt
[2025-12-05T20:22:34.953302] [INFO ] [sig       ] [1332/3626] Completed FTC in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:34.953338] [INFO ] [sig       ] [1333/3626] Forecasting FTCI...
[2025-12-05T20:22:34.953367] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-05T20:22:34.953395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-05T20:22:34.963782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-05T20:22:34.964097] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-05T20:22:34.964890] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-05T20:22:34.964942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:34.964974] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:34.965003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:34.965060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:35.023268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:35.024113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:35.024193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:35.024224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:35.142312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:35.142462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:35.142501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:35.142528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:35.145771] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-05T20:22:35.146027] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-05T20:22:35.146142] [INFO ] [sig       ] FTCI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:35.285174] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTCI.txt
[2025-12-05T20:22:35.285308] [INFO ] [sig       ] [1333/3626] Completed FTCI in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:35.285347] [INFO ] [sig       ] [1334/3626] Forecasting FTCS...
[2025-12-05T20:22:35.285379] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-05T20:22:35.285410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-05T20:22:35.295208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-05T20:22:35.295459] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-05T20:22:35.296221] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-05T20:22:35.296270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:35.296301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:35.296326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:35.296382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:35.352240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:35.352886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:35.352961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:35.352994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:35.466936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:35.467065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:35.467102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:35.467130] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:35.470375] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=92.94%)
[2025-12-05T20:22:35.470657] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-05T20:22:35.470775] [INFO ] [sig       ] FTCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:35.608407] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTCS.txt
[2025-12-05T20:22:35.608537] [INFO ] [sig       ] [1334/3626] Completed FTCS in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:35.608602] [INFO ] [sig       ] [1335/3626] Forecasting FTEK...
[2025-12-05T20:22:35.608639] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-05T20:22:35.608669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-05T20:22:35.619108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-05T20:22:35.619375] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-05T20:22:35.620134] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-05T20:22:35.620184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:35.620214] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:35.620240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:35.620295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:35.679725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:35.680638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:35.680719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:35.680751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:35.797387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:35.797548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:35.797604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:35.797633] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:35.800975] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=11.42%)
[2025-12-05T20:22:35.801228] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-05T20:22:35.801345] [INFO ] [sig       ] FTEK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:35.938035] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTEK.txt
[2025-12-05T20:22:35.938205] [INFO ] [sig       ] [1335/3626] Completed FTEK in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:35.938245] [INFO ] [sig       ] [1336/3626] Forecasting FTGC...
[2025-12-05T20:22:35.938274] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-05T20:22:35.938304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-05T20:22:35.949932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-05T20:22:35.950212] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-05T20:22:35.951005] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-05T20:22:35.951055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:35.951086] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:35.951111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:35.951166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:36.005979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:36.006701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:36.006780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:36.006810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:36.124619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:36.124768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:36.124807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:36.124837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:36.128109] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-05T20:22:36.128368] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-05T20:22:36.128487] [INFO ] [sig       ] FTGC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:36.263931] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTGC.txt
[2025-12-05T20:22:36.264078] [INFO ] [sig       ] [1336/3626] Completed FTGC in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:36.264115] [INFO ] [sig       ] [1337/3626] Forecasting FTGS...
[2025-12-05T20:22:36.264145] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-05T20:22:36.264173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-05T20:22:36.274980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-05T20:22:36.275269] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-05T20:22:36.276035] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-05T20:22:36.276084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:36.276115] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:36.276140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:36.276194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:36.330890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:36.331498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:36.331590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:36.331623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:36.449734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:36.449885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:36.449924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:36.449951] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:36.453209] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=35.49%)
[2025-12-05T20:22:36.453474] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-05T20:22:36.453611] [INFO ] [sig       ] FTGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:36.593206] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTGS.txt
[2025-12-05T20:22:36.593345] [INFO ] [sig       ] [1337/3626] Completed FTGS in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:36.593383] [INFO ] [sig       ] [1338/3626] Forecasting FTHI...
[2025-12-05T20:22:36.593411] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-05T20:22:36.593439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-05T20:22:36.604400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-05T20:22:36.604706] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-05T20:22:36.605449] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-05T20:22:36.605513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:36.605545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:36.605591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:36.605653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:36.661772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:36.662529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:36.662625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:36.662659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:36.780488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:36.780660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:36.780699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:36.780727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:36.784135] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2025-12-05T20:22:36.784394] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-05T20:22:36.784511] [INFO ] [sig       ] FTHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:36.922020] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTHI.txt
[2025-12-05T20:22:36.922148] [INFO ] [sig       ] [1338/3626] Completed FTHI in 0.3s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:36.922186] [INFO ] [sig       ] [1339/3626] Forecasting FTHM...
[2025-12-05T20:22:36.922214] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-05T20:22:36.922242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-05T20:22:36.937187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-05T20:22:36.937661] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-05T20:22:36.938680] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-05T20:22:36.938745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:36.938792] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:36.938829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:36.938902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:37.007235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:37.008225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:37.008353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:37.008389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:37.140342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:37.140505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:37.140546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:37.140593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:37.143986] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: DOWN (p=35.55%)
[2025-12-05T20:22:37.144291] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-05T20:22:37.144423] [INFO ] [sig       ] FTHM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:37.285267] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTHM.txt
[2025-12-05T20:22:37.285423] [INFO ] [sig       ] [1339/3626] Completed FTHM in 0.4s | 2.96 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-05T20:22:37.285462] [INFO ] [sig       ] [1340/3626] Forecasting FTHY...
[2025-12-05T20:22:37.285492] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-05T20:22:37.285522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-05T20:22:37.296284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-05T20:22:37.296695] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-05T20:22:37.297446] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-05T20:22:37.297495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:37.297527] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:37.297553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:37.297627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:37.352176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:37.352982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:37.353063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:37.353095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:37.468232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:37.468421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:37.468461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:37.468489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:37.471960] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-05T20:22:37.472259] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-05T20:22:37.472388] [INFO ] [sig       ] FTHY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:37.614288] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTHY.txt
[2025-12-05T20:22:37.614431] [INFO ] [sig       ] [1340/3626] Completed FTHY in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:37.614471] [INFO ] [sig       ] [1341/3626] Forecasting FTI...
[2025-12-05T20:22:37.614499] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-05T20:22:37.614529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-05T20:22:37.625194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-05T20:22:37.625561] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-05T20:22:37.626334] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-05T20:22:37.626384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:37.626415] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:37.626442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:37.626497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:37.684195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:37.685085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:37.685173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:37.685207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:37.808203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:37.808358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:37.808400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:37.808428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:37.812281] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=99.41%)
[2025-12-05T20:22:37.812636] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-05T20:22:37.812775] [INFO ] [sig       ] FTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:37.955949] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTI.txt
[2025-12-05T20:22:37.956104] [INFO ] [sig       ] [1341/3626] Completed FTI in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:37.956144] [INFO ] [sig       ] [1342/3626] Forecasting FTK...
[2025-12-05T20:22:37.956172] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-05T20:22:37.956202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-05T20:22:37.967082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2025-12-05T20:22:37.967416] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-05T20:22:37.968258] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-05T20:22:37.968310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:37.968342] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:37.968370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:37.968427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:38.026740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:38.027618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:38.027704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:38.027734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:38.148329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:38.148492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:38.148533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:38.148563] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:38.151985] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2025-12-05T20:22:38.152248] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-05T20:22:38.152370] [INFO ] [sig       ] FTK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:38.292728] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTK.txt
[2025-12-05T20:22:38.292883] [INFO ] [sig       ] [1342/3626] Completed FTK in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:38.292922] [INFO ] [sig       ] [1343/3626] Forecasting FTLF...
[2025-12-05T20:22:38.292951] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-05T20:22:38.292980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-05T20:22:38.303209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-05T20:22:38.303480] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-05T20:22:38.304398] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-05T20:22:38.304450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:38.304489] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:38.304515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:38.304601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:38.359679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:38.360400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:38.360476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:38.360508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:38.464021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:38.464170] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:22:38.464209] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:38.464237] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:38.467532] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2025-12-05T20:22:38.467845] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-05T20:22:38.467968] [INFO ] [sig       ] FTLF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:38.605686] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTLF.txt
[2025-12-05T20:22:38.605840] [INFO ] [sig       ] [1343/3626] Completed FTLF in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:38.605878] [INFO ] [sig       ] [1344/3626] Forecasting FTQI...
[2025-12-05T20:22:38.605908] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-05T20:22:38.605937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-05T20:22:38.618046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-05T20:22:38.618403] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-05T20:22:38.619421] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-05T20:22:38.619471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:38.619502] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:38.619527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:38.619597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:38.676092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:38.676928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:38.677008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:38.677038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:38.793466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:38.793643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:38.793684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:38.793712] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:38.797029] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=61.05%)
[2025-12-05T20:22:38.797305] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-05T20:22:38.797431] [INFO ] [sig       ] FTQI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:38.938490] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTQI.txt
[2025-12-05T20:22:38.938651] [INFO ] [sig       ] [1344/3626] Completed FTQI in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:38.938692] [INFO ] [sig       ] [1345/3626] Forecasting FTRE...
[2025-12-05T20:22:38.938721] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-05T20:22:38.938750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-05T20:22:38.950777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-05T20:22:38.951171] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-05T20:22:38.952091] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-05T20:22:38.952146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:38.952180] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:38.952207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:38.952264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:39.012717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:39.013614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:39.013701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:39.013734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:39.138632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:39.138782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:39.138858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:39.138889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:39.142231] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-05T20:22:39.142497] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-05T20:22:39.142667] [INFO ] [sig       ] FTRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:39.285508] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTRE.txt
[2025-12-05T20:22:39.285681] [INFO ] [sig       ] [1345/3626] Completed FTRE in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:39.285722] [INFO ] [sig       ] [1346/3626] Forecasting FTRI...
[2025-12-05T20:22:39.285753] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-05T20:22:39.285789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-05T20:22:39.297215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-05T20:22:39.297612] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-05T20:22:39.298405] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-05T20:22:39.298454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:39.298514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:39.298542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:39.298614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:39.353758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:39.354601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:39.354684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:39.354716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:39.470245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:39.470390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:39.470428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:39.470455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:39.473782] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-05T20:22:39.474036] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-05T20:22:39.474155] [INFO ] [sig       ] FTRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:39.611230] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTRI.txt
[2025-12-05T20:22:39.611357] [INFO ] [sig       ] [1346/3626] Completed FTRI in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.9m
[2025-12-05T20:22:39.611395] [INFO ] [sig       ] [1347/3626] Forecasting FTS...
[2025-12-05T20:22:39.611424] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-05T20:22:39.611453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-05T20:22:39.621724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2025-12-05T20:22:39.621976] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-05T20:22:39.622725] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-05T20:22:39.622772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:39.622803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:39.622830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:39.622885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:39.678909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:39.679652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:39.679748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:39.679779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:39.802164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:39.802311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:39.802350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:39.802378] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:39.805678] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-05T20:22:39.805933] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-05T20:22:39.806053] [INFO ] [sig       ] FTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:39.941736] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTS.txt
[2025-12-05T20:22:39.941842] [INFO ] [sig       ] [1347/3626] Completed FTS in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:39.941878] [INFO ] [sig       ] [1348/3626] Forecasting FTSL...
[2025-12-05T20:22:39.941906] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-05T20:22:39.941935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-05T20:22:39.952247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-05T20:22:39.952491] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-05T20:22:39.953246] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-05T20:22:39.953296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:39.953327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:39.953353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:39.953409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:40.011757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:40.012433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:40.012513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:40.012545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:40.125025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:40.125175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:40.125213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:40.125240] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:40.128530] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=31.39%)
[2025-12-05T20:22:40.128808] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-05T20:22:40.128926] [INFO ] [sig       ] FTSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:40.265193] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTSL.txt
[2025-12-05T20:22:40.265323] [INFO ] [sig       ] [1348/3626] Completed FTSL in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:40.265360] [INFO ] [sig       ] [1349/3626] Forecasting FTSM...
[2025-12-05T20:22:40.265389] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-05T20:22:40.265419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-05T20:22:40.275692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2025-12-05T20:22:40.275972] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-05T20:22:40.276766] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-05T20:22:40.276816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:40.276860] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:40.276889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:40.276945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:40.335064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:40.335781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:40.335858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:40.335891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:40.440976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:40.441128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:40.441168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:40.441232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:40.444681] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-05T20:22:40.444948] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-05T20:22:40.445077] [INFO ] [sig       ] FTSM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:40.584825] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTSM.txt
[2025-12-05T20:22:40.584952] [INFO ] [sig       ] [1349/3626] Completed FTSM in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:40.584990] [INFO ] [sig       ] [1350/3626] Forecasting FTXG...
[2025-12-05T20:22:40.585019] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-05T20:22:40.585047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-05T20:22:40.595192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-05T20:22:40.595469] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-05T20:22:40.596261] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-05T20:22:40.596313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:40.596346] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:40.596373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:40.596430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:40.655084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:40.655747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:40.655822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:40.655854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:40.768722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:40.768891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:40.768938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:40.768969] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:40.772497] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: DOWN (p=24.43%)
[2025-12-05T20:22:40.772796] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-05T20:22:40.772918] [INFO ] [sig       ] FTXG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:40.910876] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTXG.txt
[2025-12-05T20:22:40.910984] [INFO ] [sig       ] [1350/3626] Completed FTXG in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:40.911021] [INFO ] [sig       ] [1351/3626] Forecasting FTXL...
[2025-12-05T20:22:40.911050] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-05T20:22:40.911078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-05T20:22:40.921570] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-05T20:22:40.921905] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-05T20:22:40.922697] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-05T20:22:40.922748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:40.922781] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:40.922808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:40.922867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:40.980475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:40.981109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:40.981186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:40.981219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:41.103542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:41.103727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:41.103780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:41.103822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:41.108533] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=87.63%)
[2025-12-05T20:22:41.108902] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-05T20:22:41.109069] [INFO ] [sig       ] FTXL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:41.254666] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTXL.txt
[2025-12-05T20:22:41.254789] [INFO ] [sig       ] [1351/3626] Completed FTXL in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:41.254827] [INFO ] [sig       ] [1352/3626] Forecasting FTXN...
[2025-12-05T20:22:41.254856] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-05T20:22:41.254886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-05T20:22:41.265239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-05T20:22:41.265501] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-05T20:22:41.266291] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-05T20:22:41.266344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:41.266375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:41.266403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:41.266460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:41.324994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:41.325630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:41.325706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:41.325739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:41.444803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:41.444930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:41.444968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:41.444997] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:41.448348] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: DOWN (p=21.11%)
[2025-12-05T20:22:41.448621] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-05T20:22:41.448741] [INFO ] [sig       ] FTXN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:41.588784] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FTXN.txt
[2025-12-05T20:22:41.588911] [INFO ] [sig       ] [1352/3626] Completed FTXN in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:41.588963] [INFO ] [sig       ] [1353/3626] Forecasting FTXO...
[2025-12-05T20:22:41.589000] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-05T20:22:41.589040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-05T20:22:41.599431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-05T20:22:41.599721] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-05T20:22:41.600485] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-05T20:22:41.600537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:41.600569] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:41.600620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:41.600686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:41.659752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:41.660343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:41.660417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:41.660449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:41.778604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:41.778727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:41.778765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:41.778793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:41.782060] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=95.44%)
[2025-12-05T20:22:41.782358] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-05T20:22:41.782476] [INFO ] [sig       ] FTXO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:41.920269] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FTXO.txt
[2025-12-05T20:22:41.920374] [INFO ] [sig       ] [1353/3626] Completed FTXO in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:41.920411] [INFO ] [sig       ] [1354/3626] Forecasting FUBO...
[2025-12-05T20:22:41.920439] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-05T20:22:41.920467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-05T20:22:41.930919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-05T20:22:41.931152] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-05T20:22:41.931922] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-05T20:22:41.931972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:41.932002] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:41.932028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:41.932087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:41.989707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:41.990299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:41.990374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:41.990407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:42.112723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:42.112853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:42.112893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:42.112923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:42.116250] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=73.93%)
[2025-12-05T20:22:42.116516] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-05T20:22:42.116681] [INFO ] [sig       ] FUBO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:42.255309] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FUBO.txt
[2025-12-05T20:22:42.255427] [INFO ] [sig       ] [1354/3626] Completed FUBO in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:42.255465] [INFO ] [sig       ] [1355/3626] Forecasting FUL...
[2025-12-05T20:22:42.255493] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-05T20:22:42.255522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-05T20:22:42.266531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-05T20:22:42.266878] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-05T20:22:42.267671] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-05T20:22:42.267721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:42.267752] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:42.267777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:42.267858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:42.323288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:42.324160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:42.324244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:42.324277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:42.449102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:42.449258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:42.449299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:42.449327] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:42.452834] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2025-12-05T20:22:42.453106] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-05T20:22:42.453232] [INFO ] [sig       ] FUL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:42.592386] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FUL.txt
[2025-12-05T20:22:42.592535] [INFO ] [sig       ] [1355/3626] Completed FUL in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:42.592593] [INFO ] [sig       ] [1356/3626] Forecasting FULC...
[2025-12-05T20:22:42.592628] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-05T20:22:42.592658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-05T20:22:42.603715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-05T20:22:42.604014] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-05T20:22:42.604777] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-05T20:22:42.604827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:42.604858] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:42.604885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:42.604941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:42.662202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:42.662850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:42.662954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:42.662988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:42.786600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:42.786745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:42.786790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:42.786838] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:42.790132] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-05T20:22:42.790392] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-05T20:22:42.790508] [INFO ] [sig       ] FULC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:42.926407] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FULC.txt
[2025-12-05T20:22:42.926514] [INFO ] [sig       ] [1356/3626] Completed FULC in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:42.926550] [INFO ] [sig       ] [1357/3626] Forecasting FUN...
[2025-12-05T20:22:42.926595] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-05T20:22:42.926627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-05T20:22:42.937035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-05T20:22:42.937277] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-05T20:22:42.938073] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-05T20:22:42.938123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:42.938154] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:42.938181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:42.938236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:42.995673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:42.996264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:42.996339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:42.996371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:43.112424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:43.112586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:43.112628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:43.112656] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:43.115938] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=71.98%)
[2025-12-05T20:22:43.116199] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-05T20:22:43.116328] [INFO ] [sig       ] FUN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:43.253676] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FUN.txt
[2025-12-05T20:22:43.253802] [INFO ] [sig       ] [1357/3626] Completed FUN in 0.3s | 2.96 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-05T20:22:43.253840] [INFO ] [sig       ] [1358/3626] Forecasting FUNC...
[2025-12-05T20:22:43.253869] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-05T20:22:43.253898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-05T20:22:43.263844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-05T20:22:43.264080] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-05T20:22:43.264839] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-05T20:22:43.264888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:43.264919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:43.264945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:43.265001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:43.320624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:43.321192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:43.321280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:43.321312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:43.439338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:43.439494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:43.439533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:43.439561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:43.442913] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=39.19%)
[2025-12-05T20:22:43.443178] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-05T20:22:43.443298] [INFO ] [sig       ] FUNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:43.582642] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FUNC.txt
[2025-12-05T20:22:43.582768] [INFO ] [sig       ] [1358/3626] Completed FUNC in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:43.582806] [INFO ] [sig       ] [1359/3626] Forecasting FUND...
[2025-12-05T20:22:43.582834] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-05T20:22:43.582863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-05T20:22:43.593066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-05T20:22:43.593307] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-05T20:22:43.594062] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-05T20:22:43.594111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:43.594141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:43.594166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:43.594220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:43.650111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:43.650706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:43.650779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:43.650810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:43.765390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:43.765502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:43.765538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:43.765566] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:43.768768] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-05T20:22:43.769039] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-05T20:22:43.769156] [INFO ] [sig       ] FUND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:43.906639] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FUND.txt
[2025-12-05T20:22:43.906768] [INFO ] [sig       ] [1359/3626] Completed FUND in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:43.906806] [INFO ] [sig       ] [1360/3626] Forecasting FVCB...
[2025-12-05T20:22:43.906835] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-05T20:22:43.906864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-05T20:22:43.918027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-05T20:22:43.918349] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-05T20:22:43.919187] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-05T20:22:43.919237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:43.919283] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:43.919321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:43.919377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:43.975326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:43.976177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:43.976260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:43.976292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:44.086692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:44.086871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:44.086913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:44.086941] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:44.090551] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-05T20:22:44.090851] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-05T20:22:44.090978] [INFO ] [sig       ] FVCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:44.241235] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FVCB.txt
[2025-12-05T20:22:44.241449] [INFO ] [sig       ] [1360/3626] Completed FVCB in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:44.241502] [INFO ] [sig       ] [1361/3626] Forecasting FWONA...
[2025-12-05T20:22:44.241544] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-05T20:22:44.241608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-05T20:22:44.255912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-05T20:22:44.256308] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-05T20:22:44.257361] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-05T20:22:44.257424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:44.257466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:44.257501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:44.257597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:44.334035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:44.334962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:44.335050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:44.335085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:44.456614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:44.456792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:44.456839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:44.456867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:44.460408] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-05T20:22:44.460698] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-05T20:22:44.460823] [INFO ] [sig       ] FWONA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:44.598660] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FWONA.txt
[2025-12-05T20:22:44.598804] [INFO ] [sig       ] [1361/3626] Completed FWONA in 0.4s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:44.598842] [INFO ] [sig       ] [1362/3626] Forecasting FWONK...
[2025-12-05T20:22:44.598872] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-05T20:22:44.598901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-05T20:22:44.609084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-05T20:22:44.609348] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-05T20:22:44.610293] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-05T20:22:44.610341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:44.610374] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:44.610408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:44.610484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:44.667613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:44.668359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:44.668444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:44.668479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:44.787398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:44.787568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:44.787644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:44.787681] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:44.791506] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=60.69%)
[2025-12-05T20:22:44.791813] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-05T20:22:44.791947] [INFO ] [sig       ] FWONK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:44.930902] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FWONK.txt
[2025-12-05T20:22:44.931045] [INFO ] [sig       ] [1362/3626] Completed FWONK in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:44.931083] [INFO ] [sig       ] [1363/3626] Forecasting FWRD...
[2025-12-05T20:22:44.931111] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-05T20:22:44.931140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-05T20:22:44.942408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-05T20:22:44.942779] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-05T20:22:44.943535] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-05T20:22:44.943602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:44.943663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:44.943691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:44.943753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:44.999938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:45.000810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:45.000892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:45.000924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:45.121383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:45.121539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:45.121595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:45.121625] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:45.124978] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=53.11%)
[2025-12-05T20:22:45.125246] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-05T20:22:45.125364] [INFO ] [sig       ] FWRD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:45.265469] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FWRD.txt
[2025-12-05T20:22:45.265634] [INFO ] [sig       ] [1363/3626] Completed FWRD in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:45.265675] [INFO ] [sig       ] [1364/3626] Forecasting FWRG...
[2025-12-05T20:22:45.265710] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-05T20:22:45.265740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-05T20:22:45.276034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-05T20:22:45.276350] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-05T20:22:45.277120] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-05T20:22:45.277169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:45.277200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:45.277226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:45.277282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:45.334232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:45.335032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:45.335109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:45.335141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:45.457600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:45.457754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:45.457809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:45.457839] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:45.461185] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-05T20:22:45.461461] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-05T20:22:45.461600] [INFO ] [sig       ] FWRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:45.600913] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FWRG.txt
[2025-12-05T20:22:45.601047] [INFO ] [sig       ] [1364/3626] Completed FWRG in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.8m
[2025-12-05T20:22:45.601085] [INFO ] [sig       ] [1365/3626] Forecasting FYC...
[2025-12-05T20:22:45.601113] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-05T20:22:45.601141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-05T20:22:45.611692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2025-12-05T20:22:45.611936] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-05T20:22:45.612700] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-05T20:22:45.612749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:45.612781] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:45.612808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:45.612864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:45.669390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:45.670241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:45.670321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:45.670353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:45.789280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:45.789431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:45.789471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:45.789499] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:45.792770] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=22.96%)
[2025-12-05T20:22:45.793029] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-05T20:22:45.793148] [INFO ] [sig       ] FYC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:45.930756] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/FYC.txt
[2025-12-05T20:22:45.930871] [INFO ] [sig       ] [1365/3626] Completed FYC in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:45.930908] [INFO ] [sig       ] [1366/3626] Forecasting FYX...
[2025-12-05T20:22:45.930936] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-05T20:22:45.930965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-05T20:22:45.941487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-05T20:22:45.941749] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-05T20:22:45.942474] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-05T20:22:45.942522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:45.942552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:45.942597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:45.942656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:45.998767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:45.999349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:45.999421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:45.999451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:46.118809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:46.118968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:46.119006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:46.119064] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:46.122479] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-05T20:22:46.122798] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-05T20:22:46.122933] [INFO ] [sig       ] FYX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:46.259779] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/FYX.txt
[2025-12-05T20:22:46.259899] [INFO ] [sig       ] [1366/3626] Completed FYX in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:46.259939] [INFO ] [sig       ] [1367/3626] Forecasting G...
[2025-12-05T20:22:46.259972] [INFO ] [sig       ] Generating forecast for: G
[2025-12-05T20:22:46.260000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-05T20:22:46.270038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-05T20:22:46.270268] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-05T20:22:46.271021] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-05T20:22:46.271071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:46.271101] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:46.271127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:46.271181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:46.326833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:46.327655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:46.327738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:46.327772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:46.448874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:46.449012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:46.449050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:46.449091] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:46.452294] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-05T20:22:46.452562] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-05T20:22:46.452699] [INFO ] [sig       ] G: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:46.589652] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/G.txt
[2025-12-05T20:22:46.589756] [INFO ] [sig       ] [1367/3626] Completed G in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:46.589793] [INFO ] [sig       ] [1368/3626] Forecasting GAB...
[2025-12-05T20:22:46.589821] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-05T20:22:46.589849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-05T20:22:46.600014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-05T20:22:46.600246] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-05T20:22:46.600988] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-05T20:22:46.601036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:46.601066] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:46.601092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:46.601147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:46.657271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:46.657882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:46.657954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:46.657985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:46.776548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:46.776717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:46.776758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:46.776787] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:46.780061] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=22.85%)
[2025-12-05T20:22:46.780331] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-05T20:22:46.780451] [INFO ] [sig       ] GAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:46.917387] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GAB.txt
[2025-12-05T20:22:46.917508] [INFO ] [sig       ] [1368/3626] Completed GAB in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:46.917545] [INFO ] [sig       ] [1369/3626] Forecasting GABC...
[2025-12-05T20:22:46.917589] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-05T20:22:46.917621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-05T20:22:46.928669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-05T20:22:46.929018] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-05T20:22:46.929837] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-05T20:22:46.929887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:46.929917] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:46.929943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:46.929998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:46.985159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:46.986005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:46.986093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:46.986126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:47.099824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:47.099987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:47.100027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:47.100053] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:47.103381] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2025-12-05T20:22:47.103684] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-05T20:22:47.103809] [INFO ] [sig       ] GABC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:47.239047] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GABC.txt
[2025-12-05T20:22:47.239201] [INFO ] [sig       ] [1369/3626] Completed GABC in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:47.239241] [INFO ] [sig       ] [1370/3626] Forecasting GAIA...
[2025-12-05T20:22:47.239270] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-05T20:22:47.239300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-05T20:22:47.249768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-05T20:22:47.250140] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-05T20:22:47.251051] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-05T20:22:47.251105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:47.251138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:47.251166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:47.251239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:47.309052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:47.309927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:47.310006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:47.310038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:47.424217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:47.424371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:47.424412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:47.424440] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:47.427821] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-05T20:22:47.428094] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-05T20:22:47.428220] [INFO ] [sig       ] GAIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:47.579022] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GAIA.txt
[2025-12-05T20:22:47.579180] [INFO ] [sig       ] [1370/3626] Completed GAIA in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:47.579223] [INFO ] [sig       ] [1371/3626] Forecasting GAIN...
[2025-12-05T20:22:47.579253] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-05T20:22:47.579285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-05T20:22:47.594467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-05T20:22:47.594943] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-05T20:22:47.595969] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-05T20:22:47.596034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:47.596083] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:47.596128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:47.596235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:47.659470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:47.660377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:47.660457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:47.660490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:47.776022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:47.776171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:47.776210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:47.776419] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:47.779744] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=15.46%)
[2025-12-05T20:22:47.780012] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-05T20:22:47.780129] [INFO ] [sig       ] GAIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:47.914717] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GAIN.txt
[2025-12-05T20:22:47.914852] [INFO ] [sig       ] [1371/3626] Completed GAIN in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:47.914890] [INFO ] [sig       ] [1372/3626] Forecasting GAM...
[2025-12-05T20:22:47.914919] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-05T20:22:47.914947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-05T20:22:47.925672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2025-12-05T20:22:47.926043] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-05T20:22:47.926837] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-05T20:22:47.926889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:47.926921] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:47.926946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:47.927002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:47.982853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:47.983768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:47.983852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:47.983885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:48.098767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:48.098919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:48.098957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:48.098985] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:48.102256] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-05T20:22:48.102523] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-05T20:22:48.102662] [INFO ] [sig       ] GAM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:48.240594] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GAM.txt
[2025-12-05T20:22:48.240751] [INFO ] [sig       ] [1372/3626] Completed GAM in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:48.240794] [INFO ] [sig       ] [1373/3626] Forecasting GAMB...
[2025-12-05T20:22:48.240824] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-05T20:22:48.240853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-05T20:22:48.253105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2025-12-05T20:22:48.253458] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-05T20:22:48.254267] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-05T20:22:48.254335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:48.254368] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:48.254395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:48.254451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:48.313499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:48.314330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:48.314446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:48.314480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:48.437687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:48.437865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:48.437908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:48.437938] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:48.441973] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-05T20:22:48.442245] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-05T20:22:48.442371] [INFO ] [sig       ] GAMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:48.588980] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GAMB.txt
[2025-12-05T20:22:48.589133] [INFO ] [sig       ] [1373/3626] Completed GAMB in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:48.589172] [INFO ] [sig       ] [1374/3626] Forecasting GANX...
[2025-12-05T20:22:48.589203] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-05T20:22:48.589233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-05T20:22:48.600034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-05T20:22:48.600323] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-05T20:22:48.601105] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-05T20:22:48.601155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:48.601186] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:48.601213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:48.601268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:48.656917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:48.657788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:48.657891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:48.657923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:48.776366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:48.776521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:48.776560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:48.776610] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:48.780291] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2025-12-05T20:22:48.780559] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-05T20:22:48.780697] [INFO ] [sig       ] GANX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:48.928861] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GANX.txt
[2025-12-05T20:22:48.929019] [INFO ] [sig       ] [1374/3626] Completed GANX in 0.3s | 2.96 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-05T20:22:48.929068] [INFO ] [sig       ] [1375/3626] Forecasting GASS...
[2025-12-05T20:22:48.929110] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-05T20:22:48.929156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-05T20:22:48.941087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-05T20:22:48.941494] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-05T20:22:48.942397] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-05T20:22:48.942458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:48.942498] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:48.942538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:48.942625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:49.005868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:49.006764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:49.006848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:49.006882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:49.135711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:49.135862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:49.135903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:49.135932] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:49.140157] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-05T20:22:49.140539] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-05T20:22:49.140732] [INFO ] [sig       ] GASS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:49.313482] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GASS.txt
[2025-12-05T20:22:49.313741] [INFO ] [sig       ] [1375/3626] Completed GASS in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:49.313810] [INFO ] [sig       ] [1376/3626] Forecasting GATX...
[2025-12-05T20:22:49.313856] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-05T20:22:49.313907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-05T20:22:49.329756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2025-12-05T20:22:49.330257] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-05T20:22:49.331409] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-05T20:22:49.331478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:49.331526] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:49.331570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:49.331699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:49.412774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:49.414018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:49.414158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:49.414208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:49.577394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:49.577612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:49.577678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:49.577727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:49.582353] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-05T20:22:49.582775] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-05T20:22:49.582945] [INFO ] [sig       ] GATX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:49.791240] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GATX.txt
[2025-12-05T20:22:49.791514] [INFO ] [sig       ] [1376/3626] Completed GATX in 0.5s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:49.791606] [INFO ] [sig       ] [1377/3626] Forecasting GAUZ...
[2025-12-05T20:22:49.791661] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-05T20:22:49.791713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-05T20:22:49.804022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-05T20:22:49.804450] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-05T20:22:49.805359] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-05T20:22:49.805412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:49.805446] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:49.805473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:49.805530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:49.866332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:49.867329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:49.867430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:49.867478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:49.999754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:49.999922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:49.999962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:49.999992] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:50.003602] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-05T20:22:50.003911] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-05T20:22:50.004066] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:50.154521] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GAUZ.txt
[2025-12-05T20:22:50.154723] [INFO ] [sig       ] [1377/3626] Completed GAUZ in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:50.154773] [INFO ] [sig       ] [1378/3626] Forecasting GBAB...
[2025-12-05T20:22:50.154803] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-05T20:22:50.154835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-05T20:22:50.168241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-05T20:22:50.168731] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-05T20:22:50.169884] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-05T20:22:50.169954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:50.170006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:50.170054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:50.170148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:50.259183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:50.260303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:50.260414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:50.260469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:50.396456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:50.396651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:50.396798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:50.396836] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:50.400426] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2025-12-05T20:22:50.400757] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-05T20:22:50.400891] [INFO ] [sig       ] GBAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:50.540359] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GBAB.txt
[2025-12-05T20:22:50.540492] [INFO ] [sig       ] [1378/3626] Completed GBAB in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:50.540531] [INFO ] [sig       ] [1379/3626] Forecasting GBCI...
[2025-12-05T20:22:50.540560] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-05T20:22:50.540617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-05T20:22:50.556352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2025-12-05T20:22:50.557065] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-05T20:22:50.558401] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-05T20:22:50.558493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:50.558537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:50.558596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:50.558681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:50.628059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:50.629363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:50.629493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:50.629599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:50.765465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:50.765710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:50.765760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:50.765791] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:50.770085] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=44.67%)
[2025-12-05T20:22:50.770558] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-05T20:22:50.770738] [INFO ] [sig       ] GBCI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:50.930447] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GBCI.txt
[2025-12-05T20:22:50.930680] [INFO ] [sig       ] [1379/3626] Completed GBCI in 0.4s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:50.930726] [INFO ] [sig       ] [1380/3626] Forecasting GBDC...
[2025-12-05T20:22:50.930756] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-05T20:22:50.930787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-05T20:22:50.944165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-05T20:22:50.944775] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-05T20:22:50.945933] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-05T20:22:50.945985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:50.946057] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:50.946089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:50.946150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:51.010454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:51.011634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:51.011742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:51.011779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:51.141393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:51.141672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:51.141721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:51.141750] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:51.145899] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: DOWN (p=47.96%)
[2025-12-05T20:22:51.146346] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-05T20:22:51.146511] [INFO ] [sig       ] GBDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:51.302933] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GBDC.txt
[2025-12-05T20:22:51.303134] [INFO ] [sig       ] [1380/3626] Completed GBDC in 0.4s | 2.95 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:51.303181] [INFO ] [sig       ] [1381/3626] Forecasting GBIO...
[2025-12-05T20:22:51.303212] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-05T20:22:51.303244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-05T20:22:51.316426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-05T20:22:51.316775] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-05T20:22:51.317817] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-05T20:22:51.317868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:51.317900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:51.317926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:51.317986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:51.375616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:51.376400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:51.376483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:51.376517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:51.492333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:51.492488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:51.492527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:51.492554] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:51.495866] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-05T20:22:51.496129] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-05T20:22:51.496249] [INFO ] [sig       ] GBIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:51.633270] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GBIO.txt
[2025-12-05T20:22:51.633392] [INFO ] [sig       ] [1381/3626] Completed GBIO in 0.3s | 2.95 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:51.633429] [INFO ] [sig       ] [1382/3626] Forecasting GBTG...
[2025-12-05T20:22:51.633458] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-05T20:22:51.633488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-05T20:22:51.644380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2025-12-05T20:22:51.644703] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-05T20:22:51.645475] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-05T20:22:51.645526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:51.645559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:51.645618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:51.645679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:51.702937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:51.703607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:51.703683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:51.703716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:51.824868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:51.825017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:51.825055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:51.825083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:51.828419] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-05T20:22:51.828712] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-05T20:22:51.828832] [INFO ] [sig       ] GBTG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:51.964956] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GBTG.txt
[2025-12-05T20:22:51.965101] [INFO ] [sig       ] [1382/3626] Completed GBTG in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:51.965139] [INFO ] [sig       ] [1383/3626] Forecasting GBX...
[2025-12-05T20:22:51.965169] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-05T20:22:51.965198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-05T20:22:51.975624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2025-12-05T20:22:51.975914] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-05T20:22:51.976679] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-05T20:22:51.976728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:51.976759] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:51.976785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:51.976840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:52.034626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:52.035314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:52.035393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:52.035425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:52.149892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:52.150047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:52.150086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:52.150145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:52.153666] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-05T20:22:52.153952] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-05T20:22:52.154078] [INFO ] [sig       ] GBX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:52.295121] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GBX.txt
[2025-12-05T20:22:52.295250] [INFO ] [sig       ] [1383/3626] Completed GBX in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.7m
[2025-12-05T20:22:52.295287] [INFO ] [sig       ] [1384/3626] Forecasting GCBC...
[2025-12-05T20:22:52.295316] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-05T20:22:52.295345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-05T20:22:52.305642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2025-12-05T20:22:52.305948] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-05T20:22:52.306797] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-05T20:22:52.306861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:52.306894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:52.306920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:52.306975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:52.364716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:52.365475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:52.365560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:52.365614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:52.474365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:52.474517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:52.474558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:52.474614] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:52.478093] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=33.93%)
[2025-12-05T20:22:52.478357] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-05T20:22:52.478480] [INFO ] [sig       ] GCBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:52.620307] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GCBC.txt
[2025-12-05T20:22:52.620462] [INFO ] [sig       ] [1384/3626] Completed GCBC in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:52.620502] [INFO ] [sig       ] [1385/3626] Forecasting GCMG...
[2025-12-05T20:22:52.620533] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-05T20:22:52.620640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-05T20:22:52.631456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-05T20:22:52.631773] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-05T20:22:52.632560] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-05T20:22:52.632634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:52.632667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:52.632694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:52.632751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:52.691087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:52.691801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:52.691879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:52.691917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:52.820951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:52.821110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:52.821151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:52.821180] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:52.825187] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=60.73%)
[2025-12-05T20:22:52.825516] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-05T20:22:52.825692] [INFO ] [sig       ] GCMG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:52.990645] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GCMG.txt
[2025-12-05T20:22:52.990792] [INFO ] [sig       ] [1385/3626] Completed GCMG in 0.4s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:52.990831] [INFO ] [sig       ] [1386/3626] Forecasting GCO...
[2025-12-05T20:22:52.990860] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-05T20:22:52.990893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-05T20:22:53.002296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2025-12-05T20:22:53.002736] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-05T20:22:53.003775] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-05T20:22:53.003826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:53.003857] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:53.003886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:53.003942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:53.062117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:53.062970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:53.063243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:53.063275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:53.183734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:53.183890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:53.183930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:53.183960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:53.187754] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-05T20:22:53.188038] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-05T20:22:53.188162] [INFO ] [sig       ] GCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:53.325541] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GCO.txt
[2025-12-05T20:22:53.325693] [INFO ] [sig       ] [1386/3626] Completed GCO in 0.3s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:53.325732] [INFO ] [sig       ] [1387/3626] Forecasting GD...
[2025-12-05T20:22:53.325760] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-05T20:22:53.325788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-05T20:22:53.336106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2025-12-05T20:22:53.336394] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-05T20:22:53.337166] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-05T20:22:53.337216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:53.337246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:53.337271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:53.337326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:53.392153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:53.392875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:53.392950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:53.392980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:53.512728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:53.512890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:53.512931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:53.512960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:53.516329] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2025-12-05T20:22:53.516614] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-05T20:22:53.516739] [INFO ] [sig       ] GD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:53.657212] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GD.txt
[2025-12-05T20:22:53.657366] [INFO ] [sig       ] [1387/3626] Completed GD in 0.3s | 2.96 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:53.657412] [INFO ] [sig       ] [1388/3626] Forecasting GDC...
[2025-12-05T20:22:53.657443] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-05T20:22:53.657475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-05T20:22:53.669273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-05T20:22:53.669674] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-05T20:22:53.670463] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-05T20:22:53.670515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:53.670546] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:53.670606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:53.670678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:53.728131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:53.729045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:53.729134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:53.729166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:53.853391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:53.853550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:53.853605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:53.853634] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:53.857419] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: UP (p=93.89%)
[2025-12-05T20:22:53.857718] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-05T20:22:53.858157] [INFO ] [sig       ] GDC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:54.015390] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GDC.txt
[2025-12-05T20:22:54.015552] [INFO ] [sig       ] [1388/3626] Completed GDC in 0.4s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:54.015612] [INFO ] [sig       ] [1389/3626] Forecasting GDDY...
[2025-12-05T20:22:54.015643] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-05T20:22:54.015672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-05T20:22:54.027092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2025-12-05T20:22:54.027469] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-05T20:22:54.028342] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-05T20:22:54.028395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:54.028426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:54.028453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:54.028509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:54.087030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:54.088032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:54.088143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:54.088189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:54.247899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:54.248081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:54.248125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:54.248152] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:54.252271] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2025-12-05T20:22:54.252702] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-05T20:22:54.252865] [INFO ] [sig       ] GDDY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:54.426127] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GDDY.txt
[2025-12-05T20:22:54.426277] [INFO ] [sig       ] [1389/3626] Completed GDDY in 0.4s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:54.426317] [INFO ] [sig       ] [1390/3626] Forecasting GDEN...
[2025-12-05T20:22:54.426347] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-05T20:22:54.426375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-05T20:22:54.436558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2025-12-05T20:22:54.436922] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-05T20:22:54.437723] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-05T20:22:54.437773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:54.437829] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:54.437858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:54.437914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:54.494128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:54.494992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:54.495109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:54.495142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:54.613934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:54.614089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:54.614129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:54.614158] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:54.617640] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2025-12-05T20:22:54.617934] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-05T20:22:54.618058] [INFO ] [sig       ] GDEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:54.757608] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GDEN.txt
[2025-12-05T20:22:54.757747] [INFO ] [sig       ] [1390/3626] Completed GDEN in 0.3s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:54.757784] [INFO ] [sig       ] [1391/3626] Forecasting GDRX...
[2025-12-05T20:22:54.757830] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-05T20:22:54.757860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-05T20:22:54.768102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-05T20:22:54.768392] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-05T20:22:54.769153] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-05T20:22:54.769202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:54.769233] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:54.769260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:54.769315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:54.825617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:54.826221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:54.826294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:54.826325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:54.945796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:54.945947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:54.946007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:54.946037] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:54.949429] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2025-12-05T20:22:54.949719] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-05T20:22:54.949848] [INFO ] [sig       ] GDRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:55.086466] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GDRX.txt
[2025-12-05T20:22:55.086611] [INFO ] [sig       ] [1391/3626] Completed GDRX in 0.3s | 2.95 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-05T20:22:55.086652] [INFO ] [sig       ] [1392/3626] Forecasting GDS...
[2025-12-05T20:22:55.086680] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-05T20:22:55.086710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-05T20:22:55.097909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2025-12-05T20:22:55.098238] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-05T20:22:55.099057] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-05T20:22:55.099106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:55.099137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:55.099163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:55.099218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:55.157161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:55.158056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:55.158141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:55.158175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:55.283479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:55.283640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:55.283683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:55.283713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:55.287161] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: DOWN (p=26.13%)
[2025-12-05T20:22:55.287445] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-05T20:22:55.287607] [INFO ] [sig       ] GDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:55.428990] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GDS.txt
[2025-12-05T20:22:55.429149] [INFO ] [sig       ] [1392/3626] Completed GDS in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:55.429192] [INFO ] [sig       ] [1393/3626] Forecasting GDYN...
[2025-12-05T20:22:55.429222] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-05T20:22:55.429253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-05T20:22:55.440682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2025-12-05T20:22:55.441056] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-05T20:22:55.441875] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-05T20:22:55.441926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:55.441960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:55.441988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:55.442046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:55.499395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:55.500206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:55.500323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:55.500357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:55.624375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:55.624517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:55.624563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:55.624624] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:55.628057] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-05T20:22:55.628324] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-05T20:22:55.628447] [INFO ] [sig       ] GDYN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:55.769256] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GDYN.txt
[2025-12-05T20:22:55.769408] [INFO ] [sig       ] [1393/3626] Completed GDYN in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:55.769449] [INFO ] [sig       ] [1394/3626] Forecasting GE...
[2025-12-05T20:22:55.769479] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-05T20:22:55.769510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-05T20:22:55.780657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-05T20:22:55.780914] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-05T20:22:55.781736] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-05T20:22:55.781788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:55.781822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:55.781850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:55.781908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:55.840393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:55.841044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:55.841129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:55.841168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:55.965214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:55.965363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:55.965407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:55.965437] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:55.968887] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=23.25%)
[2025-12-05T20:22:55.969158] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-05T20:22:55.969282] [INFO ] [sig       ] GE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:56.107240] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GE.txt
[2025-12-05T20:22:56.107369] [INFO ] [sig       ] [1394/3626] Completed GE in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:56.107408] [INFO ] [sig       ] [1395/3626] Forecasting GECC...
[2025-12-05T20:22:56.107444] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-05T20:22:56.107487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-05T20:22:56.118078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-05T20:22:56.118457] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-05T20:22:56.119266] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-05T20:22:56.119318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:56.119366] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:56.119396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:56.119454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:56.176252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:56.177066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:56.177145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:56.177176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:56.296587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:56.296735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:56.296773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:56.296800] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:56.300047] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-05T20:22:56.300307] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-05T20:22:56.300427] [INFO ] [sig       ] GECC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:56.441059] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GECC.txt
[2025-12-05T20:22:56.441212] [INFO ] [sig       ] [1395/3626] Completed GECC in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:56.441250] [INFO ] [sig       ] [1396/3626] Forecasting GEF...
[2025-12-05T20:22:56.441279] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-05T20:22:56.441308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-05T20:22:56.452354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-05T20:22:56.452665] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-05T20:22:56.453428] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-05T20:22:56.453479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:56.453511] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:56.453538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:56.453632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:56.513158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:56.514152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:56.514251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:56.514293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:56.645906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:56.646065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:56.646113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:56.646150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:56.649708] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=60.34%)
[2025-12-05T20:22:56.650096] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-05T20:22:56.650244] [INFO ] [sig       ] GEF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:56.803023] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GEF.txt
[2025-12-05T20:22:56.803188] [INFO ] [sig       ] [1396/3626] Completed GEF in 0.4s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:56.803231] [INFO ] [sig       ] [1397/3626] Forecasting GEHC...
[2025-12-05T20:22:56.803262] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-05T20:22:56.803294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-05T20:22:56.814417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-05T20:22:56.814863] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-05T20:22:56.815790] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-05T20:22:56.815851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:56.815936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:56.815983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:56.816064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:56.875372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:56.876260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:56.876345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:56.876377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:56.999679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:56.999838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:56.999878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:56.999906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:57.003567] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=95.17%)
[2025-12-05T20:22:57.003918] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-05T20:22:57.004066] [INFO ] [sig       ] GEHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:57.156718] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GEHC.txt
[2025-12-05T20:22:57.156865] [INFO ] [sig       ] [1397/3626] Completed GEHC in 0.4s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:57.156907] [INFO ] [sig       ] [1398/3626] Forecasting GEL...
[2025-12-05T20:22:57.156937] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-05T20:22:57.156970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-05T20:22:57.169754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-05T20:22:57.170232] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-05T20:22:57.171242] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-05T20:22:57.171297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:57.171333] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:57.171372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:57.171453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:57.236995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:57.238085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:57.238198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:57.238242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:57.392993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:57.393146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:57.393190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:57.393220] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:57.396822] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-05T20:22:57.397196] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-05T20:22:57.397359] [INFO ] [sig       ] GEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:57.541381] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GEL.txt
[2025-12-05T20:22:57.541542] [INFO ] [sig       ] [1398/3626] Completed GEL in 0.4s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:57.541602] [INFO ] [sig       ] [1399/3626] Forecasting GEN...
[2025-12-05T20:22:57.541640] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-05T20:22:57.541670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-05T20:22:57.553298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-05T20:22:57.553622] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-05T20:22:57.554379] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-05T20:22:57.554429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:57.554462] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:57.554488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:57.554543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:57.610307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:57.610914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:57.610989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:57.611021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:57.727523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:57.727649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:57.727684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:57.727711] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:57.730885] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-05T20:22:57.731145] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-05T20:22:57.731262] [INFO ] [sig       ] GEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:57.874357] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GEN.txt
[2025-12-05T20:22:57.874509] [INFO ] [sig       ] [1399/3626] Completed GEN in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:57.874549] [INFO ] [sig       ] [1400/3626] Forecasting GENI...
[2025-12-05T20:22:57.874599] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-05T20:22:57.874633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-05T20:22:57.887774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2025-12-05T20:22:57.888272] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-05T20:22:57.889278] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-05T20:22:57.889340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:57.889381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:57.889417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:57.889498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:57.950128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:57.950994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:57.951077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:57.951109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:58.067204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:58.067357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:58.067396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:58.067461] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:58.071588] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=35.73%)
[2025-12-05T20:22:58.071850] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-05T20:22:58.071967] [INFO ] [sig       ] GENI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:58.215328] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GENI.txt
[2025-12-05T20:22:58.215473] [INFO ] [sig       ] [1400/3626] Completed GENI in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:58.215511] [INFO ] [sig       ] [1401/3626] Forecasting GENK...
[2025-12-05T20:22:58.215538] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-05T20:22:58.215568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-05T20:22:58.227451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-05T20:22:58.227763] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-05T20:22:58.228543] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-05T20:22:58.228610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:58.228642] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:58.228668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:58.228723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:58.288873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:58.289540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:58.289650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:58.289685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:58.409567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:58.409740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:58.409779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:58.409807] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:58.413113] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-05T20:22:58.413369] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-05T20:22:58.413485] [INFO ] [sig       ] GENK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:58.552388] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GENK.txt
[2025-12-05T20:22:58.552517] [INFO ] [sig       ] [1401/3626] Completed GENK in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.6m
[2025-12-05T20:22:58.552555] [INFO ] [sig       ] [1402/3626] Forecasting GEOS...
[2025-12-05T20:22:58.552603] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-05T20:22:58.552633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-05T20:22:58.563120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-05T20:22:58.563420] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-05T20:22:58.564181] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-05T20:22:58.564230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:58.564261] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:58.564288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:58.564344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:58.620062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:58.620865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:58.620943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:58.620974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:58.739286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:58.739426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:58.739464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:58.739532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:58.742805] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2025-12-05T20:22:58.743060] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-05T20:22:58.743182] [INFO ] [sig       ] GEOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:22:58.881394] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GEOS.txt
[2025-12-05T20:22:58.881521] [INFO ] [sig       ] [1402/3626] Completed GEOS in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:22:58.881559] [INFO ] [sig       ] [1403/3626] Forecasting GERN...
[2025-12-05T20:22:58.881607] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-05T20:22:58.881638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-05T20:22:58.893080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-05T20:22:58.893380] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-05T20:22:58.894143] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-05T20:22:58.894192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:58.894223] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:58.894249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:58.894304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:58.950014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:58.950846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:58.950926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:58.950958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:59.069463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:59.069612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:59.069651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:59.069680] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:59.072924] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2025-12-05T20:22:59.073213] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-05T20:22:59.073339] [INFO ] [sig       ] GERN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:59.212259] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GERN.txt
[2025-12-05T20:22:59.212414] [INFO ] [sig       ] [1403/3626] Completed GERN in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:22:59.212454] [INFO ] [sig       ] [1404/3626] Forecasting GES...
[2025-12-05T20:22:59.212483] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-05T20:22:59.212513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-05T20:22:59.223484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-05T20:22:59.223805] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-05T20:22:59.224566] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-05T20:22:59.224644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:59.224681] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:59.224709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:59.224767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:59.284441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:59.285297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:59.285379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:59.285429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:59.404842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:59.404992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:59.405032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:59.405059] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:59.408323] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=12.59%)
[2025-12-05T20:22:59.408595] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-05T20:22:59.408718] [INFO ] [sig       ] GES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:59.546863] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GES.txt
[2025-12-05T20:22:59.547012] [INFO ] [sig       ] [1404/3626] Completed GES in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:22:59.547051] [INFO ] [sig       ] [1405/3626] Forecasting GEVO...
[2025-12-05T20:22:59.547080] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-05T20:22:59.547108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-05T20:22:59.557687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-05T20:22:59.558049] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-05T20:22:59.558822] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-05T20:22:59.558872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:59.558903] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:59.558928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:59.558982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:59.614139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:59.614970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:59.615048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:59.615080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:22:59.734640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:22:59.734792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:22:59.734832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:22:59.734859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:22:59.738138] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-05T20:22:59.738393] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-05T20:22:59.738509] [INFO ] [sig       ] GEVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:22:59.880118] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GEVO.txt
[2025-12-05T20:22:59.880255] [INFO ] [sig       ] [1405/3626] Completed GEVO in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:22:59.880300] [INFO ] [sig       ] [1406/3626] Forecasting GFF...
[2025-12-05T20:22:59.880330] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-05T20:22:59.880359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-05T20:22:59.890838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-05T20:22:59.891109] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-05T20:22:59.891872] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-05T20:22:59.891921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:22:59.891952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:22:59.891978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:22:59.892058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:22:59.948509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:22:59.949243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:22:59.949318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:22:59.949349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:00.063598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:00.063745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:00.063784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:00.063811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:00.067112] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-05T20:23:00.067381] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-05T20:23:00.067496] [INFO ] [sig       ] GFF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:00.205429] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GFF.txt
[2025-12-05T20:23:00.205596] [INFO ] [sig       ] [1406/3626] Completed GFF in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:23:00.205639] [INFO ] [sig       ] [1407/3626] Forecasting GFI...
[2025-12-05T20:23:00.205668] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-05T20:23:00.205698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-05T20:23:00.216345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-05T20:23:00.216698] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-05T20:23:00.217456] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-05T20:23:00.217505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:00.217536] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:00.217562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:00.217638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:00.274907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:00.275676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:00.275794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:00.275828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:00.398923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:00.399040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:00.399079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:00.399108] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:00.402349] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-05T20:23:00.402622] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-05T20:23:00.402742] [INFO ] [sig       ] GFI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:00.540619] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GFI.txt
[2025-12-05T20:23:00.540761] [INFO ] [sig       ] [1407/3626] Completed GFI in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:23:00.540799] [INFO ] [sig       ] [1408/3626] Forecasting GFL...
[2025-12-05T20:23:00.540829] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-05T20:23:00.540860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-05T20:23:00.551237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-05T20:23:00.551622] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-05T20:23:00.552376] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-05T20:23:00.552440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:00.552471] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:00.552497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:00.552552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:00.609001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:00.610031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:00.610115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:00.610151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:00.731977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:00.732097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:00.732137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:00.732166] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:00.735609] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=79.49%)
[2025-12-05T20:23:00.735895] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-05T20:23:00.736029] [INFO ] [sig       ] GFL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:00.881075] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GFL.txt
[2025-12-05T20:23:00.881196] [INFO ] [sig       ] [1408/3626] Completed GFL in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:23:00.881233] [INFO ] [sig       ] [1409/3626] Forecasting GFS...
[2025-12-05T20:23:00.881262] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-05T20:23:00.881290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-05T20:23:00.891406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-05T20:23:00.891720] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-05T20:23:00.892488] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-05T20:23:00.892538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:00.892568] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:00.892625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:00.892688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:00.953141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:00.954058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:00.954146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:00.954182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:01.083278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:01.083389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:01.083429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:01.083457] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:01.086836] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=16.46%)
[2025-12-05T20:23:01.087114] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-05T20:23:01.087239] [INFO ] [sig       ] GFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:01.228275] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GFS.txt
[2025-12-05T20:23:01.228424] [INFO ] [sig       ] [1409/3626] Completed GFS in 0.3s | 2.95 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-05T20:23:01.228461] [INFO ] [sig       ] [1410/3626] Forecasting GGAL...
[2025-12-05T20:23:01.228491] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-05T20:23:01.228521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-05T20:23:01.239556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2025-12-05T20:23:01.239949] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-05T20:23:01.240746] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-05T20:23:01.240796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:01.240829] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:01.240855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:01.240910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:01.296215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:01.297060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:01.297138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:01.297170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:01.424476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:01.424659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:01.424702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:01.424732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:01.428122] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=4.20%)
[2025-12-05T20:23:01.428390] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-05T20:23:01.428513] [INFO ] [sig       ] GGAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:01.586218] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GGAL.txt
[2025-12-05T20:23:01.586414] [INFO ] [sig       ] [1410/3626] Completed GGAL in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:01.586457] [INFO ] [sig       ] [1411/3626] Forecasting GGB...
[2025-12-05T20:23:01.586486] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-05T20:23:01.586518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-05T20:23:01.598065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2025-12-05T20:23:01.598443] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-05T20:23:01.599249] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-05T20:23:01.599302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:01.599335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:01.599362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:01.599420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:01.654772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:01.655463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:01.655540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:01.655593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:01.776067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:01.776228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:01.776267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:01.776295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:01.779769] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-05T20:23:01.780066] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-05T20:23:01.780198] [INFO ] [sig       ] GGB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:01.917058] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GGB.txt
[2025-12-05T20:23:01.917191] [INFO ] [sig       ] [1411/3626] Completed GGB in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:01.917228] [INFO ] [sig       ] [1412/3626] Forecasting GGG...
[2025-12-05T20:23:01.917257] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-05T20:23:01.917287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-05T20:23:01.928625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2025-12-05T20:23:01.928977] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-05T20:23:01.929818] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-05T20:23:01.929869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:01.929902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:01.929930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:01.929987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:01.986982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:01.987878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:01.987963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:01.987996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:02.107617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:02.107775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:02.107843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:02.107874] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:02.111318] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-05T20:23:02.111611] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-05T20:23:02.111742] [INFO ] [sig       ] GGG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:02.252349] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GGG.txt
[2025-12-05T20:23:02.252524] [INFO ] [sig       ] [1412/3626] Completed GGG in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:02.252590] [INFO ] [sig       ] [1413/3626] Forecasting GGLL...
[2025-12-05T20:23:02.252625] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-05T20:23:02.252656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-05T20:23:02.263403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2025-12-05T20:23:02.263759] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-05T20:23:02.264542] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-05T20:23:02.264622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:02.264657] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:02.264685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:02.264742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:02.321731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:02.322602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:02.322707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:02.322744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:02.437548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:02.437716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:02.437755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:02.437783] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:02.441117] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=20.56%)
[2025-12-05T20:23:02.441403] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-05T20:23:02.441526] [INFO ] [sig       ] GGLL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:02.580511] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GGLL.txt
[2025-12-05T20:23:02.580695] [INFO ] [sig       ] [1413/3626] Completed GGLL in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:02.580739] [INFO ] [sig       ] [1414/3626] Forecasting GGLS...
[2025-12-05T20:23:02.580771] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-05T20:23:02.580802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-05T20:23:02.591460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-05T20:23:02.591857] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-05T20:23:02.592661] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-05T20:23:02.592711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:02.592768] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:02.592796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:02.592852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:02.649269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:02.650125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:02.650218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:02.650252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:02.772538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:02.772702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:02.772744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:02.772774] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:02.776235] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-05T20:23:02.776509] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-05T20:23:02.776656] [INFO ] [sig       ] GGLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:02.914148] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GGLS.txt
[2025-12-05T20:23:02.914287] [INFO ] [sig       ] [1414/3626] Completed GGLS in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:02.914325] [INFO ] [sig       ] [1415/3626] Forecasting GH...
[2025-12-05T20:23:02.914354] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-05T20:23:02.914384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-05T20:23:02.924676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-05T20:23:02.924961] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-05T20:23:02.925733] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-05T20:23:02.925781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:02.925812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:02.925837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:02.925891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:02.981061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:02.981828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:02.981904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:02.981935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:03.104618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:03.104772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:03.104830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:03.104859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:03.108151] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-05T20:23:03.108412] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-05T20:23:03.108546] [INFO ] [sig       ] GH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:03.245021] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GH.txt
[2025-12-05T20:23:03.245196] [INFO ] [sig       ] [1415/3626] Completed GH in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:03.245241] [INFO ] [sig       ] [1416/3626] Forecasting GHI...
[2025-12-05T20:23:03.245270] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-05T20:23:03.245299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-05T20:23:03.256600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2025-12-05T20:23:03.256995] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-05T20:23:03.257779] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-05T20:23:03.257856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:03.257889] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:03.257915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:03.257970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:03.313372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:03.314230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:03.314314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:03.314346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:03.429541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:03.429706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:03.429745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:03.429774] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:03.433078] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=42.80%)
[2025-12-05T20:23:03.433347] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-05T20:23:03.433468] [INFO ] [sig       ] GHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:03.571084] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GHI.txt
[2025-12-05T20:23:03.571216] [INFO ] [sig       ] [1416/3626] Completed GHI in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:03.571253] [INFO ] [sig       ] [1417/3626] Forecasting GHM...
[2025-12-05T20:23:03.571282] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-05T20:23:03.571312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-05T20:23:03.582659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-05T20:23:03.582995] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-05T20:23:03.583779] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-05T20:23:03.583828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:03.583858] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:03.583884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:03.583939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:03.641080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:03.642010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:03.642098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:03.642130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:03.769743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:03.769891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:03.769931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:03.769960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:03.773586] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2025-12-05T20:23:03.773870] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-05T20:23:03.773996] [INFO ] [sig       ] GHM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:03.931253] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GHM.txt
[2025-12-05T20:23:03.931413] [INFO ] [sig       ] [1417/3626] Completed GHM in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:03.931454] [INFO ] [sig       ] [1418/3626] Forecasting GHRS...
[2025-12-05T20:23:03.931482] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-05T20:23:03.931511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-05T20:23:03.942620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2025-12-05T20:23:03.942957] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-05T20:23:03.943766] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-05T20:23:03.943817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:03.943849] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:03.943875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:03.943930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:04.002817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:04.003742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:04.003834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:04.003868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:04.135967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:04.136139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:04.136192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:04.136233] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:04.140109] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-05T20:23:04.140419] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-05T20:23:04.140547] [INFO ] [sig       ] GHRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:04.282851] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GHRS.txt
[2025-12-05T20:23:04.282983] [INFO ] [sig       ] [1418/3626] Completed GHRS in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:04.283021] [INFO ] [sig       ] [1419/3626] Forecasting GHY...
[2025-12-05T20:23:04.283050] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-05T20:23:04.283079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-05T20:23:04.293721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-05T20:23:04.294012] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-05T20:23:04.294827] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-05T20:23:04.294877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:04.294921] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:04.294947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:04.295002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:04.350052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:04.350779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:04.350856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:04.350887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:04.467558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:04.467734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:04.467777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:04.467834] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:04.471313] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=76.31%)
[2025-12-05T20:23:04.471618] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-05T20:23:04.471751] [INFO ] [sig       ] GHY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:04.615724] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GHY.txt
[2025-12-05T20:23:04.615874] [INFO ] [sig       ] [1419/3626] Completed GHY in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.5m
[2025-12-05T20:23:04.615912] [INFO ] [sig       ] [1420/3626] Forecasting GIB...
[2025-12-05T20:23:04.615942] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-05T20:23:04.615971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-05T20:23:04.626941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2025-12-05T20:23:04.627213] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-05T20:23:04.628027] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-05T20:23:04.628077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:04.628109] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:04.628135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:04.628194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:04.685549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:04.686208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:04.686298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:04.686330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:04.807985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:04.808141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:04.808181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:04.808209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:04.811919] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2025-12-05T20:23:04.812237] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-05T20:23:04.812401] [INFO ] [sig       ] GIB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:04.955549] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GIB.txt
[2025-12-05T20:23:04.955720] [INFO ] [sig       ] [1420/3626] Completed GIB in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:04.955761] [INFO ] [sig       ] [1421/3626] Forecasting GIFI...
[2025-12-05T20:23:04.955789] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-05T20:23:04.955819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-05T20:23:04.966148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIFI'.
[2025-12-05T20:23:04.966490] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-05T20:23:04.967275] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-05T20:23:04.967326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:04.967358] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:04.967384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:04.967439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:05.022551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:05.023357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:05.023445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:05.023476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:05.139538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:05.139706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:05.139747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:05.139775] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:05.143149] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-05T20:23:05.143430] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-05T20:23:05.143555] [INFO ] [sig       ] GIFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:05.282886] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GIFI.txt
[2025-12-05T20:23:05.283028] [INFO ] [sig       ] [1421/3626] Completed GIFI in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:05.283067] [INFO ] [sig       ] [1422/3626] Forecasting GIII...
[2025-12-05T20:23:05.283095] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-05T20:23:05.283124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-05T20:23:05.293949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-05T20:23:05.294317] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-05T20:23:05.295112] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-05T20:23:05.295162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:05.295193] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:05.295220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:05.295275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:05.355944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:05.356994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:05.357077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:05.357109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:05.489846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:05.490006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:05.490056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:05.490094] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:05.494039] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-05T20:23:05.494328] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-05T20:23:05.494478] [INFO ] [sig       ] GIII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:05.647101] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GIII.txt
[2025-12-05T20:23:05.647272] [INFO ] [sig       ] [1422/3626] Completed GIII in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:05.647317] [INFO ] [sig       ] [1423/3626] Forecasting GIL...
[2025-12-05T20:23:05.647354] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-05T20:23:05.647384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-05T20:23:05.658285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-05T20:23:05.658614] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-05T20:23:05.659421] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-05T20:23:05.659472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:05.659503] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:05.659528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:05.659625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:05.721163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:05.722042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:05.722127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:05.722161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:05.859098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:05.859249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:05.859291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:05.859322] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:05.862965] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=44.59%)
[2025-12-05T20:23:05.863239] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-05T20:23:05.863364] [INFO ] [sig       ] GIL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:06.025695] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GIL.txt
[2025-12-05T20:23:06.025848] [INFO ] [sig       ] [1423/3626] Completed GIL in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:06.025888] [INFO ] [sig       ] [1424/3626] Forecasting GILD...
[2025-12-05T20:23:06.025917] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-05T20:23:06.025948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-05T20:23:06.037399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2025-12-05T20:23:06.037767] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-05T20:23:06.038687] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-05T20:23:06.038746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:06.038780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:06.038807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:06.038868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:06.098544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:06.099391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:06.099513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:06.099550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:06.221392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:06.221548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:06.221607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:06.221638] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:06.224991] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-05T20:23:06.225310] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-05T20:23:06.225446] [INFO ] [sig       ] GILD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:06.381619] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GILD.txt
[2025-12-05T20:23:06.381767] [INFO ] [sig       ] [1424/3626] Completed GILD in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:06.381804] [INFO ] [sig       ] [1425/3626] Forecasting GIS...
[2025-12-05T20:23:06.381833] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-05T20:23:06.381862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-05T20:23:06.393425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-05T20:23:06.393813] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-05T20:23:06.394600] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-05T20:23:06.394652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:06.394683] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:06.394709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:06.394770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:06.462787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:06.463850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:06.463948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:06.463991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:06.600318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:06.600466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:06.600506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:06.600533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:06.604033] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=65.91%)
[2025-12-05T20:23:06.604295] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-05T20:23:06.604417] [INFO ] [sig       ] GIS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:06.754409] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GIS.txt
[2025-12-05T20:23:06.754564] [INFO ] [sig       ] [1425/3626] Completed GIS in 0.4s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:06.754623] [INFO ] [sig       ] [1426/3626] Forecasting GKOS...
[2025-12-05T20:23:06.754652] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-05T20:23:06.754682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-05T20:23:06.765562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2025-12-05T20:23:06.765986] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-05T20:23:06.766795] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-05T20:23:06.766845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:06.766875] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:06.766901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:06.766956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:06.826550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:06.827386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:06.827467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:06.827502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:06.949091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:06.949238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:06.949277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:06.949321] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:06.952735] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-05T20:23:06.952989] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-05T20:23:06.953106] [INFO ] [sig       ] GKOS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:07.090003] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GKOS.txt
[2025-12-05T20:23:07.090122] [INFO ] [sig       ] [1426/3626] Completed GKOS in 0.3s | 2.95 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-05T20:23:07.090159] [INFO ] [sig       ] [1427/3626] Forecasting GL...
[2025-12-05T20:23:07.090192] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-05T20:23:07.090228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-05T20:23:07.274000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2025-12-05T20:23:07.274274] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-05T20:23:07.275028] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-05T20:23:07.275076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:07.275107] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:07.275133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:07.275187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:07.330446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:07.331065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:07.331139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:07.331170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:07.454749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:07.454878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:07.454915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:07.454943] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:07.458203] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2025-12-05T20:23:07.458457] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-05T20:23:07.458591] [INFO ] [sig       ] GL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:07.617075] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GL.txt
[2025-12-05T20:23:07.617256] [INFO ] [sig       ] [1427/3626] Completed GL in 0.5s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:07.617297] [INFO ] [sig       ] [1428/3626] Forecasting GLAD...
[2025-12-05T20:23:07.617325] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-05T20:23:07.617354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-05T20:23:07.630740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-05T20:23:07.631093] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-05T20:23:07.631887] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-05T20:23:07.631937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:07.631969] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:07.631996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:07.632052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:07.690195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:07.690905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:07.690988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:07.691036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:07.805199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:07.805342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:07.805380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:07.805408] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:07.808709] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=9.36%)
[2025-12-05T20:23:07.808966] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-05T20:23:07.809085] [INFO ] [sig       ] GLAD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:07.948070] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GLAD.txt
[2025-12-05T20:23:07.948220] [INFO ] [sig       ] [1428/3626] Completed GLAD in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:07.948261] [INFO ] [sig       ] [1429/3626] Forecasting GLBE...
[2025-12-05T20:23:07.948295] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-05T20:23:07.948326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-05T20:23:07.958481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-05T20:23:07.958767] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-05T20:23:07.959501] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-05T20:23:07.959550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:07.959599] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:07.959628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:07.959683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:08.014468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:08.015076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:08.015148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:08.015180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:08.133304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:08.133440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:08.133479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:08.133507] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:08.136762] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-05T20:23:08.137017] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-05T20:23:08.137134] [INFO ] [sig       ] GLBE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:08.273341] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLBE.txt
[2025-12-05T20:23:08.273452] [INFO ] [sig       ] [1429/3626] Completed GLBE in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:08.273490] [INFO ] [sig       ] [1430/3626] Forecasting GLBS...
[2025-12-05T20:23:08.273518] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-05T20:23:08.273546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-05T20:23:08.284051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-05T20:23:08.284347] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-05T20:23:08.285148] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-05T20:23:08.285199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:08.285234] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:08.285278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:08.285337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:08.344814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:08.345439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:08.345515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:08.345547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:08.454879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:08.455016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:08.455053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:08.455083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:08.458350] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: UP (p=52.83%)
[2025-12-05T20:23:08.458623] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-05T20:23:08.458741] [INFO ] [sig       ] GLBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:08.607560] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLBS.txt
[2025-12-05T20:23:08.607728] [INFO ] [sig       ] [1430/3626] Completed GLBS in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:08.607765] [INFO ] [sig       ] [1431/3626] Forecasting GLDD...
[2025-12-05T20:23:08.607817] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-05T20:23:08.607851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-05T20:23:08.618724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-05T20:23:08.619107] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-05T20:23:08.619952] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-05T20:23:08.620003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:08.620063] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:08.620092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:08.620161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:08.679495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:08.680352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:08.680435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:08.680468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:08.810282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:08.810468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:08.810531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:08.810597] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:08.815852] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-05T20:23:08.816267] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-05T20:23:08.816420] [INFO ] [sig       ] GLDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:08.965671] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLDD.txt
[2025-12-05T20:23:08.965820] [INFO ] [sig       ] [1431/3626] Completed GLDD in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:08.965859] [INFO ] [sig       ] [1432/3626] Forecasting GLNG...
[2025-12-05T20:23:08.965890] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-05T20:23:08.965919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-05T20:23:08.977370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-05T20:23:08.977788] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-05T20:23:08.978621] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-05T20:23:08.978671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:08.978703] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:08.978728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:08.978784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:09.037093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:09.038004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:09.038086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:09.038119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:09.160034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:09.160186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:09.160228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:09.160257] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:09.163734] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2025-12-05T20:23:09.164047] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-05T20:23:09.164181] [INFO ] [sig       ] GLNG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:09.331988] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLNG.txt
[2025-12-05T20:23:09.332169] [INFO ] [sig       ] [1432/3626] Completed GLNG in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:09.332218] [INFO ] [sig       ] [1433/3626] Forecasting GLOB...
[2025-12-05T20:23:09.332264] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-05T20:23:09.332319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-05T20:23:09.346249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-05T20:23:09.346714] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-05T20:23:09.347779] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-05T20:23:09.347869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:09.347908] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:09.347939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:09.348010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:09.414033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:09.414874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:09.414952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:09.414983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:09.533399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:09.533559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:09.533614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:09.533645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:09.537066] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=31.78%)
[2025-12-05T20:23:09.537336] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-05T20:23:09.537460] [INFO ] [sig       ] GLOB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:09.674098] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GLOB.txt
[2025-12-05T20:23:09.674234] [INFO ] [sig       ] [1433/3626] Completed GLOB in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:09.674271] [INFO ] [sig       ] [1434/3626] Forecasting GLP...
[2025-12-05T20:23:09.674301] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-05T20:23:09.674340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-05T20:23:09.685471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-05T20:23:09.685812] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-05T20:23:09.686557] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-05T20:23:09.686632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:09.686672] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:09.686698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:09.686753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:09.742055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:09.742719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:09.742794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:09.742826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:09.860754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:09.860902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:09.860941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:09.861002] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:09.864254] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=33.89%)
[2025-12-05T20:23:09.864515] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-05T20:23:09.864656] [INFO ] [sig       ] GLP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:10.000988] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GLP.txt
[2025-12-05T20:23:10.001120] [INFO ] [sig       ] [1434/3626] Completed GLP in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:10.001158] [INFO ] [sig       ] [1435/3626] Forecasting GLPG...
[2025-12-05T20:23:10.001187] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-05T20:23:10.001216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-05T20:23:10.011826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-05T20:23:10.012138] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-05T20:23:10.012899] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-05T20:23:10.012949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:10.012979] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:10.013005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:10.013060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:10.071568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:10.072395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:10.072480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:10.072513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:10.203272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:10.203425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:10.203467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:10.203495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:10.206842] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-05T20:23:10.207123] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-05T20:23:10.207253] [INFO ] [sig       ] GLPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:10.351274] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GLPG.txt
[2025-12-05T20:23:10.351406] [INFO ] [sig       ] [1435/3626] Completed GLPG in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:10.351445] [INFO ] [sig       ] [1436/3626] Forecasting GLPI...
[2025-12-05T20:23:10.351473] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-05T20:23:10.351501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-05T20:23:10.363086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-05T20:23:10.363470] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-05T20:23:10.364285] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-05T20:23:10.364337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:10.364368] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:10.364393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:10.364448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:10.421915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:10.422788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:10.422869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:10.422901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:10.541409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:10.541564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:10.541625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:10.541657] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:10.545110] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-05T20:23:10.545405] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-05T20:23:10.545545] [INFO ] [sig       ] GLPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:10.702610] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLPI.txt
[2025-12-05T20:23:10.702763] [INFO ] [sig       ] [1436/3626] Completed GLPI in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:10.702802] [INFO ] [sig       ] [1437/3626] Forecasting GLRE...
[2025-12-05T20:23:10.702833] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-05T20:23:10.702862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-05T20:23:10.714370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-05T20:23:10.714728] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-05T20:23:10.715549] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-05T20:23:10.715621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:10.715654] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:10.715682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:10.715738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:10.777846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:10.778759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:10.778843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:10.778877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:10.905271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:10.905438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:10.905481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:10.905510] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:10.909290] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=91.18%)
[2025-12-05T20:23:10.909599] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-05T20:23:10.909729] [INFO ] [sig       ] GLRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:11.053749] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLRE.txt
[2025-12-05T20:23:11.053901] [INFO ] [sig       ] [1437/3626] Completed GLRE in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:11.053941] [INFO ] [sig       ] [1438/3626] Forecasting GLSI...
[2025-12-05T20:23:11.053969] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-05T20:23:11.053998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-05T20:23:11.064698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-05T20:23:11.065087] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-05T20:23:11.065860] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-05T20:23:11.065910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:11.065941] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:11.065966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:11.066020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:11.121007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:11.121882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:11.121966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:11.121998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:11.236939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:11.237098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:11.237137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:11.237166] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:11.240486] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=98.67%)
[2025-12-05T20:23:11.240793] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-05T20:23:11.240923] [INFO ] [sig       ] GLSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:11.378047] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLSI.txt
[2025-12-05T20:23:11.378191] [INFO ] [sig       ] [1438/3626] Completed GLSI in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.4m
[2025-12-05T20:23:11.378230] [INFO ] [sig       ] [1439/3626] Forecasting GLTO...
[2025-12-05T20:23:11.378259] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-05T20:23:11.378288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-05T20:23:11.388402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-05T20:23:11.388762] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-05T20:23:11.389521] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-05T20:23:11.389595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:11.389629] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:11.389655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:11.389711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:11.445368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:11.446225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:11.446304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:11.446343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:11.560718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:11.560871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:11.560916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:11.560944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:11.564382] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=14.01%)
[2025-12-05T20:23:11.564678] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-05T20:23:11.564803] [INFO ] [sig       ] GLTO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:11.703895] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GLTO.txt
[2025-12-05T20:23:11.704057] [INFO ] [sig       ] [1439/3626] Completed GLTO in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-05T20:23:11.704096] [INFO ] [sig       ] [1440/3626] Forecasting GLUE...
[2025-12-05T20:23:11.704126] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-05T20:23:11.704155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-05T20:23:11.714903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2025-12-05T20:23:11.715261] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-05T20:23:11.716046] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-05T20:23:11.716095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:11.716127] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:11.716154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:11.716209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:11.771412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:11.772278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:11.772359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:11.772390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:11.889565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:11.889737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:11.889776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:11.889804] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:11.893141] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=75.74%)
[2025-12-05T20:23:11.893433] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-05T20:23:11.893559] [INFO ] [sig       ] GLUE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:12.073232] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GLUE.txt
[2025-12-05T20:23:12.073386] [INFO ] [sig       ] [1440/3626] Completed GLUE in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-05T20:23:12.073423] [INFO ] [sig       ] [1441/3626] Forecasting GMAB...
[2025-12-05T20:23:12.073453] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-05T20:23:12.073483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-05T20:23:12.084367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-05T20:23:12.084705] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-05T20:23:12.085452] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-05T20:23:12.085502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:12.085534] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:12.085561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:12.085660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:12.140968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:12.141691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:12.141796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:12.141829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:12.263978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:12.264129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:12.264169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:12.264196] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:12.267478] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-05T20:23:12.267754] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-05T20:23:12.267893] [INFO ] [sig       ] GMAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:12.404293] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GMAB.txt
[2025-12-05T20:23:12.404450] [INFO ] [sig       ] [1441/3626] Completed GMAB in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-05T20:23:12.404488] [INFO ] [sig       ] [1442/3626] Forecasting GME...
[2025-12-05T20:23:12.404518] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-05T20:23:12.404548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-05T20:23:12.416327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-05T20:23:12.416728] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-05T20:23:12.417681] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-05T20:23:12.417739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:12.417772] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:12.417817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:12.417878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:12.479394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:12.480213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:12.480289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:12.480322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:12.609611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:12.609760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:12.609799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:12.609826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:12.613207] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2025-12-05T20:23:12.613479] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-05T20:23:12.613620] [INFO ] [sig       ] GME: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:12.764562] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GME.txt
[2025-12-05T20:23:12.764734] [INFO ] [sig       ] [1442/3626] Completed GME in 0.4s | 2.95 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-05T20:23:12.764774] [INFO ] [sig       ] [1443/3626] Forecasting GMED...
[2025-12-05T20:23:12.764803] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-05T20:23:12.764854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-05T20:23:12.775748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-05T20:23:12.776008] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-05T20:23:12.776822] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-05T20:23:12.776895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:12.776927] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:12.776977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:12.777034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:12.835301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:12.835924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:12.836013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:12.836057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:12.958384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:12.958531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:12.958585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:12.958616] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:12.961866] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=19.86%)
[2025-12-05T20:23:12.962133] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-05T20:23:12.962256] [INFO ] [sig       ] GMED: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:13.098386] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GMED.txt
[2025-12-05T20:23:13.098511] [INFO ] [sig       ] [1443/3626] Completed GMED in 0.3s | 2.95 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-05T20:23:13.098549] [INFO ] [sig       ] [1444/3626] Forecasting GMM...
[2025-12-05T20:23:13.098596] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-05T20:23:13.098628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-05T20:23:13.108816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2025-12-05T20:23:13.109071] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-05T20:23:13.109823] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-05T20:23:13.109871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:13.109903] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:13.109929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:13.109984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:13.165079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:13.165717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:13.165792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:13.165823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:13.273212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:13.273359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:13.273397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:13.273426] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:13.276680] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-05T20:23:13.276954] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-05T20:23:13.277070] [INFO ] [sig       ] GMM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:13.412107] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GMM.txt
[2025-12-05T20:23:13.412259] [INFO ] [sig       ] [1444/3626] Completed GMM in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:13.412297] [INFO ] [sig       ] [1445/3626] Forecasting GMRE...
[2025-12-05T20:23:13.412325] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-05T20:23:13.412354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-05T20:23:13.422994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-05T20:23:13.423303] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-05T20:23:13.424084] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-05T20:23:13.424133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:13.424165] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:13.424192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:13.424248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:13.484402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:13.485160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:13.485237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:13.485271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:13.604336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:13.604485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:13.604525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:13.604553] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:13.607977] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=53.51%)
[2025-12-05T20:23:13.608251] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-05T20:23:13.608372] [INFO ] [sig       ] GMRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:13.751868] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GMRE.txt
[2025-12-05T20:23:13.752015] [INFO ] [sig       ] [1445/3626] Completed GMRE in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:13.752052] [INFO ] [sig       ] [1446/3626] Forecasting GNE...
[2025-12-05T20:23:13.752080] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-05T20:23:13.752111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-05T20:23:13.763997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-05T20:23:13.764344] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-05T20:23:13.765263] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-05T20:23:13.765316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:13.765349] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:13.765378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:13.765435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:13.827008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:13.827875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:13.827969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:13.828002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:13.944259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:13.944412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:13.944452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:13.944479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:13.947730] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-05T20:23:13.948006] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-05T20:23:13.948127] [INFO ] [sig       ] GNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:14.086317] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNE.txt
[2025-12-05T20:23:14.086488] [INFO ] [sig       ] [1446/3626] Completed GNE in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:14.086536] [INFO ] [sig       ] [1447/3626] Forecasting GNK...
[2025-12-05T20:23:14.086567] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-05T20:23:14.086622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-05T20:23:14.097822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-05T20:23:14.098198] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-05T20:23:14.099087] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-05T20:23:14.099142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:14.099175] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:14.099203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:14.099260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:14.155333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:14.156183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:14.156265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:14.156296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:14.281331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:14.281485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:14.281525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:14.281554] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:14.284905] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-05T20:23:14.285193] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-05T20:23:14.285324] [INFO ] [sig       ] GNK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:14.424168] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GNK.txt
[2025-12-05T20:23:14.424321] [INFO ] [sig       ] [1447/3626] Completed GNK in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:14.424360] [INFO ] [sig       ] [1448/3626] Forecasting GNL...
[2025-12-05T20:23:14.424389] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-05T20:23:14.424418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-05T20:23:14.436031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-05T20:23:14.436398] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-05T20:23:14.437258] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-05T20:23:14.437311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:14.437378] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:14.437414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:14.437485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:14.499549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:14.500399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:14.500503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:14.500555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:14.627287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:14.627440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:14.627481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:14.627508] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:14.631377] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=64.09%)
[2025-12-05T20:23:14.631735] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-05T20:23:14.631914] [INFO ] [sig       ] GNL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:14.789776] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNL.txt
[2025-12-05T20:23:14.789949] [INFO ] [sig       ] [1448/3626] Completed GNL in 0.4s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:14.789992] [INFO ] [sig       ] [1449/3626] Forecasting GNLN...
[2025-12-05T20:23:14.790024] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-05T20:23:14.790055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-05T20:23:14.801165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-05T20:23:14.801543] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-05T20:23:14.802360] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-05T20:23:14.802419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:14.802452] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:14.802478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:14.802547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:14.864465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:14.865298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:14.865380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:14.865415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:14.972989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:14.973144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:14.973187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:14.973215] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:14.976517] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-05T20:23:14.976797] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-05T20:23:14.976923] [INFO ] [sig       ] GNLN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:15.119542] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNLN.txt
[2025-12-05T20:23:15.119698] [INFO ] [sig       ] [1449/3626] Completed GNLN in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:15.119737] [INFO ] [sig       ] [1450/3626] Forecasting GNLX...
[2025-12-05T20:23:15.119766] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-05T20:23:15.119796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-05T20:23:15.130169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-05T20:23:15.130445] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-05T20:23:15.131207] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-05T20:23:15.131256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:15.131288] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:15.131314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:15.131369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:15.189011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:15.189681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:15.189760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:15.189793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:15.305909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:15.306046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:15.306099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:15.306127] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:15.309431] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2025-12-05T20:23:15.309731] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-05T20:23:15.309850] [INFO ] [sig       ] GNLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:15.450600] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNLX.txt
[2025-12-05T20:23:15.450740] [INFO ] [sig       ] [1450/3626] Completed GNLX in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:15.450779] [INFO ] [sig       ] [1451/3626] Forecasting GNMA...
[2025-12-05T20:23:15.450808] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-05T20:23:15.450840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-05T20:23:15.461549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-05T20:23:15.461853] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-05T20:23:15.462626] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-05T20:23:15.462675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:15.462707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:15.462733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:15.462788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:15.520243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:15.520986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:15.521065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:15.521098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:15.634590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:15.634722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:15.634761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:15.634821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:15.638376] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-05T20:23:15.638718] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-05T20:23:15.638855] [INFO ] [sig       ] GNMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:15.786612] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNMA.txt
[2025-12-05T20:23:15.786773] [INFO ] [sig       ] [1451/3626] Completed GNMA in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:15.786812] [INFO ] [sig       ] [1452/3626] Forecasting GNOM...
[2025-12-05T20:23:15.786841] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-05T20:23:15.786872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-05T20:23:15.798346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-05T20:23:15.798769] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-05T20:23:15.799603] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-05T20:23:15.799655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:15.799686] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:15.799713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:15.799769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:15.857214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:15.858131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:15.858214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:15.858247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:15.973018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:15.973178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:15.973217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:15.973243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:15.976641] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: UP (p=89.75%)
[2025-12-05T20:23:15.976942] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-05T20:23:15.977067] [INFO ] [sig       ] GNOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:16.125862] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GNOM.txt
[2025-12-05T20:23:16.125983] [INFO ] [sig       ] [1452/3626] Completed GNOM in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:16.126019] [INFO ] [sig       ] [1453/3626] Forecasting GNPX...
[2025-12-05T20:23:16.126048] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-05T20:23:16.126076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-05T20:23:16.137346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2025-12-05T20:23:16.137616] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-05T20:23:16.138369] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-05T20:23:16.138419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:16.138455] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:16.138481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:16.138537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:16.194360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:16.194956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:16.195027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:16.195058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:16.305496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:16.305608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:16.305643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:16.305673] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:16.308809] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-05T20:23:16.309064] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-05T20:23:16.309183] [INFO ] [sig       ] GNPX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:16.443679] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GNPX.txt
[2025-12-05T20:23:16.443781] [INFO ] [sig       ] [1453/3626] Completed GNPX in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:16.443817] [INFO ] [sig       ] [1454/3626] Forecasting GNRC...
[2025-12-05T20:23:16.443845] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-05T20:23:16.443875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-05T20:23:16.454295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2025-12-05T20:23:16.454539] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-05T20:23:16.455294] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-05T20:23:16.455343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:16.455386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:16.455413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:16.455473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:16.512093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:16.512689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:16.512760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:16.512791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:16.639328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:16.639455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:16.639497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:16.639525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:16.642766] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=46.13%)
[2025-12-05T20:23:16.643031] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-05T20:23:16.643149] [INFO ] [sig       ] GNRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:16.778512] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GNRC.txt
[2025-12-05T20:23:16.778658] [INFO ] [sig       ] [1454/3626] Completed GNRC in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:16.778696] [INFO ] [sig       ] [1455/3626] Forecasting GNSS...
[2025-12-05T20:23:16.778725] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-05T20:23:16.778754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-05T20:23:16.789178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-05T20:23:16.789505] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-05T20:23:16.790283] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-05T20:23:16.790332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:16.790363] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:16.790389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:16.790444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:16.845527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:16.846348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:16.846433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:16.846469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:16.964380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:16.964539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:16.964597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:16.964628] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:16.968013] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=3.07%)
[2025-12-05T20:23:16.968319] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-05T20:23:16.968453] [INFO ] [sig       ] GNSS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:17.107594] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GNSS.txt
[2025-12-05T20:23:17.107741] [INFO ] [sig       ] [1455/3626] Completed GNSS in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.3m
[2025-12-05T20:23:17.107779] [INFO ] [sig       ] [1456/3626] Forecasting GNTX...
[2025-12-05T20:23:17.107821] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-05T20:23:17.107851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-05T20:23:17.117819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2025-12-05T20:23:17.118092] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-05T20:23:17.118849] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-05T20:23:17.118898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:17.118929] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:17.118956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:17.119012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:17.174702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:17.175280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:17.175352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:17.175383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:17.289764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:17.289892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:17.289928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:17.289954] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:17.293128] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=11.13%)
[2025-12-05T20:23:17.293382] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-05T20:23:17.293503] [INFO ] [sig       ] GNTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:17.433037] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GNTX.txt
[2025-12-05T20:23:17.433149] [INFO ] [sig       ] [1456/3626] Completed GNTX in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:17.433195] [INFO ] [sig       ] [1457/3626] Forecasting GO...
[2025-12-05T20:23:17.433223] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-05T20:23:17.433252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-05T20:23:17.447987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2025-12-05T20:23:17.448493] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-05T20:23:17.449689] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-05T20:23:17.449776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:17.449822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:17.449859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:17.449939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:17.519563] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:17.520426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:17.520510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:17.520542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:17.638259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:17.638415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:17.638454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:17.638482] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:17.641792] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-05T20:23:17.642055] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-05T20:23:17.642174] [INFO ] [sig       ] GO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:17.778133] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GO.txt
[2025-12-05T20:23:17.778288] [INFO ] [sig       ] [1457/3626] Completed GO in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:17.778326] [INFO ] [sig       ] [1458/3626] Forecasting GOCO...
[2025-12-05T20:23:17.778362] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-05T20:23:17.778391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-05T20:23:17.789371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2025-12-05T20:23:17.789797] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-05T20:23:17.790589] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-05T20:23:17.790639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:17.790670] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:17.790696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:17.790750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:17.848549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:17.849454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:17.849597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:17.849632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:17.968052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:17.968221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:17.968260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:17.968289] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:17.971717] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-05T20:23:17.972028] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-05T20:23:17.972161] [INFO ] [sig       ] GOCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:18.110671] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOCO.txt
[2025-12-05T20:23:18.110795] [INFO ] [sig       ] [1458/3626] Completed GOCO in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:18.110835] [INFO ] [sig       ] [1459/3626] Forecasting GOF...
[2025-12-05T20:23:18.110866] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-05T20:23:18.110897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-05T20:23:18.121597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-05T20:23:18.121840] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-05T20:23:18.122597] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-05T20:23:18.122647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:18.122679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:18.122707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:18.122763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:18.181422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:18.182291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:18.182369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:18.182402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:18.311079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:18.311227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:18.311266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:18.311295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:18.314540] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-05T20:23:18.314814] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-05T20:23:18.314932] [INFO ] [sig       ] GOF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:18.450201] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOF.txt
[2025-12-05T20:23:18.450313] [INFO ] [sig       ] [1459/3626] Completed GOF in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:18.450351] [INFO ] [sig       ] [1460/3626] Forecasting GOGO...
[2025-12-05T20:23:18.450378] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-05T20:23:18.450407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-05T20:23:18.460894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-05T20:23:18.461164] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-05T20:23:18.461926] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-05T20:23:18.461975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:18.462006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:18.462033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:18.462087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:18.517737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:18.518426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:18.518504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:18.518536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:18.634902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:18.635055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:18.635095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:18.635123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:18.638469] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: DOWN (p=27.61%)
[2025-12-05T20:23:18.638761] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-05T20:23:18.638885] [INFO ] [sig       ] GOGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:18.774854] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOGO.txt
[2025-12-05T20:23:18.775002] [INFO ] [sig       ] [1460/3626] Completed GOGO in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:18.775040] [INFO ] [sig       ] [1461/3626] Forecasting GOLF...
[2025-12-05T20:23:18.775070] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-05T20:23:18.775099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-05T20:23:18.785798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-05T20:23:18.786080] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-05T20:23:18.786838] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-05T20:23:18.786887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:18.786918] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:18.786944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:18.786998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:18.842486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:18.843136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:18.843208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:18.843239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:18.965478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:18.965654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:18.965695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:18.965739] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:18.969192] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=30.93%)
[2025-12-05T20:23:18.969462] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-05T20:23:18.969616] [INFO ] [sig       ] GOLF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:19.105360] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOLF.txt
[2025-12-05T20:23:19.105521] [INFO ] [sig       ] [1461/3626] Completed GOLF in 0.3s | 2.95 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-05T20:23:19.105566] [INFO ] [sig       ] [1462/3626] Forecasting GOOD...
[2025-12-05T20:23:19.105622] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-05T20:23:19.105655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-05T20:23:19.116314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2025-12-05T20:23:19.116565] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-05T20:23:19.117318] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-05T20:23:19.117366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:19.117397] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:19.117423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:19.117478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:19.174424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:19.175306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:19.175386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:19.175417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:19.293789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:19.293940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:19.293978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:19.294006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:19.297263] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2025-12-05T20:23:19.297522] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-05T20:23:19.297657] [INFO ] [sig       ] GOOD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:19.433103] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GOOD.txt
[2025-12-05T20:23:19.433242] [INFO ] [sig       ] [1462/3626] Completed GOOD in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:19.433279] [INFO ] [sig       ] [1463/3626] Forecasting GOOG...
[2025-12-05T20:23:19.433307] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-05T20:23:19.433338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-05T20:23:19.443982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-05T20:23:19.444252] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-05T20:23:19.445017] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-05T20:23:19.445066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:19.445096] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:19.445122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:19.445177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:19.501205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:19.502159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:19.502276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:19.502310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:19.635303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:19.635455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:19.635498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:19.635528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:19.639536] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-05T20:23:19.639848] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-05T20:23:19.640003] [INFO ] [sig       ] GOOG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:19.805156] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOOG.txt
[2025-12-05T20:23:19.805336] [INFO ] [sig       ] [1463/3626] Completed GOOG in 0.4s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:19.805377] [INFO ] [sig       ] [1464/3626] Forecasting GOOGL...
[2025-12-05T20:23:19.805409] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-05T20:23:19.805440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-05T20:23:19.818104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-05T20:23:19.818541] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-05T20:23:19.819470] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-05T20:23:19.819544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:19.819623] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:19.819663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:19.819738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:19.882654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:19.883547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:19.883657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:19.883691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:20.004831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:20.004983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:20.005024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:20.005054] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:20.008412] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2025-12-05T20:23:20.008714] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-05T20:23:20.008841] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:20.144847] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOOGL.txt
[2025-12-05T20:23:20.144978] [INFO ] [sig       ] [1464/3626] Completed GOOGL in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:20.145017] [INFO ] [sig       ] [1465/3626] Forecasting GOOS...
[2025-12-05T20:23:20.145045] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-05T20:23:20.145074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-05T20:23:20.155269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-05T20:23:20.155548] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-05T20:23:20.156310] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-05T20:23:20.156359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:20.156429] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:20.156458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:20.156514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:20.212905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:20.213605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:20.213683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:20.213717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:20.334264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:20.334391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:20.334429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:20.334457] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:20.337754] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-05T20:23:20.338051] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-05T20:23:20.338171] [INFO ] [sig       ] GOOS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:20.476037] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOOS.txt
[2025-12-05T20:23:20.476183] [INFO ] [sig       ] [1465/3626] Completed GOOS in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:20.476223] [INFO ] [sig       ] [1466/3626] Forecasting GOSS...
[2025-12-05T20:23:20.476251] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-05T20:23:20.476280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-05T20:23:20.487948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-05T20:23:20.488320] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-05T20:23:20.489144] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-05T20:23:20.489194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:20.489225] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:20.489250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:20.489305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:20.546029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:20.546918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:20.547001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:20.547033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:20.666843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:20.666975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:20.667012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:20.667039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:20.670244] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=90.77%)
[2025-12-05T20:23:20.670499] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-05T20:23:20.670635] [INFO ] [sig       ] GOSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:20.806253] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GOSS.txt
[2025-12-05T20:23:20.806369] [INFO ] [sig       ] [1466/3626] Completed GOSS in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:20.806406] [INFO ] [sig       ] [1467/3626] Forecasting GOVI...
[2025-12-05T20:23:20.806435] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-05T20:23:20.806463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-05T20:23:20.817668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-05T20:23:20.817962] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-05T20:23:20.818726] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-05T20:23:20.818777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:20.818809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:20.818835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:20.818890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:20.875501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:20.876109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:20.876181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:20.876212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:20.993512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:20.993683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:20.993723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:20.993750] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:20.996999] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=35.15%)
[2025-12-05T20:23:20.997255] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-05T20:23:20.997371] [INFO ] [sig       ] GOVI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:21.132823] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GOVI.txt
[2025-12-05T20:23:21.132922] [INFO ] [sig       ] [1467/3626] Completed GOVI in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:21.132959] [INFO ] [sig       ] [1468/3626] Forecasting GPC...
[2025-12-05T20:23:21.132987] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-05T20:23:21.133017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-05T20:23:21.146602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-05T20:23:21.147134] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-05T20:23:21.148133] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-05T20:23:21.148187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:21.148221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:21.148247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:21.148306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:21.207244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:21.208469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:21.208611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:21.208649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:21.352219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:21.352463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:21.352511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:21.352616] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:21.356649] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-05T20:23:21.357012] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-05T20:23:21.357174] [INFO ] [sig       ] GPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:21.510097] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GPC.txt
[2025-12-05T20:23:21.510323] [INFO ] [sig       ] [1468/3626] Completed GPC in 0.4s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:21.510365] [INFO ] [sig       ] [1469/3626] Forecasting GPI...
[2025-12-05T20:23:21.510405] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-05T20:23:21.510438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-05T20:23:21.523475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2025-12-05T20:23:21.524029] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-05T20:23:21.525164] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-05T20:23:21.525379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:21.525417] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:21.525447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:21.525545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:21.581085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:21.582183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:21.582281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:21.582315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:21.700188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:21.700375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:21.700417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:21.700445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:21.703941] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2025-12-05T20:23:21.704211] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-05T20:23:21.704339] [INFO ] [sig       ] GPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:21.847648] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPI.txt
[2025-12-05T20:23:21.847856] [INFO ] [sig       ] [1469/3626] Completed GPI in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:21.847908] [INFO ] [sig       ] [1470/3626] Forecasting GPIQ...
[2025-12-05T20:23:21.847938] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-05T20:23:21.847967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-05T20:23:21.859744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-05T20:23:21.860073] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-05T20:23:21.860859] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-05T20:23:21.860908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:21.860939] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:21.860964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:21.861019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:21.915891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:21.916479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:21.916555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:21.916608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:22.032678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:22.032847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:22.032886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:22.032914] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:22.036219] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: DOWN (p=29.32%)
[2025-12-05T20:23:22.036474] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-05T20:23:22.036612] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:22.171937] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPIQ.txt
[2025-12-05T20:23:22.172058] [INFO ] [sig       ] [1470/3626] Completed GPIQ in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:22.172096] [INFO ] [sig       ] [1471/3626] Forecasting GPIX...
[2025-12-05T20:23:22.172125] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-05T20:23:22.172154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-05T20:23:22.182651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-05T20:23:22.182925] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-05T20:23:22.183679] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-05T20:23:22.183728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:22.183758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:22.183783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:22.183836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:22.238713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:22.239331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:22.239406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:22.239437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:22.355199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:22.355329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:22.355367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:22.355396] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:22.358610] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2025-12-05T20:23:22.358871] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-05T20:23:22.358987] [INFO ] [sig       ] GPIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:22.493761] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GPIX.txt
[2025-12-05T20:23:22.493879] [INFO ] [sig       ] [1471/3626] Completed GPIX in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:22.493915] [INFO ] [sig       ] [1472/3626] Forecasting GPJA...
[2025-12-05T20:23:22.493943] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-05T20:23:22.493971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-05T20:23:22.504705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-05T20:23:22.505022] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-05T20:23:22.505803] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-05T20:23:22.505855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:22.505888] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:22.505915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:22.505972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:22.564104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:22.564770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:22.564844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:22.564875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:22.676422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:22.676561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:22.676618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:22.676666] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:22.679881] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2025-12-05T20:23:22.680135] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-05T20:23:22.680254] [INFO ] [sig       ] GPJA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:22.815973] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPJA.txt
[2025-12-05T20:23:22.816116] [INFO ] [sig       ] [1472/3626] Completed GPJA in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:22.816155] [INFO ] [sig       ] [1473/3626] Forecasting GPK...
[2025-12-05T20:23:22.816184] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-05T20:23:22.816214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-05T20:23:22.827718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-05T20:23:22.828007] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-05T20:23:22.828764] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-05T20:23:22.828812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:22.828841] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:22.828866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:22.828920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:22.883770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:22.884359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:22.884432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:22.884462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:23.003798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:23.003950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:23.003988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:23.004016] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:23.007275] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2025-12-05T20:23:23.007531] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-05T20:23:23.007672] [INFO ] [sig       ] GPK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:23.143689] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GPK.txt
[2025-12-05T20:23:23.143804] [INFO ] [sig       ] [1473/3626] Completed GPK in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.2m
[2025-12-05T20:23:23.143841] [INFO ] [sig       ] [1474/3626] Forecasting GPN...
[2025-12-05T20:23:23.143869] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-05T20:23:23.143898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-05T20:23:23.154551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-05T20:23:23.154843] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-05T20:23:23.155592] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-05T20:23:23.155641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:23.155671] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:23.155697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:23.155751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:23.210789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:23.211370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:23.211442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:23.211473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:23.333714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:23.333868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:23.333905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:23.333932] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:23.337280] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-05T20:23:23.337544] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-05T20:23:23.337684] [INFO ] [sig       ] GPN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:23.473846] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPN.txt
[2025-12-05T20:23:23.473957] [INFO ] [sig       ] [1474/3626] Completed GPN in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:23.473994] [INFO ] [sig       ] [1475/3626] Forecasting GPRE...
[2025-12-05T20:23:23.474022] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-05T20:23:23.474050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-05T20:23:23.484706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2025-12-05T20:23:23.484961] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-05T20:23:23.485718] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-05T20:23:23.485767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:23.485798] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:23.485825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:23.485880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:23.540723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:23.541289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:23.541386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:23.541419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:23.657933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:23.658075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:23.658112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:23.658139] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:23.661346] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=66.76%)
[2025-12-05T20:23:23.661632] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-05T20:23:23.661769] [INFO ] [sig       ] GPRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:23.803728] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GPRE.txt
[2025-12-05T20:23:23.803878] [INFO ] [sig       ] [1475/3626] Completed GPRE in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:23.803917] [INFO ] [sig       ] [1476/3626] Forecasting GPRK...
[2025-12-05T20:23:23.803946] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-05T20:23:23.803976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-05T20:23:23.816043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-05T20:23:23.816425] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-05T20:23:23.817298] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-05T20:23:23.817358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:23.817392] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:23.817418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:23.817524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:23.874174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:23.875043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:23.875124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:23.875156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:23.996399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:23.996562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:23.996626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:23.996662] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:24.000269] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-05T20:23:24.000553] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-05T20:23:24.000711] [INFO ] [sig       ] GPRK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:24.146138] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPRK.txt
[2025-12-05T20:23:24.146303] [INFO ] [sig       ] [1476/3626] Completed GPRK in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:24.146347] [INFO ] [sig       ] [1477/3626] Forecasting GPRO...
[2025-12-05T20:23:24.146385] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-05T20:23:24.146425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-05T20:23:24.159250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-05T20:23:24.159560] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-05T20:23:24.160342] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-05T20:23:24.160392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:24.160423] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:24.160449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:24.160504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:24.220822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:24.222081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:24.222163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:24.222196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:24.347087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:24.347235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:24.347274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:24.347301] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:24.350601] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-05T20:23:24.350857] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-05T20:23:24.350976] [INFO ] [sig       ] GPRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:24.489935] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GPRO.txt
[2025-12-05T20:23:24.490060] [INFO ] [sig       ] [1477/3626] Completed GPRO in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:24.490098] [INFO ] [sig       ] [1478/3626] Forecasting GRAB...
[2025-12-05T20:23:24.490126] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-05T20:23:24.490155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-05T20:23:24.501838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-05T20:23:24.502199] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-05T20:23:24.503169] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-05T20:23:24.503245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:24.503288] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:24.503324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:24.503404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:24.568703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:24.569529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:24.569629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:24.569662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:24.691877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:24.692046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:24.692099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:24.692138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:24.695845] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-05T20:23:24.696136] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-05T20:23:24.696263] [INFO ] [sig       ] GRAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:24.834942] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GRAB.txt
[2025-12-05T20:23:24.835093] [INFO ] [sig       ] [1478/3626] Completed GRAB in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:24.835133] [INFO ] [sig       ] [1479/3626] Forecasting GRAL...
[2025-12-05T20:23:24.835161] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-05T20:23:24.835190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-05T20:23:24.845713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-05T20:23:24.845957] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-05T20:23:24.846699] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-05T20:23:24.846749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:24.846779] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:24.846806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:24.846862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:24.903347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:24.904001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:24.904074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:24.904107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:25.026973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:25.027127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:25.027166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:25.027195] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:25.030530] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=30.03%)
[2025-12-05T20:23:25.030817] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-05T20:23:25.030938] [INFO ] [sig       ] GRAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:25.169438] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRAL.txt
[2025-12-05T20:23:25.169567] [INFO ] [sig       ] [1479/3626] Completed GRAL in 0.3s | 2.95 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-05T20:23:25.169624] [INFO ] [sig       ] [1480/3626] Forecasting GRBK...
[2025-12-05T20:23:25.169652] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-05T20:23:25.169681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-05T20:23:25.179918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-05T20:23:25.180197] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-05T20:23:25.180953] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-05T20:23:25.181002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:25.181032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:25.181058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:25.181113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:25.237552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:25.238258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:25.238334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:25.238368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:25.359624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:25.359764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:25.359803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:25.359830] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:25.363079] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=0.40%)
[2025-12-05T20:23:25.363339] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-05T20:23:25.363455] [INFO ] [sig       ] GRBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:25.505583] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRBK.txt
[2025-12-05T20:23:25.505718] [INFO ] [sig       ] [1480/3626] Completed GRBK in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:25.505758] [INFO ] [sig       ] [1481/3626] Forecasting GRC...
[2025-12-05T20:23:25.505786] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-05T20:23:25.505816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-05T20:23:25.518618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-05T20:23:25.518976] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-05T20:23:25.519947] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-05T20:23:25.520006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:25.520040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:25.520068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:25.520127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:25.580641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:25.581422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:25.581497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:25.581529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:25.698619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:25.698786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:25.698836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:25.698866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:25.702309] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: DOWN (p=45.52%)
[2025-12-05T20:23:25.702600] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-05T20:23:25.702721] [INFO ] [sig       ] GRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:25.840024] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRC.txt
[2025-12-05T20:23:25.840175] [INFO ] [sig       ] [1481/3626] Completed GRC in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:25.840213] [INFO ] [sig       ] [1482/3626] Forecasting GREE...
[2025-12-05T20:23:25.840242] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-05T20:23:25.840272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-05T20:23:25.851548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-05T20:23:25.851821] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-05T20:23:25.852547] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-05T20:23:25.852615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:25.852681] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:25.852708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:25.852765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:25.908029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:25.908658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:25.908730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:25.908761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:26.029895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:26.030058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:26.030097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:26.030124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:26.033582] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=42.34%)
[2025-12-05T20:23:26.033889] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-05T20:23:26.034012] [INFO ] [sig       ] GREE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:26.173611] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GREE.txt
[2025-12-05T20:23:26.173741] [INFO ] [sig       ] [1482/3626] Completed GREE in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:26.173780] [INFO ] [sig       ] [1483/3626] Forecasting GRFS...
[2025-12-05T20:23:26.173812] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-05T20:23:26.173843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-05T20:23:26.186935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-05T20:23:26.187524] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-05T20:23:26.188541] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-05T20:23:26.188613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:26.188648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:26.188675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:26.188732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:26.246546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:26.247706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:26.247814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:26.247851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:26.370541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:26.370786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:26.370835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:26.370863] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:26.374664] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: DOWN (p=39.34%)
[2025-12-05T20:23:26.374962] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-05T20:23:26.375095] [INFO ] [sig       ] GRFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:26.518271] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRFS.txt
[2025-12-05T20:23:26.518462] [INFO ] [sig       ] [1483/3626] Completed GRFS in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:26.518504] [INFO ] [sig       ] [1484/3626] Forecasting GRI...
[2025-12-05T20:23:26.518535] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-05T20:23:26.518567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-05T20:23:26.530594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-05T20:23:26.530916] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-05T20:23:26.531726] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-05T20:23:26.531776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:26.531809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:26.531834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:26.531891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:26.588067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:26.588688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:26.588768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:26.588800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:26.705442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:26.705605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:26.705645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:26.705673] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:26.708952] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=3.49%)
[2025-12-05T20:23:26.709213] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-05T20:23:26.709334] [INFO ] [sig       ] GRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:26.845623] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRI.txt
[2025-12-05T20:23:26.845751] [INFO ] [sig       ] [1484/3626] Completed GRI in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:26.845789] [INFO ] [sig       ] [1485/3626] Forecasting GRID...
[2025-12-05T20:23:26.845818] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-05T20:23:26.845847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-05T20:23:26.857504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-05T20:23:26.857864] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-05T20:23:26.858716] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-05T20:23:26.858768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:26.858799] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:26.858826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:26.858882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:26.916795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:26.917711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:26.917810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:26.917846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:27.040201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:27.040395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:27.040435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:27.040499] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:27.043952] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=41.47%)
[2025-12-05T20:23:27.044225] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-05T20:23:27.044349] [INFO ] [sig       ] GRID: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:27.181831] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRID.txt
[2025-12-05T20:23:27.181973] [INFO ] [sig       ] [1485/3626] Completed GRID in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:27.182013] [INFO ] [sig       ] [1486/3626] Forecasting GRMN...
[2025-12-05T20:23:27.182042] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-05T20:23:27.182071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-05T20:23:27.193096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-05T20:23:27.193358] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-05T20:23:27.194118] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-05T20:23:27.194167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:27.194198] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:27.194223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:27.194279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:27.251900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:27.252808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:27.252891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:27.252922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:27.375239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:27.375398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:27.375439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:27.375468] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:27.378876] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=73.24%)
[2025-12-05T20:23:27.379141] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-05T20:23:27.379263] [INFO ] [sig       ] GRMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:27.519187] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GRMN.txt
[2025-12-05T20:23:27.519340] [INFO ] [sig       ] [1486/3626] Completed GRMN in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:27.519379] [INFO ] [sig       ] [1487/3626] Forecasting GRND...
[2025-12-05T20:23:27.519407] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-05T20:23:27.519437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-05T20:23:27.531334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-05T20:23:27.531688] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-05T20:23:27.532444] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-05T20:23:27.532493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:27.532524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:27.532551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:27.532625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:27.587765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:27.588633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:27.588711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:27.588747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:27.710227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:27.710388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:27.710428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:27.710457] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:27.713773] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=28.04%)
[2025-12-05T20:23:27.714053] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-05T20:23:27.714179] [INFO ] [sig       ] GRND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:27.858912] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRND.txt
[2025-12-05T20:23:27.859041] [INFO ] [sig       ] [1487/3626] Completed GRND in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:27.859080] [INFO ] [sig       ] [1488/3626] Forecasting GRPN...
[2025-12-05T20:23:27.859110] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-05T20:23:27.859140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-05T20:23:27.872222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-05T20:23:27.872853] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-05T20:23:27.873809] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-05T20:23:27.873862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:27.873894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:27.873921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:27.873980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:27.933003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:27.934211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:27.934319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:27.934354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:28.058384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:28.058649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:28.058711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:28.058751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:28.062808] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-05T20:23:28.063131] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-05T20:23:28.063280] [INFO ] [sig       ] GRPN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:28.204042] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRPN.txt
[2025-12-05T20:23:28.204250] [INFO ] [sig       ] [1488/3626] Completed GRPN in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:28.204289] [INFO ] [sig       ] [1489/3626] Forecasting GRVY...
[2025-12-05T20:23:28.204320] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-05T20:23:28.204351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-05T20:23:28.216562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2025-12-05T20:23:28.217099] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-05T20:23:28.218047] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-05T20:23:28.218122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:28.218156] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:28.218181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:28.218239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:28.275958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:28.277077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:28.277168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:28.277200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:28.388555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:28.388809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:28.388860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:28.388897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:28.392781] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-05T20:23:28.393084] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-05T20:23:28.393218] [INFO ] [sig       ] GRVY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:28.540367] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GRVY.txt
[2025-12-05T20:23:28.540636] [INFO ] [sig       ] [1489/3626] Completed GRVY in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:28.540701] [INFO ] [sig       ] [1490/3626] Forecasting GRWG...
[2025-12-05T20:23:28.540734] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-05T20:23:28.540765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-05T20:23:28.554991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-05T20:23:28.555559] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-05T20:23:28.556684] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-05T20:23:28.556738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:28.556771] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:28.556798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:28.556855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:28.618589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:28.619495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:28.619601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:28.619637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:28.737373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:28.737529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:28.737588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:28.737620] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:28.741075] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-05T20:23:28.741353] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-05T20:23:28.741482] [INFO ] [sig       ] GRWG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:28.889039] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GRWG.txt
[2025-12-05T20:23:28.889182] [INFO ] [sig       ] [1490/3626] Completed GRWG in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:28.889222] [INFO ] [sig       ] [1491/3626] Forecasting GRX...
[2025-12-05T20:23:28.889251] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-05T20:23:28.889281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-05T20:23:28.900006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-05T20:23:28.900295] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-05T20:23:28.901086] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-05T20:23:28.901135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:28.901166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:28.901192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:28.901246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:28.959488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:28.960376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:28.960459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:28.960492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:29.069610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:29.069773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:29.069821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:29.069855] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:29.073158] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2025-12-05T20:23:29.073422] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-05T20:23:29.073539] [INFO ] [sig       ] GRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:29.212039] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GRX.txt
[2025-12-05T20:23:29.212191] [INFO ] [sig       ] [1491/3626] Completed GRX in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.1m
[2025-12-05T20:23:29.212230] [INFO ] [sig       ] [1492/3626] Forecasting GS...
[2025-12-05T20:23:29.212259] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-05T20:23:29.212287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-05T20:23:29.222475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-05T20:23:29.222773] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-05T20:23:29.223515] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-05T20:23:29.223564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:29.223617] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:29.223644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:29.223700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:29.279457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:29.280286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:29.280394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:29.280427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:29.402442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:29.402611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:29.402652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:29.402681] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:29.405941] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-05T20:23:29.406197] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-05T20:23:29.406315] [INFO ] [sig       ] GS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:29.543044] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GS.txt
[2025-12-05T20:23:29.543160] [INFO ] [sig       ] [1492/3626] Completed GS in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:29.543203] [INFO ] [sig       ] [1493/3626] Forecasting GSBC...
[2025-12-05T20:23:29.543233] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-05T20:23:29.543262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-05T20:23:29.556305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2025-12-05T20:23:29.556841] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-05T20:23:29.557871] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-05T20:23:29.557923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:29.557956] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:29.557983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:29.558042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:29.616951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:29.618066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:29.618173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:29.618211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:29.737395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:29.737646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:29.737694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:29.737725] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:29.741680] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=12.71%)
[2025-12-05T20:23:29.741998] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-05T20:23:29.742134] [INFO ] [sig       ] GSBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:29.886709] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GSBC.txt
[2025-12-05T20:23:29.886887] [INFO ] [sig       ] [1493/3626] Completed GSBC in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:29.886929] [INFO ] [sig       ] [1494/3626] Forecasting GSBD...
[2025-12-05T20:23:29.886959] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-05T20:23:29.886991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-05T20:23:29.900617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-05T20:23:29.901028] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-05T20:23:29.901843] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-05T20:23:29.901893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:29.901924] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:29.901949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:29.902003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:29.968660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:29.969837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:29.969945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:29.969993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:30.094237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:30.094400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:30.094440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:30.094468] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:30.097743] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=55.43%)
[2025-12-05T20:23:30.098013] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-05T20:23:30.098149] [INFO ] [sig       ] GSBD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:30.236495] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GSBD.txt
[2025-12-05T20:23:30.236664] [INFO ] [sig       ] [1494/3626] Completed GSBD in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:30.236704] [INFO ] [sig       ] [1495/3626] Forecasting GSHD...
[2025-12-05T20:23:30.236735] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-05T20:23:30.236764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-05T20:23:30.251712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-05T20:23:30.252430] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-05T20:23:30.253389] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-05T20:23:30.253449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:30.253488] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:30.253521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:30.253620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:30.315413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:30.316463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:30.316559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:30.316623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:30.451009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:30.451159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:30.451198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:30.451226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:30.454588] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: DOWN (p=12.29%)
[2025-12-05T20:23:30.454910] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-05T20:23:30.455040] [INFO ] [sig       ] GSHD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:30.597355] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GSHD.txt
[2025-12-05T20:23:30.597510] [INFO ] [sig       ] [1495/3626] Completed GSHD in 0.4s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:30.597550] [INFO ] [sig       ] [1496/3626] Forecasting GSK...
[2025-12-05T20:23:30.597596] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-05T20:23:30.597628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-05T20:23:30.609403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2025-12-05T20:23:30.609723] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-05T20:23:30.610471] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-05T20:23:30.610520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:30.610551] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:30.610597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:30.610655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:30.667289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:30.667910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:30.667983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:30.668014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:30.793542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:30.793714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:30.793773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:30.793801] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:30.797163] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-05T20:23:30.797424] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-05T20:23:30.797547] [INFO ] [sig       ] GSK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:30.936765] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GSK.txt
[2025-12-05T20:23:30.936897] [INFO ] [sig       ] [1496/3626] Completed GSK in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:30.936935] [INFO ] [sig       ] [1497/3626] Forecasting GSL...
[2025-12-05T20:23:30.936963] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-05T20:23:30.936992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-05T20:23:30.947555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-05T20:23:30.947864] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-05T20:23:30.948641] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-05T20:23:30.948690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:30.948721] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:30.948747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:30.948801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:31.004648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:31.005484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:31.005567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:31.005624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:31.125181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:31.125339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:31.125378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:31.125405] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:31.128745] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=53.44%)
[2025-12-05T20:23:31.129032] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-05T20:23:31.129155] [INFO ] [sig       ] GSL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:31.265666] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GSL.txt
[2025-12-05T20:23:31.265791] [INFO ] [sig       ] [1497/3626] Completed GSL in 0.3s | 2.95 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-05T20:23:31.265829] [INFO ] [sig       ] [1498/3626] Forecasting GSM...
[2025-12-05T20:23:31.265857] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-05T20:23:31.265885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-05T20:23:31.276256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-05T20:23:31.276503] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-05T20:23:31.277249] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-05T20:23:31.277298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:31.277329] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:31.277355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:31.277410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:31.332703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:31.333649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:31.333751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:31.333783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:31.453936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:31.454085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:31.454125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:31.454154] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:31.457494] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-05T20:23:31.457776] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-05T20:23:31.457939] [INFO ] [sig       ] GSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:31.594663] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GSM.txt
[2025-12-05T20:23:31.594809] [INFO ] [sig       ] [1498/3626] Completed GSM in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:31.594847] [INFO ] [sig       ] [1499/3626] Forecasting GTES...
[2025-12-05T20:23:31.594876] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-05T20:23:31.594905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-05T20:23:31.606482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2025-12-05T20:23:31.606822] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-05T20:23:31.607599] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-05T20:23:31.607649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:31.607707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:31.607735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:31.607791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:31.662942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:31.663729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:31.663818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:31.663858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:31.780153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:31.780309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:31.780348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:31.780375] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:31.783682] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=88.63%)
[2025-12-05T20:23:31.783954] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-05T20:23:31.784075] [INFO ] [sig       ] GTES: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:31.928025] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GTES.txt
[2025-12-05T20:23:31.928170] [INFO ] [sig       ] [1499/3626] Completed GTES in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:31.928210] [INFO ] [sig       ] [1500/3626] Forecasting GTLB...
[2025-12-05T20:23:31.928238] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-05T20:23:31.928266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-05T20:23:31.939561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-05T20:23:31.939918] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-05T20:23:31.940767] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-05T20:23:31.940819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:31.940868] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:31.940896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:31.940951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:31.996985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:31.997685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:31.997759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:31.997790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:32.117262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:32.117418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:32.117457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:32.117485] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:32.120784] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=77.64%)
[2025-12-05T20:23:32.121042] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-05T20:23:32.121161] [INFO ] [sig       ] GTLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:32.256466] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GTLB.txt
[2025-12-05T20:23:32.256621] [INFO ] [sig       ] [1500/3626] Completed GTLB in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:32.256662] [INFO ] [sig       ] [1501/3626] Forecasting GTLS...
[2025-12-05T20:23:32.256690] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-05T20:23:32.256720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-05T20:23:32.267420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-05T20:23:32.267847] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-05T20:23:32.268688] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-05T20:23:32.268738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:32.268770] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:32.268797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:32.268853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:32.323871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:32.324689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:32.324770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:32.324801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:32.447267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:32.447421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:32.447459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:32.447486] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:32.450805] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2025-12-05T20:23:32.451064] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-05T20:23:32.451185] [INFO ] [sig       ] GTLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:32.600453] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GTLS.txt
[2025-12-05T20:23:32.600619] [INFO ] [sig       ] [1501/3626] Completed GTLS in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:32.600658] [INFO ] [sig       ] [1502/3626] Forecasting GTN...
[2025-12-05T20:23:32.600687] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-05T20:23:32.600719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-05T20:23:32.611654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2025-12-05T20:23:32.611966] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-05T20:23:32.612737] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-05T20:23:32.612786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:32.612816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:32.612842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:32.612896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:32.671381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:32.672075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:32.672155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:32.672190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:32.797182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:32.797331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:32.797373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:32.797434] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:32.800947] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=76.45%)
[2025-12-05T20:23:32.801229] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-05T20:23:32.801354] [INFO ] [sig       ] GTN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:32.939363] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GTN.txt
[2025-12-05T20:23:32.939505] [INFO ] [sig       ] [1502/3626] Completed GTN in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:32.939544] [INFO ] [sig       ] [1503/3626] Forecasting GTX...
[2025-12-05T20:23:32.939592] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-05T20:23:32.939625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-05T20:23:32.950447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2025-12-05T20:23:32.950815] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-05T20:23:32.951640] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-05T20:23:32.951693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:32.951726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:32.951754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:32.951817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:33.010689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:33.011489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:33.011569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:33.011622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:33.129545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:33.129718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:33.129760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:33.129788] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:33.133255] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-05T20:23:33.133662] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-05T20:23:33.133792] [INFO ] [sig       ] GTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:33.272425] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GTX.txt
[2025-12-05T20:23:33.272591] [INFO ] [sig       ] [1503/3626] Completed GTX in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:33.272631] [INFO ] [sig       ] [1504/3626] Forecasting GTY...
[2025-12-05T20:23:33.272667] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-05T20:23:33.272698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-05T20:23:33.283170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-05T20:23:33.283499] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-05T20:23:33.284264] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-05T20:23:33.284313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:33.284344] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:33.284369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:33.284425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:33.339910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:33.340733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:33.340815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:33.340846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:33.459980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:33.460131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:33.460170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:33.460199] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:33.463622] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=11.82%)
[2025-12-05T20:23:33.463909] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-05T20:23:33.464044] [INFO ] [sig       ] GTY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:33.611860] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GTY.txt
[2025-12-05T20:23:33.612025] [INFO ] [sig       ] [1504/3626] Completed GTY in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:33.612066] [INFO ] [sig       ] [1505/3626] Forecasting GUG...
[2025-12-05T20:23:33.612096] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-05T20:23:33.612127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-05T20:23:33.626797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-05T20:23:33.627260] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-05T20:23:33.628337] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-05T20:23:33.628402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:33.628448] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:33.628488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:33.628594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:33.699772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:33.700645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:33.700728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:33.700762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:33.823624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:33.823770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:33.823815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:33.823848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:33.827184] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-05T20:23:33.827449] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-05T20:23:33.827568] [INFO ] [sig       ] GUG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:33.966741] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GUG.txt
[2025-12-05T20:23:33.966870] [INFO ] [sig       ] [1505/3626] Completed GUG in 0.4s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:33.966908] [INFO ] [sig       ] [1506/3626] Forecasting GVA...
[2025-12-05T20:23:33.966936] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-05T20:23:33.966965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-05T20:23:33.977146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-05T20:23:33.977447] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-05T20:23:33.978242] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-05T20:23:33.978292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:33.978323] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:33.978349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:33.978404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:34.035354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:34.035988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:34.036059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:34.036091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:34.155367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:34.155505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:34.155543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:34.155587] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:34.158874] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2025-12-05T20:23:34.159164] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-05T20:23:34.159286] [INFO ] [sig       ] GVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:34.301824] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GVA.txt
[2025-12-05T20:23:34.301952] [INFO ] [sig       ] [1506/3626] Completed GVA in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:34.301990] [INFO ] [sig       ] [1507/3626] Forecasting GWH...
[2025-12-05T20:23:34.302019] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-05T20:23:34.302048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-05T20:23:34.314217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-05T20:23:34.314507] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-05T20:23:34.315287] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-05T20:23:34.315339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:34.315371] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:34.315399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:34.315456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:34.393463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:34.394288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:34.394366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:34.394399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:34.516107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:34.516261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:34.516300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:34.516344] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:34.519667] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-05T20:23:34.519935] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-05T20:23:34.520058] [INFO ] [sig       ] GWH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:34.657532] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GWH.txt
[2025-12-05T20:23:34.657678] [INFO ] [sig       ] [1507/3626] Completed GWH in 0.4s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:34.657717] [INFO ] [sig       ] [1508/3626] Forecasting GWRE...
[2025-12-05T20:23:34.657745] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-05T20:23:34.657774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-05T20:23:34.668031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2025-12-05T20:23:34.668271] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-05T20:23:34.669015] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-05T20:23:34.669063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:34.669093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:34.669119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:34.669174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:34.724903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:34.725512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:34.725601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:34.725634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:34.847109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:34.847251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:34.847290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:34.847316] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:34.850619] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-05T20:23:34.850876] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-05T20:23:34.851003] [INFO ] [sig       ] GWRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:34.988728] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GWRE.txt
[2025-12-05T20:23:34.988854] [INFO ] [sig       ] [1508/3626] Completed GWRE in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 12.0m
[2025-12-05T20:23:34.988900] [INFO ] [sig       ] [1509/3626] Forecasting GWRS...
[2025-12-05T20:23:34.988934] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-05T20:23:34.988968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-05T20:23:35.000768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2025-12-05T20:23:35.001136] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-05T20:23:35.001999] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-05T20:23:35.002052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:35.002085] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:35.002112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:35.002169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:35.064545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:35.065439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:35.065602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:35.065660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:35.190267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:35.190428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:35.190472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:35.190500] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:35.194399] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-05T20:23:35.194768] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-05T20:23:35.194943] [INFO ] [sig       ] GWRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:35.344434] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GWRS.txt
[2025-12-05T20:23:35.344597] [INFO ] [sig       ] [1509/3626] Completed GWRS in 0.4s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:35.344641] [INFO ] [sig       ] [1510/3626] Forecasting GXAI...
[2025-12-05T20:23:35.344672] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-05T20:23:35.344703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-05T20:23:35.356861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-05T20:23:35.357190] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-05T20:23:35.358052] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-05T20:23:35.358104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:35.358136] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:35.358163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:35.358220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:35.420482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:35.421348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:35.421430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:35.421464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:35.543464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:35.543637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:35.543679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:35.543708] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:35.547535] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-05T20:23:35.547875] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-05T20:23:35.548027] [INFO ] [sig       ] GXAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:35.700746] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/GXAI.txt
[2025-12-05T20:23:35.700891] [INFO ] [sig       ] [1510/3626] Completed GXAI in 0.4s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:35.700934] [INFO ] [sig       ] [1511/3626] Forecasting GYRE...
[2025-12-05T20:23:35.700967] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-05T20:23:35.700998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-05T20:23:35.712936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-05T20:23:35.713374] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-05T20:23:35.714180] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-05T20:23:35.714232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:35.714265] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:35.714292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:35.714397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:35.771049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:35.771895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:35.771999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:35.772033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:35.886714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:35.886843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:35.886881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:35.886909] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:35.890130] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-05T20:23:35.890393] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-05T20:23:35.890513] [INFO ] [sig       ] GYRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:36.026092] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/GYRE.txt
[2025-12-05T20:23:36.026194] [INFO ] [sig       ] [1511/3626] Completed GYRE in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:36.026230] [INFO ] [sig       ] [1512/3626] Forecasting H...
[2025-12-05T20:23:36.026257] [INFO ] [sig       ] Generating forecast for: H
[2025-12-05T20:23:36.026285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-05T20:23:36.039209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-05T20:23:36.039651] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-05T20:23:36.040556] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-05T20:23:36.040624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:36.040659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:36.040686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:36.040743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:36.102711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:36.103623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:36.103711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:36.103745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:36.239695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:36.239867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:36.239917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:36.239954] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:36.243743] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=20.49%)
[2025-12-05T20:23:36.244068] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-05T20:23:36.244206] [INFO ] [sig       ] H: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:36.402862] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/H.txt
[2025-12-05T20:23:36.403079] [INFO ] [sig       ] [1512/3626] Completed H in 0.4s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:36.403133] [INFO ] [sig       ] [1513/3626] Forecasting HAE...
[2025-12-05T20:23:36.403169] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-05T20:23:36.403201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-05T20:23:36.414948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2025-12-05T20:23:36.415316] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-05T20:23:36.416237] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-05T20:23:36.416309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:36.416344] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:36.416371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:36.416428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:36.478443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:36.479273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:36.479361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:36.479396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:36.599185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:36.599292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:36.599329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:36.599356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:36.602441] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-05T20:23:36.602720] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-05T20:23:36.602839] [INFO ] [sig       ] HAE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:36.737806] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HAE.txt
[2025-12-05T20:23:36.737915] [INFO ] [sig       ] [1513/3626] Completed HAE in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:36.737951] [INFO ] [sig       ] [1514/3626] Forecasting HAFC...
[2025-12-05T20:23:36.737983] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-05T20:23:36.738014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-05T20:23:36.748681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-05T20:23:36.748932] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-05T20:23:36.749700] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-05T20:23:36.749748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:36.749778] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:36.749804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:36.749858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:36.804916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:36.805498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:36.805589] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:36.805622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:36.922870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:36.922976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:36.923010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:36.923036] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:36.926119] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: DOWN (p=17.06%)
[2025-12-05T20:23:36.926392] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-05T20:23:36.926511] [INFO ] [sig       ] HAFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:37.064122] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HAFC.txt
[2025-12-05T20:23:37.064226] [INFO ] [sig       ] [1514/3626] Completed HAFC in 0.3s | 2.95 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-05T20:23:37.064262] [INFO ] [sig       ] [1515/3626] Forecasting HAIN...
[2025-12-05T20:23:37.064289] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-05T20:23:37.064318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-05T20:23:37.074692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-05T20:23:37.074941] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-05T20:23:37.075696] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-05T20:23:37.075745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:37.075776] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:37.075802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:37.075857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:37.131069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:37.131650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:37.131726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:37.131756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:37.252701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:37.252802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:37.252836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:37.252870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:37.255945] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-05T20:23:37.256199] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-05T20:23:37.256316] [INFO ] [sig       ] HAIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:37.393542] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HAIN.txt
[2025-12-05T20:23:37.393664] [INFO ] [sig       ] [1515/3626] Completed HAIN in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:37.393702] [INFO ] [sig       ] [1516/3626] Forecasting HAL...
[2025-12-05T20:23:37.393730] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-05T20:23:37.393758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-05T20:23:37.404679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-05T20:23:37.404933] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-05T20:23:37.405680] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-05T20:23:37.405729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:37.405789] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:37.405816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:37.405872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:37.460721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:37.461303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:37.461377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:37.461407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:37.580681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:37.580786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:37.580820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:37.580846] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:37.583966] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2025-12-05T20:23:37.584221] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-05T20:23:37.584335] [INFO ] [sig       ] HAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:37.723483] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HAL.txt
[2025-12-05T20:23:37.723619] [INFO ] [sig       ] [1516/3626] Completed HAL in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:37.723660] [INFO ] [sig       ] [1517/3626] Forecasting HALO...
[2025-12-05T20:23:37.723688] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-05T20:23:37.723715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-05T20:23:37.733903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-05T20:23:37.734161] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-05T20:23:37.734917] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-05T20:23:37.734965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:37.734996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:37.735021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:37.735076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:37.791003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:37.791566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:37.791655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:37.791687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:37.912190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:37.912294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:37.912330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:37.912367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:37.915451] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-05T20:23:37.915722] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-05T20:23:37.915848] [INFO ] [sig       ] HALO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:38.050806] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HALO.txt
[2025-12-05T20:23:38.050912] [INFO ] [sig       ] [1517/3626] Completed HALO in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:38.050947] [INFO ] [sig       ] [1518/3626] Forecasting HAS...
[2025-12-05T20:23:38.050978] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-05T20:23:38.051009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-05T20:23:38.061097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-05T20:23:38.061352] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-05T20:23:38.062108] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-05T20:23:38.062157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:38.062188] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:38.062214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:38.062269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:38.117826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:38.118393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:38.118466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:38.118497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:38.235075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:38.235191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:38.235227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:38.235252] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:38.238476] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-05T20:23:38.238760] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-05T20:23:38.238878] [INFO ] [sig       ] HAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:38.378967] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HAS.txt
[2025-12-05T20:23:38.379091] [INFO ] [sig       ] [1518/3626] Completed HAS in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:38.379136] [INFO ] [sig       ] [1519/3626] Forecasting HASI...
[2025-12-05T20:23:38.379165] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-05T20:23:38.379195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-05T20:23:38.389390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2025-12-05T20:23:38.389664] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-05T20:23:38.390443] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-05T20:23:38.390491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:38.390521] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:38.390547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:38.390620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:38.446274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:38.446857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:38.446958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:38.446991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:38.568052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:38.568148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:38.568182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:38.568239] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:38.571360] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=45.56%)
[2025-12-05T20:23:38.571635] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-05T20:23:38.571753] [INFO ] [sig       ] HASI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:38.709035] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HASI.txt
[2025-12-05T20:23:38.709141] [INFO ] [sig       ] [1519/3626] Completed HASI in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:38.709179] [INFO ] [sig       ] [1520/3626] Forecasting HBAN...
[2025-12-05T20:23:38.709206] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-05T20:23:38.709235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-05T20:23:38.719761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-05T20:23:38.720020] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-05T20:23:38.720782] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-05T20:23:38.720832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:38.720863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:38.720888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:38.720943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:38.775859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:38.776446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:38.776520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:38.776551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:38.894166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:38.894268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:38.894318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:38.894347] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:38.897418] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2025-12-05T20:23:38.897688] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-05T20:23:38.897833] [INFO ] [sig       ] HBAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:39.033377] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HBAN.txt
[2025-12-05T20:23:39.033480] [INFO ] [sig       ] [1520/3626] Completed HBAN in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:39.033517] [INFO ] [sig       ] [1521/3626] Forecasting HBANL...
[2025-12-05T20:23:39.033545] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-05T20:23:39.033592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-05T20:23:39.043807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-05T20:23:39.044088] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-05T20:23:39.044840] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-05T20:23:39.044889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:39.044919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:39.044944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:39.045003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:39.100304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:39.100897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:39.100971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:39.101007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:39.211813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:39.211916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:39.211951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:39.211980] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:39.215085] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-05T20:23:39.215521] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-05T20:23:39.215658] [INFO ] [sig       ] HBANL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:39.350791] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HBANL.txt
[2025-12-05T20:23:39.350892] [INFO ] [sig       ] [1521/3626] Completed HBANL in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:39.350928] [INFO ] [sig       ] [1522/3626] Forecasting HBANP...
[2025-12-05T20:23:39.350957] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-05T20:23:39.350985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-05T20:23:39.361255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-05T20:23:39.361510] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-05T20:23:39.362258] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-05T20:23:39.362306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:39.362336] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:39.362362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:39.362417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:39.418249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:39.418845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:39.418919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:39.418950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:39.531991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:39.532108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:39.532150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:39.532177] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:39.535306] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-05T20:23:39.535559] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-05T20:23:39.535696] [INFO ] [sig       ] HBANP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:39.672184] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HBANP.txt
[2025-12-05T20:23:39.672288] [INFO ] [sig       ] [1522/3626] Completed HBANP in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:39.672323] [INFO ] [sig       ] [1523/3626] Forecasting HBB...
[2025-12-05T20:23:39.672350] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-05T20:23:39.672379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-05T20:23:39.682649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2025-12-05T20:23:39.682917] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-05T20:23:39.683674] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-05T20:23:39.683723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:39.683753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:39.683779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:39.683833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:39.741874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:39.742514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:39.742615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:39.742649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:39.855739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:39.855835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:39.855869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:39.855897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:39.858989] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=82.21%)
[2025-12-05T20:23:39.859246] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-05T20:23:39.859367] [INFO ] [sig       ] HBB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:39.996248] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HBB.txt
[2025-12-05T20:23:39.996354] [INFO ] [sig       ] [1523/3626] Completed HBB in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:39.996391] [INFO ] [sig       ] [1524/3626] Forecasting HBCP...
[2025-12-05T20:23:39.996418] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-05T20:23:39.996446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-05T20:23:40.006559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-05T20:23:40.006847] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-05T20:23:40.007594] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-05T20:23:40.007643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:40.007685] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:40.007712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:40.007767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:40.062143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:40.062723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:40.062794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:40.062825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:40.178694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:40.178797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:40.178832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:40.178859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:40.181946] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-05T20:23:40.182200] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-05T20:23:40.182321] [INFO ] [sig       ] HBCP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:40.318031] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HBCP.txt
[2025-12-05T20:23:40.318158] [INFO ] [sig       ] [1524/3626] Completed HBCP in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:40.318194] [INFO ] [sig       ] [1525/3626] Forecasting HBM...
[2025-12-05T20:23:40.318222] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-05T20:23:40.318252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-05T20:23:40.328170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-05T20:23:40.328429] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-05T20:23:40.329185] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-05T20:23:40.329233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:40.329264] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:40.329291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:40.329346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:40.384926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:40.385514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:40.385603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:40.385637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:40.509415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:40.509524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:40.509561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:40.509605] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:40.512824] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-05T20:23:40.513077] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-05T20:23:40.513201] [INFO ] [sig       ] HBM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:40.650954] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HBM.txt
[2025-12-05T20:23:40.651064] [INFO ] [sig       ] [1525/3626] Completed HBM in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:40.651101] [INFO ] [sig       ] [1526/3626] Forecasting HBNC...
[2025-12-05T20:23:40.651129] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-05T20:23:40.651158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-05T20:23:40.661947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-05T20:23:40.662209] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-05T20:23:40.662963] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-05T20:23:40.663023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:40.663060] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:40.663092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:40.663159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:40.719670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:40.720263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:40.720359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:40.720392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:40.836693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:40.836804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:40.836839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:40.836866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:40.839974] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2025-12-05T20:23:40.840256] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-05T20:23:40.840372] [INFO ] [sig       ] HBNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:40.978423] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HBNC.txt
[2025-12-05T20:23:40.978528] [INFO ] [sig       ] [1526/3626] Completed HBNC in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.9m
[2025-12-05T20:23:40.978565] [INFO ] [sig       ] [1527/3626] Forecasting HCA...
[2025-12-05T20:23:40.978612] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-05T20:23:40.978643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-05T20:23:40.988977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-05T20:23:40.989216] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-05T20:23:40.989971] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-05T20:23:40.990023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:40.990056] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:40.990081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:40.990136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:41.045744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:41.046303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:41.046376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:41.046406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:41.163159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:41.163266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:41.163303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:41.163331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:41.166448] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2025-12-05T20:23:41.166726] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-05T20:23:41.166847] [INFO ] [sig       ] HCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:41.303309] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HCA.txt
[2025-12-05T20:23:41.303457] [INFO ] [sig       ] [1527/3626] Completed HCA in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:41.303516] [INFO ] [sig       ] [1528/3626] Forecasting HCC...
[2025-12-05T20:23:41.303555] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-05T20:23:41.303630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-05T20:23:41.313528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2025-12-05T20:23:41.313819] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-05T20:23:41.314598] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-05T20:23:41.314650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:41.314681] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:41.314708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:41.314764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:41.373750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:41.374357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:41.374433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:41.374466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:41.495770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:41.495874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:41.495910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:41.495936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:41.499020] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=5.65%)
[2025-12-05T20:23:41.499270] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-05T20:23:41.499394] [INFO ] [sig       ] HCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:41.635354] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HCC.txt
[2025-12-05T20:23:41.635456] [INFO ] [sig       ] [1528/3626] Completed HCC in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:41.635492] [INFO ] [sig       ] [1529/3626] Forecasting HCI...
[2025-12-05T20:23:41.635520] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-05T20:23:41.635549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-05T20:23:41.646327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-05T20:23:41.646618] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-05T20:23:41.647421] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-05T20:23:41.647471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:41.647504] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:41.647531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:41.647616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:41.703255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:41.703836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:41.703908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:41.703940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:41.820076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:41.820183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:41.820218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:41.820246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:41.823384] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2025-12-05T20:23:41.823662] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-05T20:23:41.823792] [INFO ] [sig       ] HCI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:41.960648] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HCI.txt
[2025-12-05T20:23:41.960773] [INFO ] [sig       ] [1529/3626] Completed HCI in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:41.960811] [INFO ] [sig       ] [1530/3626] Forecasting HCM...
[2025-12-05T20:23:41.960839] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-05T20:23:41.960868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-05T20:23:41.971042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-05T20:23:41.971306] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-05T20:23:41.972091] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-05T20:23:41.972143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:41.972179] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:41.972207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:41.972264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:42.028368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:42.028946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:42.029022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:42.029060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:42.150949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:42.151101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:42.151138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:42.151171] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:42.154436] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-05T20:23:42.154721] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-05T20:23:42.154837] [INFO ] [sig       ] HCM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:42.290036] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HCM.txt
[2025-12-05T20:23:42.290140] [INFO ] [sig       ] [1530/3626] Completed HCM in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:42.290177] [INFO ] [sig       ] [1531/3626] Forecasting HCSG...
[2025-12-05T20:23:42.290205] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-05T20:23:42.290233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-05T20:23:42.301002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-05T20:23:42.301259] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-05T20:23:42.302044] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-05T20:23:42.302098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:42.302131] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:42.302159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:42.302216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:42.358133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:42.358731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:42.358807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:42.358839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:42.474016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:42.474133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:42.474169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:42.474215] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:42.477396] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2025-12-05T20:23:42.477685] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-05T20:23:42.477823] [INFO ] [sig       ] HCSG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:42.615107] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HCSG.txt
[2025-12-05T20:23:42.615256] [INFO ] [sig       ] [1531/3626] Completed HCSG in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:42.615294] [INFO ] [sig       ] [1532/3626] Forecasting HCTI...
[2025-12-05T20:23:42.615323] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-05T20:23:42.615352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-05T20:23:42.626244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCTI'.
[2025-12-05T20:23:42.626596] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-05T20:23:42.627377] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-05T20:23:42.627426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:42.627457] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:42.627483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:42.627538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:42.684206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:42.685031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:42.685111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:42.685142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:42.798736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:42.798886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:42.798923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:42.798952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:42.802327] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-05T20:23:42.802604] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-05T20:23:42.802724] [INFO ] [sig       ] HCTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:42.944495] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HCTI.txt
[2025-12-05T20:23:42.944628] [INFO ] [sig       ] [1532/3626] Completed HCTI in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:42.944667] [INFO ] [sig       ] [1533/3626] Forecasting HD...
[2025-12-05T20:23:42.944696] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-05T20:23:42.944725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-05T20:23:42.955248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2025-12-05T20:23:42.955509] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-05T20:23:42.956296] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-05T20:23:42.956347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:42.956405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:42.956434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:42.956492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:43.012715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:43.013279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:43.013364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:43.013396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:43.128938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:43.129041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:43.129076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:43.129103] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:43.132185] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=99.44%)
[2025-12-05T20:23:43.132438] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-05T20:23:43.132554] [INFO ] [sig       ] HD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:43.269293] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HD.txt
[2025-12-05T20:23:43.269399] [INFO ] [sig       ] [1533/3626] Completed HD in 0.3s | 2.95 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-05T20:23:43.269435] [INFO ] [sig       ] [1534/3626] Forecasting HDB...
[2025-12-05T20:23:43.269464] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-05T20:23:43.269492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-05T20:23:43.280044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2025-12-05T20:23:43.280326] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-05T20:23:43.281131] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-05T20:23:43.281182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:43.281214] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:43.281241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:43.281297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:43.337767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:43.338416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:43.338492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:43.338524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:43.460434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:43.460546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:43.460600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:43.460630] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:43.463846] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2025-12-05T20:23:43.464105] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-05T20:23:43.464223] [INFO ] [sig       ] HDB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:43.602734] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HDB.txt
[2025-12-05T20:23:43.602837] [INFO ] [sig       ] [1534/3626] Completed HDB in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:43.602876] [INFO ] [sig       ] [1535/3626] Forecasting HDSN...
[2025-12-05T20:23:43.602916] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-05T20:23:43.602953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-05T20:23:43.613193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2025-12-05T20:23:43.613439] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-05T20:23:43.614192] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-05T20:23:43.614241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:43.614272] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:43.614310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:43.614366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:43.671149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:43.671726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:43.671799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:43.671830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:43.785984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:43.786095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:43.786137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:43.786170] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:43.789328] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2025-12-05T20:23:43.789604] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-05T20:23:43.789721] [INFO ] [sig       ] HDSN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:43.931643] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HDSN.txt
[2025-12-05T20:23:43.931754] [INFO ] [sig       ] [1535/3626] Completed HDSN in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:43.931790] [INFO ] [sig       ] [1536/3626] Forecasting HE...
[2025-12-05T20:23:43.931819] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-05T20:23:43.931848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-05T20:23:43.942245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-05T20:23:43.942499] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-05T20:23:43.943285] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-05T20:23:43.943334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:43.943364] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:43.943390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:43.943444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:44.000216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:44.000822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:44.000895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:44.000925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:44.117784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:44.117904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:44.117939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:44.117965] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:44.121153] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=4.53%)
[2025-12-05T20:23:44.121407] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-05T20:23:44.121522] [INFO ] [sig       ] HE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:44.260062] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HE.txt
[2025-12-05T20:23:44.260174] [INFO ] [sig       ] [1536/3626] Completed HE in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:44.260212] [INFO ] [sig       ] [1537/3626] Forecasting HEI...
[2025-12-05T20:23:44.260240] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-05T20:23:44.260268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-05T20:23:44.270597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2025-12-05T20:23:44.270846] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-05T20:23:44.271609] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-05T20:23:44.271657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:44.271687] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:44.271712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:44.271768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:44.327291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:44.327921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:44.327997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:44.328028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:44.449469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:44.449592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:44.449639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:44.449673] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:44.452956] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2025-12-05T20:23:44.453220] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-05T20:23:44.453342] [INFO ] [sig       ] HEI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:44.591613] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HEI.txt
[2025-12-05T20:23:44.591718] [INFO ] [sig       ] [1537/3626] Completed HEI in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:44.591755] [INFO ] [sig       ] [1538/3626] Forecasting HELE...
[2025-12-05T20:23:44.591782] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-05T20:23:44.591810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-05T20:23:44.602244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-05T20:23:44.602490] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-05T20:23:44.603262] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-05T20:23:44.603311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:44.603342] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:44.603367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:44.603423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:44.659541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:44.660111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:44.660187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:44.660218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:44.780322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:44.780424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:44.780459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:44.780485] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:44.783646] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2025-12-05T20:23:44.783895] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-05T20:23:44.784010] [INFO ] [sig       ] HELE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:44.920381] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HELE.txt
[2025-12-05T20:23:44.920489] [INFO ] [sig       ] [1538/3626] Completed HELE in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:44.920526] [INFO ] [sig       ] [1539/3626] Forecasting HEPS...
[2025-12-05T20:23:44.920554] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-05T20:23:44.920605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-05T20:23:44.930990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2025-12-05T20:23:44.931236] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-05T20:23:44.931979] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-05T20:23:44.932027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:44.932056] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:44.932081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:44.932135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:44.991289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:44.991929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:44.992018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:44.992051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:45.110773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:45.110873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:45.110907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:45.110933] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:45.113992] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-05T20:23:45.114242] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-05T20:23:45.114356] [INFO ] [sig       ] HEPS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:45.251433] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HEPS.txt
[2025-12-05T20:23:45.251542] [INFO ] [sig       ] [1539/3626] Completed HEPS in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:45.251596] [INFO ] [sig       ] [1540/3626] Forecasting HEQ...
[2025-12-05T20:23:45.251626] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-05T20:23:45.251654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-05T20:23:45.262483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-05T20:23:45.262780] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-05T20:23:45.263524] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-05T20:23:45.263595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:45.263640] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:45.263670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:45.263725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:45.320139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:45.320779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:45.320852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:45.320883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:45.434194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:45.434300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:45.434338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:45.434365] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:45.437594] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=72.47%)
[2025-12-05T20:23:45.437871] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-05T20:23:45.437989] [INFO ] [sig       ] HEQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:45.575816] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HEQ.txt
[2025-12-05T20:23:45.575927] [INFO ] [sig       ] [1540/3626] Completed HEQ in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:45.575965] [INFO ] [sig       ] [1541/3626] Forecasting HERO...
[2025-12-05T20:23:45.575993] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-05T20:23:45.576021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-05T20:23:45.586249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-05T20:23:45.586511] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-05T20:23:45.587268] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-05T20:23:45.587317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:45.587347] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:45.587373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:45.587428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:45.643605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:45.644171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:45.644242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:45.644273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:45.761964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:45.762068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:45.762102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:45.762129] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:45.765206] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=34.82%)
[2025-12-05T20:23:45.765457] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-05T20:23:45.765590] [INFO ] [sig       ] HERO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:45.901321] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HERO.txt
[2025-12-05T20:23:45.901427] [INFO ] [sig       ] [1541/3626] Completed HERO in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:45.901463] [INFO ] [sig       ] [1542/3626] Forecasting HESM...
[2025-12-05T20:23:45.901491] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-05T20:23:45.901520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-05T20:23:45.911996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2025-12-05T20:23:45.912271] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-05T20:23:45.913014] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-05T20:23:45.913062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:45.913092] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:45.913118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:45.913178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:45.968683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:45.969251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:45.969322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:45.969353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:46.093073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:46.093211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:46.093256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:46.093289] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:46.096670] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-05T20:23:46.096933] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-05T20:23:46.097051] [INFO ] [sig       ] HESM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:46.232495] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HESM.txt
[2025-12-05T20:23:46.232613] [INFO ] [sig       ] [1542/3626] Completed HESM in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:46.232651] [INFO ] [sig       ] [1543/3626] Forecasting HFFG...
[2025-12-05T20:23:46.232679] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-05T20:23:46.232707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-05T20:23:46.242960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2025-12-05T20:23:46.243209] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-05T20:23:46.243963] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-05T20:23:46.244010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:46.244040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:46.244067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:46.244123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:46.299505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:46.300085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:46.300181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:46.300213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:46.413705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:46.413810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:46.413845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:46.413873] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:46.416968] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-05T20:23:46.417250] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-05T20:23:46.417374] [INFO ] [sig       ] HFFG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:46.553750] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HFFG.txt
[2025-12-05T20:23:46.553856] [INFO ] [sig       ] [1543/3626] Completed HFFG in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.8m
[2025-12-05T20:23:46.553892] [INFO ] [sig       ] [1544/3626] Forecasting HFRO...
[2025-12-05T20:23:46.553920] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-05T20:23:46.553950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-05T20:23:46.564176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-05T20:23:46.564443] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-05T20:23:46.565205] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-05T20:23:46.565254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:46.565284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:46.565310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:46.565365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:46.620881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:46.621435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:46.621508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:46.621538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:46.739084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:46.739185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:46.739221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:46.739249] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:46.742338] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: DOWN (p=8.74%)
[2025-12-05T20:23:46.742608] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-05T20:23:46.742725] [INFO ] [sig       ] HFRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:46.880888] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HFRO.txt
[2025-12-05T20:23:46.881003] [INFO ] [sig       ] [1544/3626] Completed HFRO in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:46.881042] [INFO ] [sig       ] [1545/3626] Forecasting HFWA...
[2025-12-05T20:23:46.881070] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-05T20:23:46.881097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-05T20:23:46.891222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-05T20:23:46.891493] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-05T20:23:46.892255] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-05T20:23:46.892304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:46.892338] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:46.892364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:46.892418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:46.947250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:46.947859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:46.947935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:46.947966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:47.063224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:47.063337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:47.063372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:47.063399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:47.066528] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2025-12-05T20:23:47.066804] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-05T20:23:47.066920] [INFO ] [sig       ] HFWA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:47.202663] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HFWA.txt
[2025-12-05T20:23:47.202785] [INFO ] [sig       ] [1545/3626] Completed HFWA in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:47.202822] [INFO ] [sig       ] [1546/3626] Forecasting HG...
[2025-12-05T20:23:47.202850] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-05T20:23:47.202879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-05T20:23:47.213377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-05T20:23:47.213650] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-05T20:23:47.214383] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-05T20:23:47.214431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:47.214461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:47.214488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:47.214544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:47.270001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:47.270628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:47.270702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:47.270733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:47.385965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:47.386083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:47.386120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:47.386148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:47.389322] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=31.50%)
[2025-12-05T20:23:47.389590] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-05T20:23:47.389724] [INFO ] [sig       ] HG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:47.530267] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HG.txt
[2025-12-05T20:23:47.530411] [INFO ] [sig       ] [1546/3626] Completed HG in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:47.530455] [INFO ] [sig       ] [1547/3626] Forecasting HGBL...
[2025-12-05T20:23:47.530496] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-05T20:23:47.530535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-05T20:23:47.541417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2025-12-05T20:23:47.541743] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-05T20:23:47.542495] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-05T20:23:47.542543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:47.542592] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:47.542621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:47.542676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:47.598843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:47.599422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:47.599494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:47.599525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:47.718024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:47.718154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:47.718196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:47.718229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:47.721469] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: UP (p=88.20%)
[2025-12-05T20:23:47.721740] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-05T20:23:47.721859] [INFO ] [sig       ] HGBL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:47.859814] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HGBL.txt
[2025-12-05T20:23:47.859930] [INFO ] [sig       ] [1547/3626] Completed HGBL in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:47.859967] [INFO ] [sig       ] [1548/3626] Forecasting HGLB...
[2025-12-05T20:23:47.859996] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-05T20:23:47.860024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-05T20:23:47.870238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-05T20:23:47.870515] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-05T20:23:47.871273] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-05T20:23:47.871334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:47.871364] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:47.871391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:47.871445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:47.926491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:47.927076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:47.927148] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:47.927179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:48.044477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:48.044637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:48.044676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:48.044704] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:48.047948] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-05T20:23:48.048206] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-05T20:23:48.048324] [INFO ] [sig       ] HGLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:48.184630] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HGLB.txt
[2025-12-05T20:23:48.184786] [INFO ] [sig       ] [1548/3626] Completed HGLB in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:48.184825] [INFO ] [sig       ] [1549/3626] Forecasting HGTY...
[2025-12-05T20:23:48.184853] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-05T20:23:48.184889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-05T20:23:48.195779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-05T20:23:48.196071] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-05T20:23:48.196847] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-05T20:23:48.196896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:48.196927] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:48.196953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:48.197008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:48.252651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:48.253231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:48.253309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:48.253339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:48.369897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:48.370038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:48.370075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:48.370103] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:48.373465] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=74.83%)
[2025-12-05T20:23:48.373745] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-05T20:23:48.373868] [INFO ] [sig       ] HGTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:48.511172] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HGTY.txt
[2025-12-05T20:23:48.511284] [INFO ] [sig       ] [1549/3626] Completed HGTY in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:48.511323] [INFO ] [sig       ] [1550/3626] Forecasting HHH...
[2025-12-05T20:23:48.511351] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-05T20:23:48.511379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-05T20:23:48.521784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2025-12-05T20:23:48.522033] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-05T20:23:48.522791] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-05T20:23:48.522840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:48.522896] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:48.522925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:48.522985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:48.581885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:48.582553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:48.582650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:48.582683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:48.699635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:48.699770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:48.699809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:48.699837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:48.703055] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-05T20:23:48.703309] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-05T20:23:48.703425] [INFO ] [sig       ] HHH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:48.840599] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HHH.txt
[2025-12-05T20:23:48.840722] [INFO ] [sig       ] [1550/3626] Completed HHH in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:48.840761] [INFO ] [sig       ] [1551/3626] Forecasting HI...
[2025-12-05T20:23:48.840790] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-05T20:23:48.840821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-05T20:23:48.851369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-05T20:23:48.851701] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-05T20:23:48.852448] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-05T20:23:48.852499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:48.852530] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:48.852557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:48.852630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:48.908857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:48.909458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:48.909534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:48.909566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:49.026199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:49.026326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:49.026363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:49.026391] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:49.029621] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-05T20:23:49.029878] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-05T20:23:49.029995] [INFO ] [sig       ] HI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:49.165777] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HI.txt
[2025-12-05T20:23:49.165891] [INFO ] [sig       ] [1551/3626] Completed HI in 0.3s | 2.95 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-05T20:23:49.165934] [INFO ] [sig       ] [1552/3626] Forecasting HIFS...
[2025-12-05T20:23:49.165964] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-05T20:23:49.165993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-05T20:23:49.176565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-05T20:23:49.176877] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-05T20:23:49.177654] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-05T20:23:49.177704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:49.177737] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:49.177764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:49.177844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:49.233837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:49.234422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:49.234498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:49.234530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:49.344113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:49.344256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:49.344295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:49.344322] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:49.347561] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: UP (p=55.80%)
[2025-12-05T20:23:49.347870] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-05T20:23:49.347990] [INFO ] [sig       ] HIFS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:49.484796] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIFS.txt
[2025-12-05T20:23:49.484941] [INFO ] [sig       ] [1552/3626] Completed HIFS in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:49.484979] [INFO ] [sig       ] [1553/3626] Forecasting HIG...
[2025-12-05T20:23:49.485008] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-05T20:23:49.485039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-05T20:23:49.496227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-05T20:23:49.496507] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-05T20:23:49.497293] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-05T20:23:49.497344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:49.497376] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:49.497404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:49.497462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:49.552999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:49.553610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:49.553682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:49.553713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:49.673399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:49.673545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:49.673598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:49.673627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:49.677128] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=84.15%)
[2025-12-05T20:23:49.677390] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-05T20:23:49.677528] [INFO ] [sig       ] HIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:49.814124] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIG.txt
[2025-12-05T20:23:49.814233] [INFO ] [sig       ] [1553/3626] Completed HIG in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:49.814270] [INFO ] [sig       ] [1554/3626] Forecasting HII...
[2025-12-05T20:23:49.814299] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-05T20:23:49.814329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-05T20:23:49.824932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-05T20:23:49.825217] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-05T20:23:49.826002] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-05T20:23:49.826052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:49.826082] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:49.826108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:49.826162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:49.882311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:49.882944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:49.883020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:49.883053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:50.005453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:50.005618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:50.005658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:50.005691] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:50.008931] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-05T20:23:50.009186] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-05T20:23:50.009308] [INFO ] [sig       ] HII: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:50.146018] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HII.txt
[2025-12-05T20:23:50.146139] [INFO ] [sig       ] [1554/3626] Completed HII in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:50.146176] [INFO ] [sig       ] [1555/3626] Forecasting HIMS...
[2025-12-05T20:23:50.146204] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-05T20:23:50.146233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-05T20:23:50.156872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2025-12-05T20:23:50.157163] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-05T20:23:50.157971] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-05T20:23:50.158022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:50.158053] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:50.158080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:50.158135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:50.214328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:50.214966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:50.215039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:50.215070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:50.332788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:50.332907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:50.332960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:50.332990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:50.336291] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=89.44%)
[2025-12-05T20:23:50.336547] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-05T20:23:50.336681] [INFO ] [sig       ] HIMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:50.474361] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIMS.txt
[2025-12-05T20:23:50.474480] [INFO ] [sig       ] [1555/3626] Completed HIMS in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:50.474517] [INFO ] [sig       ] [1556/3626] Forecasting HIMX...
[2025-12-05T20:23:50.474545] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-05T20:23:50.474590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-05T20:23:50.484789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-05T20:23:50.485063] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-05T20:23:50.485869] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-05T20:23:50.485920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:50.485952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:50.485979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:50.486036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:50.543297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:50.543952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:50.544028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:50.544062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:50.664862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:50.664984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:50.665020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:50.665047] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:50.671229] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=45.17%)
[2025-12-05T20:23:50.671524] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-05T20:23:50.671657] [INFO ] [sig       ] HIMX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:50.807334] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HIMX.txt
[2025-12-05T20:23:50.807445] [INFO ] [sig       ] [1556/3626] Completed HIMX in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:50.807482] [INFO ] [sig       ] [1557/3626] Forecasting HIO...
[2025-12-05T20:23:50.807511] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-05T20:23:50.807539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-05T20:23:50.817742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-05T20:23:50.818027] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-05T20:23:50.818781] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-05T20:23:50.818830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:50.818861] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:50.818887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:50.818942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:50.874452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:50.875052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:50.875137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:50.875169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:50.992468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:50.992607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:50.992644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:50.992672] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:50.995834] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-05T20:23:50.996089] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-05T20:23:50.996203] [INFO ] [sig       ] HIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:51.132970] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HIO.txt
[2025-12-05T20:23:51.133084] [INFO ] [sig       ] [1557/3626] Completed HIO in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:51.133121] [INFO ] [sig       ] [1558/3626] Forecasting HIPO...
[2025-12-05T20:23:51.133149] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-05T20:23:51.133178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-05T20:23:51.143360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-05T20:23:51.143639] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-05T20:23:51.144378] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-05T20:23:51.144427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:51.144457] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:51.144484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:51.144538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:51.199852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:51.200430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:51.200503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:51.200533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:51.320986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:51.321102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:51.321138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:51.321165] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:51.324354] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-05T20:23:51.324625] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-05T20:23:51.324739] [INFO ] [sig       ] HIPO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:51.464247] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIPO.txt
[2025-12-05T20:23:51.464363] [INFO ] [sig       ] [1558/3626] Completed HIPO in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:51.464400] [INFO ] [sig       ] [1559/3626] Forecasting HITI...
[2025-12-05T20:23:51.464428] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-05T20:23:51.464458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-05T20:23:51.474748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-05T20:23:51.475091] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-05T20:23:51.475862] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-05T20:23:51.475912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:51.475957] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:51.475985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:51.476040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:51.532448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:51.533107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:51.533181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:51.533212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:51.648806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:51.648938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:51.648974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:51.649001] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:51.652234] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2025-12-05T20:23:51.652493] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-05T20:23:51.652626] [INFO ] [sig       ] HITI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:51.790747] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HITI.txt
[2025-12-05T20:23:51.790856] [INFO ] [sig       ] [1559/3626] Completed HITI in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:51.790893] [INFO ] [sig       ] [1560/3626] Forecasting HIVE...
[2025-12-05T20:23:51.790921] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-05T20:23:51.790949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-05T20:23:51.801284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-05T20:23:51.801560] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-05T20:23:51.802314] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-05T20:23:51.802362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:51.802392] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:51.802419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:51.802474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:51.858670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:51.859234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:51.859349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:51.859388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:51.976358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:51.976483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:51.976519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:51.976555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:51.979774] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-05T20:23:51.980028] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-05T20:23:51.980144] [INFO ] [sig       ] HIVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:52.120403] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIVE.txt
[2025-12-05T20:23:52.120523] [INFO ] [sig       ] [1560/3626] Completed HIVE in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.7m
[2025-12-05T20:23:52.120560] [INFO ] [sig       ] [1561/3626] Forecasting HIX...
[2025-12-05T20:23:52.120606] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-05T20:23:52.120637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-05T20:23:52.130994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-05T20:23:52.131284] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-05T20:23:52.132091] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-05T20:23:52.132143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:52.132175] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:52.132203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:52.132260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:52.192448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:52.193164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:52.193238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:52.193269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:52.305717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:52.305832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:52.305869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:52.305897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:52.309122] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=96.77%)
[2025-12-05T20:23:52.309384] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-05T20:23:52.309498] [INFO ] [sig       ] HIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:52.447683] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HIX.txt
[2025-12-05T20:23:52.447839] [INFO ] [sig       ] [1561/3626] Completed HIX in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:52.447883] [INFO ] [sig       ] [1562/3626] Forecasting HL...
[2025-12-05T20:23:52.447913] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-05T20:23:52.447942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-05T20:23:52.461560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-05T20:23:52.462063] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-05T20:23:52.462845] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-05T20:23:52.462894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:52.462924] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:52.462948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:52.463003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:52.519035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:52.519811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:52.519895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:52.519926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:52.641182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:52.641353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:52.641392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:52.641418] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:52.645008] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-05T20:23:52.645282] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-05T20:23:52.645416] [INFO ] [sig       ] HL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:52.784561] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HL.txt
[2025-12-05T20:23:52.784738] [INFO ] [sig       ] [1562/3626] Completed HL in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:52.784775] [INFO ] [sig       ] [1563/3626] Forecasting HLAL...
[2025-12-05T20:23:52.784810] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-05T20:23:52.784841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-05T20:23:52.796003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-05T20:23:52.796296] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-05T20:23:52.797093] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-05T20:23:52.797142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:52.797173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:52.797199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:52.797253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:52.852978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:52.853558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:52.853650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:52.853682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:52.974686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:52.974819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:52.974857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:52.974884] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:52.978094] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2025-12-05T20:23:52.978368] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-05T20:23:52.978491] [INFO ] [sig       ] HLAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:53.113682] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HLAL.txt
[2025-12-05T20:23:53.113824] [INFO ] [sig       ] [1563/3626] Completed HLAL in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:53.113863] [INFO ] [sig       ] [1564/3626] Forecasting HLF...
[2025-12-05T20:23:53.113892] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-05T20:23:53.113920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-05T20:23:53.124212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2025-12-05T20:23:53.124486] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-05T20:23:53.125267] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-05T20:23:53.125316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:53.125348] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:53.125374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:53.125430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:53.181324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:53.181960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:53.182036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:53.182068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:53.306396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:53.306561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:53.306623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:53.306652] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:53.310105] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-05T20:23:53.310382] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-05T20:23:53.310510] [INFO ] [sig       ] HLF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:53.446329] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HLF.txt
[2025-12-05T20:23:53.446452] [INFO ] [sig       ] [1564/3626] Completed HLF in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:53.446490] [INFO ] [sig       ] [1565/3626] Forecasting HLI...
[2025-12-05T20:23:53.446518] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-05T20:23:53.446548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-05T20:23:53.457371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2025-12-05T20:23:53.457666] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-05T20:23:53.458438] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-05T20:23:53.458486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:53.458517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:53.458543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:53.458620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:53.514163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:53.514773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:53.514847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:53.514879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:53.626741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:53.626880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:53.626919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:53.626946] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:53.630291] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-05T20:23:53.630551] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-05T20:23:53.630690] [INFO ] [sig       ] HLI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:53.768596] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HLI.txt
[2025-12-05T20:23:53.768715] [INFO ] [sig       ] [1565/3626] Completed HLI in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:53.768755] [INFO ] [sig       ] [1566/3626] Forecasting HLIO...
[2025-12-05T20:23:53.768784] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-05T20:23:53.768812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-05T20:23:53.780203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-05T20:23:53.780557] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-05T20:23:53.781354] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-05T20:23:53.781403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:53.781434] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:53.781459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:53.781513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:53.836898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:53.837594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:53.837677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:53.837709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:53.959669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:53.959841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:53.959880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:53.959930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:53.963315] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=84.77%)
[2025-12-05T20:23:53.963614] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-05T20:23:53.963741] [INFO ] [sig       ] HLIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:54.101630] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HLIO.txt
[2025-12-05T20:23:54.101790] [INFO ] [sig       ] [1566/3626] Completed HLIO in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:54.101827] [INFO ] [sig       ] [1567/3626] Forecasting HLLY...
[2025-12-05T20:23:54.101856] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-05T20:23:54.101885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-05T20:23:54.113128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-05T20:23:54.113461] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-05T20:23:54.114253] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-05T20:23:54.114313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:54.114377] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:54.114405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:54.114459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:54.170766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:54.171496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:54.171595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:54.171629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:54.291508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:54.291685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:54.291730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:54.291758] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:54.295082] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=34.66%)
[2025-12-05T20:23:54.295346] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-05T20:23:54.295466] [INFO ] [sig       ] HLLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:54.431546] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HLLY.txt
[2025-12-05T20:23:54.431674] [INFO ] [sig       ] [1567/3626] Completed HLLY in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:54.431711] [INFO ] [sig       ] [1568/3626] Forecasting HLMN...
[2025-12-05T20:23:54.431740] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-05T20:23:54.431769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-05T20:23:54.442554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-05T20:23:54.442986] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-05T20:23:54.443816] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-05T20:23:54.443866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:54.443896] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:54.443922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:54.443977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:54.498856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:54.499510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:54.499608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:54.499659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:54.617387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:54.617557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:54.617614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:54.617642] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:54.621005] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=17.16%)
[2025-12-05T20:23:54.621266] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-05T20:23:54.621391] [INFO ] [sig       ] HLMN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:54.755984] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HLMN.txt
[2025-12-05T20:23:54.756115] [INFO ] [sig       ] [1568/3626] Completed HLMN in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:54.756153] [INFO ] [sig       ] [1569/3626] Forecasting HLN...
[2025-12-05T20:23:54.756181] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-05T20:23:54.756211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-05T20:23:54.767514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-05T20:23:54.767864] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-05T20:23:54.768703] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-05T20:23:54.768754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:54.768786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:54.768813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:54.768869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:54.824474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:54.825061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:54.825137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:54.825167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:54.945790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:54.945953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:54.945994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:54.946021] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:54.949387] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2025-12-05T20:23:54.949676] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-05T20:23:54.949803] [INFO ] [sig       ] HLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:55.085938] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HLN.txt
[2025-12-05T20:23:55.086051] [INFO ] [sig       ] [1569/3626] Completed HLN in 0.3s | 2.96 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-05T20:23:55.086087] [INFO ] [sig       ] [1570/3626] Forecasting HLNE...
[2025-12-05T20:23:55.086115] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-05T20:23:55.086145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-05T20:23:55.096907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2025-12-05T20:23:55.097167] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-05T20:23:55.097967] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-05T20:23:55.098016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:55.098046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:55.098072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:55.098151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:55.154939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:55.155540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:55.155635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:55.155670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:55.278892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:55.279049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:55.279089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:55.279150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:55.282765] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=64.00%)
[2025-12-05T20:23:55.283069] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-05T20:23:55.283204] [INFO ] [sig       ] HLNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:55.429335] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HLNE.txt
[2025-12-05T20:23:55.429459] [INFO ] [sig       ] [1570/3626] Completed HLNE in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:55.429496] [INFO ] [sig       ] [1571/3626] Forecasting HLX...
[2025-12-05T20:23:55.429525] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-05T20:23:55.429554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-05T20:23:55.440435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-05T20:23:55.440777] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-05T20:23:55.441550] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-05T20:23:55.441617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:55.441649] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:55.441674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:55.441729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:55.496814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:55.497460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:55.497537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:55.497568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:55.616611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:55.616776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:55.616820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:55.616848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:55.620244] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=79.94%)
[2025-12-05T20:23:55.620507] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-05T20:23:55.620645] [INFO ] [sig       ] HLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:55.800041] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HLX.txt
[2025-12-05T20:23:55.800185] [INFO ] [sig       ] [1571/3626] Completed HLX in 0.4s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:55.800222] [INFO ] [sig       ] [1572/3626] Forecasting HMC...
[2025-12-05T20:23:55.800250] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-05T20:23:55.800280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-05T20:23:55.811158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-05T20:23:55.811465] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-05T20:23:55.812233] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-05T20:23:55.812296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:55.812328] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:55.812354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:55.812415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:55.868204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:55.868822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:55.868895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:55.868926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:55.987843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:55.987981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:55.988019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:55.988048] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:55.991304] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-05T20:23:55.991564] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-05T20:23:55.991702] [INFO ] [sig       ] HMC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:56.130232] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HMC.txt
[2025-12-05T20:23:56.130362] [INFO ] [sig       ] [1572/3626] Completed HMC in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:56.130400] [INFO ] [sig       ] [1573/3626] Forecasting HMN...
[2025-12-05T20:23:56.130430] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-05T20:23:56.130461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-05T20:23:56.141750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2025-12-05T20:23:56.142116] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-05T20:23:56.142914] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-05T20:23:56.142964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:56.142994] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:56.143020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:56.143074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:56.198039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:56.198718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:56.198798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:56.198829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:56.315854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:56.316008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:56.316049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:56.316077] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:56.319487] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: UP (p=76.10%)
[2025-12-05T20:23:56.319765] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-05T20:23:56.319890] [INFO ] [sig       ] HMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:56.454095] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HMN.txt
[2025-12-05T20:23:56.454234] [INFO ] [sig       ] [1573/3626] Completed HMN in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:56.454272] [INFO ] [sig       ] [1574/3626] Forecasting HMY...
[2025-12-05T20:23:56.454300] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-05T20:23:56.454330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-05T20:23:56.465483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-05T20:23:56.465822] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-05T20:23:56.466590] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-05T20:23:56.466640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:56.466671] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:56.466697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:56.466753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:56.522461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:56.523367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:56.523447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:56.523479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:56.643386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:56.643543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:56.643600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:56.643631] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:56.646972] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=17.34%)
[2025-12-05T20:23:56.647239] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-05T20:23:56.647362] [INFO ] [sig       ] HMY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:56.785364] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HMY.txt
[2025-12-05T20:23:56.785506] [INFO ] [sig       ] [1574/3626] Completed HMY in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:56.785544] [INFO ] [sig       ] [1575/3626] Forecasting HNDL...
[2025-12-05T20:23:56.785588] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-05T20:23:56.785622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-05T20:23:56.796795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2025-12-05T20:23:56.797098] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-05T20:23:56.797939] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-05T20:23:56.797989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:56.798020] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:56.798045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:56.798101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:56.855038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:56.855938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:56.856040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:56.856074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:56.978040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:56.978193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:56.978233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:56.978262] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:56.981629] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-05T20:23:56.981892] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-05T20:23:56.982017] [INFO ] [sig       ] HNDL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:57.118642] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HNDL.txt
[2025-12-05T20:23:57.118795] [INFO ] [sig       ] [1575/3626] Completed HNDL in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:57.118851] [INFO ] [sig       ] [1576/3626] Forecasting HNI...
[2025-12-05T20:23:57.118890] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-05T20:23:57.118928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-05T20:23:57.130155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-05T20:23:57.130482] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-05T20:23:57.131264] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-05T20:23:57.131321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:57.131354] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:57.131382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:57.131440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:57.191645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:57.192433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:57.192512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:57.192546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:57.313780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:57.313916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:57.313958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:57.313988] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:57.317306] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-05T20:23:57.317589] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-05T20:23:57.317713] [INFO ] [sig       ] HNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:57.455093] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HNI.txt
[2025-12-05T20:23:57.455207] [INFO ] [sig       ] [1576/3626] Completed HNI in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:57.455244] [INFO ] [sig       ] [1577/3626] Forecasting HNRG...
[2025-12-05T20:23:57.455272] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-05T20:23:57.455302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-05T20:23:57.466024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-05T20:23:57.466340] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-05T20:23:57.467100] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-05T20:23:57.467150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:57.467181] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:57.467208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:57.467262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:57.522557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:57.523156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:57.523256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:57.523288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:57.646178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:57.646374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:57.646416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:57.646443] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:57.650362] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-05T20:23:57.650892] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-05T20:23:57.651043] [INFO ] [sig       ] HNRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:57.793734] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HNRG.txt
[2025-12-05T20:23:57.793893] [INFO ] [sig       ] [1577/3626] Completed HNRG in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.6m
[2025-12-05T20:23:57.793932] [INFO ] [sig       ] [1578/3626] Forecasting HOG...
[2025-12-05T20:23:57.793962] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-05T20:23:57.793994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-05T20:23:57.804717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2025-12-05T20:23:57.805026] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-05T20:23:57.805824] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-05T20:23:57.805875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:57.805907] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:57.805934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:57.805991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:57.865076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:57.866046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:57.866144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:57.866194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:57.997370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:57.997533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:57.997591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:57.997624] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:58.001322] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-05T20:23:58.001655] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-05T20:23:58.001793] [INFO ] [sig       ] HOG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:58.164930] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HOG.txt
[2025-12-05T20:23:58.165157] [INFO ] [sig       ] [1578/3626] Completed HOG in 0.4s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:58.165216] [INFO ] [sig       ] [1579/3626] Forecasting HOLO...
[2025-12-05T20:23:58.165263] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-05T20:23:58.165309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-05T20:23:58.178389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-05T20:23:58.178865] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-05T20:23:58.179753] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-05T20:23:58.179806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:58.179839] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:58.179866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:58.179922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:58.255507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:58.256667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:58.256767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:58.256802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:58.397659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:58.397860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:58.397924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:58.397953] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:58.401737] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=8.56%)
[2025-12-05T20:23:58.402093] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-05T20:23:58.402251] [INFO ] [sig       ] HOLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:58.556540] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOLO.txt
[2025-12-05T20:23:58.556723] [INFO ] [sig       ] [1579/3626] Completed HOLO in 0.4s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:58.556764] [INFO ] [sig       ] [1580/3626] Forecasting HOLX...
[2025-12-05T20:23:58.556794] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-05T20:23:58.556823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-05T20:23:58.568739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-05T20:23:58.569140] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-05T20:23:58.569966] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-05T20:23:58.570018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:58.570052] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:58.570079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:58.570135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:58.627384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:58.628370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:58.628483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:58.628528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:58.765399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:58.765555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:58.765638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:58.765672] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:58.769247] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=68.75%)
[2025-12-05T20:23:58.769634] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-05T20:23:58.769799] [INFO ] [sig       ] HOLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:23:58.914387] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HOLX.txt
[2025-12-05T20:23:58.914585] [INFO ] [sig       ] [1580/3626] Completed HOLX in 0.4s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:58.914628] [INFO ] [sig       ] [1581/3626] Forecasting HOMB...
[2025-12-05T20:23:58.914658] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-05T20:23:58.914687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-05T20:23:58.925378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2025-12-05T20:23:58.925678] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-05T20:23:58.926430] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-05T20:23:58.926480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:58.926512] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:58.926539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:58.926610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:58.983429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:58.984285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:58.984362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:58.984396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:59.106241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:59.106394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:59.106436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:59.106466] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:59.109797] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=32.11%)
[2025-12-05T20:23:59.110056] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-05T20:23:59.110175] [INFO ] [sig       ] HOMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:59.246073] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOMB.txt
[2025-12-05T20:23:59.246210] [INFO ] [sig       ] [1581/3626] Completed HOMB in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:59.246247] [INFO ] [sig       ] [1582/3626] Forecasting HON...
[2025-12-05T20:23:59.246276] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-05T20:23:59.246306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-05T20:23:59.257683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-05T20:23:59.258024] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-05T20:23:59.258898] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-05T20:23:59.258949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:59.258981] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:59.259007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:59.259063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:59.315795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:59.316428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:59.316504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:59.316538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:59.436671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:59.436828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:59.436868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:59.436895] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:59.440197] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-05T20:23:59.440466] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-05T20:23:59.440613] [INFO ] [sig       ] HON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:59.577864] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HON.txt
[2025-12-05T20:23:59.578019] [INFO ] [sig       ] [1582/3626] Completed HON in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:59.578057] [INFO ] [sig       ] [1583/3626] Forecasting HOOD...
[2025-12-05T20:23:59.578086] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-05T20:23:59.578113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-05T20:23:59.589292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-05T20:23:59.589749] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-05T20:23:59.590737] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-05T20:23:59.590796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:59.590854] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:59.590890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:59.590967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:59.648456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:59.649231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:59.649309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:59.649341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:23:59.770881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:23:59.771048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:23:59.771102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:23:59.771137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:23:59.774650] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-05T20:23:59.774932] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-05T20:23:59.775062] [INFO ] [sig       ] HOOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:23:59.914362] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOOD.txt
[2025-12-05T20:23:59.914496] [INFO ] [sig       ] [1583/3626] Completed HOOD in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:23:59.914534] [INFO ] [sig       ] [1584/3626] Forecasting HOPE...
[2025-12-05T20:23:59.914563] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-05T20:23:59.914611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-05T20:23:59.925843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-05T20:23:59.926123] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-05T20:23:59.926908] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-05T20:23:59.926958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:23:59.927016] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:23:59.927044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:23:59.927101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:23:59.986607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:23:59.987434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:23:59.987513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:23:59.987546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:00.111050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:00.111206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:00.111247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:00.111276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:00.115270] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=3.80%)
[2025-12-05T20:24:00.115552] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-05T20:24:00.115695] [INFO ] [sig       ] HOPE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:00.259021] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOPE.txt
[2025-12-05T20:24:00.259155] [INFO ] [sig       ] [1584/3626] Completed HOPE in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:24:00.259194] [INFO ] [sig       ] [1585/3626] Forecasting HOTH...
[2025-12-05T20:24:00.259224] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-05T20:24:00.259253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-05T20:24:00.270129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-05T20:24:00.270480] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-05T20:24:00.271270] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-05T20:24:00.271320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:00.271350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:00.271375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:00.271430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:00.328339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:00.329285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:00.329382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:00.329428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:00.463270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:00.463420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:00.463461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:00.463489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:00.466882] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-12-05T20:24:00.467149] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-05T20:24:00.467274] [INFO ] [sig       ] HOTH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:00.607011] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOTH.txt
[2025-12-05T20:24:00.607133] [INFO ] [sig       ] [1585/3626] Completed HOTH in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:24:00.607171] [INFO ] [sig       ] [1586/3626] Forecasting HOUS...
[2025-12-05T20:24:00.607199] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-05T20:24:00.607228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-05T20:24:00.618421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-05T20:24:00.618769] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-05T20:24:00.619608] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-05T20:24:00.619660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:00.619694] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:00.619721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:00.619778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:00.677502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:00.678367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:00.678448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:00.678483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:00.804741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:00.804891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:00.804932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:00.804962] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:00.808418] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2025-12-05T20:24:00.808739] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-05T20:24:00.808865] [INFO ] [sig       ] HOUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:00.954450] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HOUS.txt
[2025-12-05T20:24:00.954604] [INFO ] [sig       ] [1586/3626] Completed HOUS in 0.3s | 2.96 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-05T20:24:00.954652] [INFO ] [sig       ] [1587/3626] Forecasting HP...
[2025-12-05T20:24:00.954682] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-05T20:24:00.954715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-05T20:24:00.968337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-05T20:24:00.968725] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-05T20:24:00.969511] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-05T20:24:00.969564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:00.969619] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:00.969648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:00.969705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:01.031686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:01.032489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:01.032595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:01.032641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:01.149283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:01.149431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:01.149470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:01.149532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:01.152992] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=87.22%)
[2025-12-05T20:24:01.153287] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-05T20:24:01.153419] [INFO ] [sig       ] HP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:01.291485] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HP.txt
[2025-12-05T20:24:01.291635] [INFO ] [sig       ] [1587/3626] Completed HP in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:01.291674] [INFO ] [sig       ] [1588/3626] Forecasting HPE...
[2025-12-05T20:24:01.291704] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-05T20:24:01.291734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-05T20:24:01.302607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-05T20:24:01.302922] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-05T20:24:01.303721] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-05T20:24:01.303772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:01.303803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:01.303829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:01.303885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:01.360846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:01.361555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:01.361653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:01.361687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:01.492139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:01.492341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:01.492398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:01.492439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:01.498060] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-05T20:24:01.498664] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-05T20:24:01.498922] [INFO ] [sig       ] HPE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:01.652208] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPE.txt
[2025-12-05T20:24:01.652361] [INFO ] [sig       ] [1588/3626] Completed HPE in 0.4s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:01.652398] [INFO ] [sig       ] [1589/3626] Forecasting HPF...
[2025-12-05T20:24:01.652427] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-05T20:24:01.652456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-05T20:24:01.663269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-05T20:24:01.663509] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-05T20:24:01.664425] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-05T20:24:01.664478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:01.664514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:01.664545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:01.664644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:01.727125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:01.728053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:01.728135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:01.728166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:01.844436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:01.844611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:01.844650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:01.844678] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:01.847990] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-05T20:24:01.848249] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-05T20:24:01.848369] [INFO ] [sig       ] HPF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:01.987753] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPF.txt
[2025-12-05T20:24:01.987934] [INFO ] [sig       ] [1589/3626] Completed HPF in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:01.987973] [INFO ] [sig       ] [1590/3626] Forecasting HPI...
[2025-12-05T20:24:01.988003] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-05T20:24:01.988033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-05T20:24:01.999659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-05T20:24:02.000057] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-05T20:24:02.000911] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-05T20:24:02.000964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:02.000997] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:02.001025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:02.001082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:02.059202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:02.060059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:02.060143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:02.060178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:02.180387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:02.180548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:02.180608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:02.180659] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:02.184062] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2025-12-05T20:24:02.184352] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-05T20:24:02.184480] [INFO ] [sig       ] HPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:02.327024] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPI.txt
[2025-12-05T20:24:02.327172] [INFO ] [sig       ] [1590/3626] Completed HPI in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:02.327209] [INFO ] [sig       ] [1591/3626] Forecasting HPK...
[2025-12-05T20:24:02.327238] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-05T20:24:02.327269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-05T20:24:02.340930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-05T20:24:02.341335] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-05T20:24:02.342174] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-05T20:24:02.342228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:02.342265] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:02.342324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:02.342397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:02.412677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:02.413521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:02.413621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:02.413655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:02.533077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:02.533232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:02.533273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:02.533300] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:02.536610] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-05T20:24:02.536869] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-05T20:24:02.536988] [INFO ] [sig       ] HPK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:02.678535] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPK.txt
[2025-12-05T20:24:02.678706] [INFO ] [sig       ] [1591/3626] Completed HPK in 0.4s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:02.678745] [INFO ] [sig       ] [1592/3626] Forecasting HPP...
[2025-12-05T20:24:02.678774] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-05T20:24:02.678804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-05T20:24:02.690743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-05T20:24:02.691082] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-05T20:24:02.691890] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-05T20:24:02.691940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:02.691972] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:02.691998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:02.692053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:02.750708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:02.751595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:02.751677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:02.751729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:02.877270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:02.877440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:02.877491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:02.877530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:02.881143] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=39.87%)
[2025-12-05T20:24:02.881426] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-05T20:24:02.881559] [INFO ] [sig       ] HPP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:03.031080] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPP.txt
[2025-12-05T20:24:03.031231] [INFO ] [sig       ] [1592/3626] Completed HPP in 0.4s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:03.031271] [INFO ] [sig       ] [1593/3626] Forecasting HPQ...
[2025-12-05T20:24:03.031301] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-05T20:24:03.031332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-05T20:24:03.042164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-05T20:24:03.042453] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-05T20:24:03.043266] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-05T20:24:03.043316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:03.043347] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:03.043374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:03.043430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:03.100547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:03.101434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:03.101515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:03.101548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:03.219989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:03.220139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:03.220179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:03.220208] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:03.223600] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2025-12-05T20:24:03.223868] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-05T20:24:03.223990] [INFO ] [sig       ] HPQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:03.367091] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HPQ.txt
[2025-12-05T20:24:03.367241] [INFO ] [sig       ] [1593/3626] Completed HPQ in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:03.367279] [INFO ] [sig       ] [1594/3626] Forecasting HPS...
[2025-12-05T20:24:03.367309] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-05T20:24:03.367340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-05T20:24:03.378266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-05T20:24:03.378525] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-05T20:24:03.379295] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-05T20:24:03.379344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:03.379376] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:03.379416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:03.379473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:03.435769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:03.436786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:03.436920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:03.436964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:03.560420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:03.560601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:03.560653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:03.560684] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:03.564377] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2025-12-05T20:24:03.564721] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-05T20:24:03.564846] [INFO ] [sig       ] HPS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:03.711252] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HPS.txt
[2025-12-05T20:24:03.711397] [INFO ] [sig       ] [1594/3626] Completed HPS in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:03.711433] [INFO ] [sig       ] [1595/3626] Forecasting HQI...
[2025-12-05T20:24:03.711462] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-05T20:24:03.711491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-05T20:24:03.721765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-05T20:24:03.722064] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-05T20:24:03.722845] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-05T20:24:03.722895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:03.722927] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:03.722955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:03.723011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:03.779776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:03.780401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:03.780477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:03.780509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:03.884039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:03.884179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:03.884217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:03.884245] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:03.887517] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: DOWN (p=28.88%)
[2025-12-05T20:24:03.887929] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-05T20:24:03.888087] [INFO ] [sig       ] HQI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:04.031266] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HQI.txt
[2025-12-05T20:24:04.031393] [INFO ] [sig       ] [1595/3626] Completed HQI in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.5m
[2025-12-05T20:24:04.031432] [INFO ] [sig       ] [1596/3626] Forecasting HQL...
[2025-12-05T20:24:04.031461] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-05T20:24:04.031492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-05T20:24:04.043000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-05T20:24:04.043287] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-05T20:24:04.044082] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-05T20:24:04.044131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:04.044163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:04.044188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:04.044244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:04.100870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:04.101636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:04.101714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:04.101746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:04.221369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:04.221519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:04.221558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:04.221604] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:04.224865] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-05T20:24:04.225120] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-05T20:24:04.225238] [INFO ] [sig       ] HQL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:04.363713] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HQL.txt
[2025-12-05T20:24:04.363845] [INFO ] [sig       ] [1596/3626] Completed HQL in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:04.363883] [INFO ] [sig       ] [1597/3626] Forecasting HQY...
[2025-12-05T20:24:04.363910] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-05T20:24:04.363939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-05T20:24:04.375326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-05T20:24:04.375683] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-05T20:24:04.376443] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-05T20:24:04.376493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:04.376524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:04.376549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:04.376624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:04.434997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:04.435884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:04.435965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:04.435999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:04.556337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:04.556500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:04.556544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:04.556596] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:04.560100] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-05T20:24:04.560365] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-05T20:24:04.560489] [INFO ] [sig       ] HQY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:04.707615] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HQY.txt
[2025-12-05T20:24:04.707826] [INFO ] [sig       ] [1597/3626] Completed HQY in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:04.707869] [INFO ] [sig       ] [1598/3626] Forecasting HRB...
[2025-12-05T20:24:04.707898] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-05T20:24:04.707927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-05T20:24:04.718819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-05T20:24:04.719203] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-05T20:24:04.720010] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-05T20:24:04.720061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:04.720092] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:04.720119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:04.720175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:04.775438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:04.776277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:04.776355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:04.776388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:04.897989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:04.898148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:04.898188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:04.898216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:04.901502] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-12-05T20:24:04.901817] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-05T20:24:04.901948] [INFO ] [sig       ] HRB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:05.040832] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HRB.txt
[2025-12-05T20:24:05.040977] [INFO ] [sig       ] [1598/3626] Completed HRB in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:05.041016] [INFO ] [sig       ] [1599/3626] Forecasting HRL...
[2025-12-05T20:24:05.041044] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-05T20:24:05.041074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-05T20:24:05.052125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-05T20:24:05.052390] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-05T20:24:05.053142] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-05T20:24:05.053191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:05.053221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:05.053246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:05.053301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:05.109348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:05.110237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:05.110315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:05.110346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:05.229876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:05.230026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:05.230065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:05.230092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:05.233442] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2025-12-05T20:24:05.233771] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-05T20:24:05.233899] [INFO ] [sig       ] HRL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:05.372519] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HRL.txt
[2025-12-05T20:24:05.372705] [INFO ] [sig       ] [1599/3626] Completed HRL in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:05.372748] [INFO ] [sig       ] [1600/3626] Forecasting HRMY...
[2025-12-05T20:24:05.372776] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-05T20:24:05.372804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-05T20:24:05.384177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-05T20:24:05.384565] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-05T20:24:05.385404] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-05T20:24:05.385456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:05.385489] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:05.385517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:05.385593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:05.443056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:05.443776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:05.443856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:05.443889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:05.558914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:05.559053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:05.559092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:05.559119] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:05.562394] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-05T20:24:05.562670] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-05T20:24:05.562791] [INFO ] [sig       ] HRMY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:05.702139] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HRMY.txt
[2025-12-05T20:24:05.702289] [INFO ] [sig       ] [1600/3626] Completed HRMY in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:05.702326] [INFO ] [sig       ] [1601/3626] Forecasting HRTG...
[2025-12-05T20:24:05.702356] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-05T20:24:05.702385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-05T20:24:05.716996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-05T20:24:05.717501] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-05T20:24:05.718638] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-05T20:24:05.718705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:05.718784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:05.718827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:05.718914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:05.792177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:05.793286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:05.793394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:05.793447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:05.913959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:05.914110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:05.914152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:05.914180] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:05.917537] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2025-12-05T20:24:05.917903] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-05T20:24:05.918041] [INFO ] [sig       ] HRTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:06.059961] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HRTG.txt
[2025-12-05T20:24:06.060110] [INFO ] [sig       ] [1601/3626] Completed HRTG in 0.4s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:06.060147] [INFO ] [sig       ] [1602/3626] Forecasting HRTX...
[2025-12-05T20:24:06.060175] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-05T20:24:06.060205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-05T20:24:06.071723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-05T20:24:06.072123] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-05T20:24:06.072895] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-05T20:24:06.072944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:06.072973] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:06.072998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:06.073052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:06.129735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:06.130618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:06.130703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:06.130736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:06.245639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:06.245790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:06.245830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:06.245859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:06.249328] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=6.63%)
[2025-12-05T20:24:06.249600] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-05T20:24:06.249716] [INFO ] [sig       ] HRTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:06.390587] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HRTX.txt
[2025-12-05T20:24:06.390711] [INFO ] [sig       ] [1602/3626] Completed HRTX in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:06.390749] [INFO ] [sig       ] [1603/3626] Forecasting HRZN...
[2025-12-05T20:24:06.390777] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-05T20:24:06.390807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-05T20:24:06.401715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2025-12-05T20:24:06.402039] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-05T20:24:06.402839] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-05T20:24:06.402889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:06.402920] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:06.402947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:06.403002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:06.459089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:06.459957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:06.460045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:06.460076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:06.575115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:06.575292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:06.575331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:06.575359] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:06.578804] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-05T20:24:06.579070] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-05T20:24:06.579189] [INFO ] [sig       ] HRZN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:06.724128] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HRZN.txt
[2025-12-05T20:24:06.724277] [INFO ] [sig       ] [1603/3626] Completed HRZN in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:06.724314] [INFO ] [sig       ] [1604/3626] Forecasting HSAI...
[2025-12-05T20:24:06.724343] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-05T20:24:06.724373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-05T20:24:06.736035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-05T20:24:06.736369] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-05T20:24:06.737141] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-05T20:24:06.737191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:06.737222] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:06.737248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:06.737304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:06.794186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:06.795039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:06.795119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:06.795152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:06.913106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:06.913252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:06.913291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:06.913351] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:06.916708] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-05T20:24:06.916963] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-05T20:24:06.917083] [INFO ] [sig       ] HSAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:07.054762] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSAI.txt
[2025-12-05T20:24:07.054880] [INFO ] [sig       ] [1604/3626] Completed HSAI in 0.3s | 2.96 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-05T20:24:07.054916] [INFO ] [sig       ] [1605/3626] Forecasting HSBC...
[2025-12-05T20:24:07.054944] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-05T20:24:07.054973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-05T20:24:07.065803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-05T20:24:07.066091] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-05T20:24:07.066878] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-05T20:24:07.066927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:07.066960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:07.066988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:07.067045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:07.123833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:07.124752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:07.124833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:07.124865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:07.246213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:07.246364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:07.246403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:07.246430] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:07.249828] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2025-12-05T20:24:07.250094] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-05T20:24:07.250216] [INFO ] [sig       ] HSBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:07.386253] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSBC.txt
[2025-12-05T20:24:07.386382] [INFO ] [sig       ] [1605/3626] Completed HSBC in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:07.386418] [INFO ] [sig       ] [1606/3626] Forecasting HSCS...
[2025-12-05T20:24:07.386447] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-05T20:24:07.386476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-05T20:24:07.397006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2025-12-05T20:24:07.397283] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-05T20:24:07.398086] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-05T20:24:07.398135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:07.398164] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:07.398189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:07.398245] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:07.453230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:07.453893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:07.453982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:07.454024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:07.563844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:07.563988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:07.564026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:07.564055] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:07.567293] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-05T20:24:07.567548] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-05T20:24:07.567705] [INFO ] [sig       ] HSCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:07.707384] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSCS.txt
[2025-12-05T20:24:07.707523] [INFO ] [sig       ] [1606/3626] Completed HSCS in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:07.707560] [INFO ] [sig       ] [1607/3626] Forecasting HSHP...
[2025-12-05T20:24:07.707610] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-05T20:24:07.707642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-05T20:24:07.719002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-05T20:24:07.719310] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-05T20:24:07.720120] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-05T20:24:07.720185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:07.720217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:07.720244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:07.720298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:07.778312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:07.778986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:07.779065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:07.779099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:07.909868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:07.910023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:07.910063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:07.910091] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:07.913552] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=95.55%)
[2025-12-05T20:24:07.913843] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-05T20:24:07.913968] [INFO ] [sig       ] HSHP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:08.054763] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSHP.txt
[2025-12-05T20:24:08.054891] [INFO ] [sig       ] [1607/3626] Completed HSHP in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:08.054929] [INFO ] [sig       ] [1608/3626] Forecasting HSIC...
[2025-12-05T20:24:08.054957] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-05T20:24:08.054985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-05T20:24:08.065367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-05T20:24:08.065650] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-05T20:24:08.066408] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-05T20:24:08.066457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:08.066490] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:08.066517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:08.066590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:08.129480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:08.130185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:08.130261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:08.130293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:08.249515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:08.249683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:08.249724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:08.249751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:08.253156] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-05T20:24:08.253412] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-05T20:24:08.253528] [INFO ] [sig       ] HSIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:08.389968] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HSIC.txt
[2025-12-05T20:24:08.390085] [INFO ] [sig       ] [1608/3626] Completed HSIC in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:08.390122] [INFO ] [sig       ] [1609/3626] Forecasting HSII...
[2025-12-05T20:24:08.390151] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-05T20:24:08.390180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-05T20:24:08.400948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-05T20:24:08.401246] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-05T20:24:08.402049] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-05T20:24:08.402101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:08.402133] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:08.402159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:08.402217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:08.458129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:08.458876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:08.458954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:08.458985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:08.597391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:08.597541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:08.597598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:08.597629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:08.600944] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-05T20:24:08.601205] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-05T20:24:08.601324] [INFO ] [sig       ] HSII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:08.738400] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSII.txt
[2025-12-05T20:24:08.738539] [INFO ] [sig       ] [1609/3626] Completed HSII in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:08.738593] [INFO ] [sig       ] [1610/3626] Forecasting HSTM...
[2025-12-05T20:24:08.738625] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-05T20:24:08.738653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-05T20:24:08.748240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-05T20:24:08.748516] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-05T20:24:08.749309] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-05T20:24:08.749360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:08.749393] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:08.749421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:08.749478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:08.805783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:08.806546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:08.806641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:08.806673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:08.922055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:08.922204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:08.922245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:08.922273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:08.925533] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: UP (p=90.06%)
[2025-12-05T20:24:08.925810] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-05T20:24:08.925932] [INFO ] [sig       ] HSTM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:09.064973] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSTM.txt
[2025-12-05T20:24:09.065114] [INFO ] [sig       ] [1610/3626] Completed HSTM in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:09.065158] [INFO ] [sig       ] [1611/3626] Forecasting HSY...
[2025-12-05T20:24:09.065188] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-05T20:24:09.065217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-05T20:24:09.076024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2025-12-05T20:24:09.076350] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-05T20:24:09.077129] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-05T20:24:09.077179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:09.077210] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:09.077236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:09.077290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:09.133788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:09.134601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:09.134704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:09.134740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:09.252418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:09.252566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:09.252627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:09.252655] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:09.255896] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-05T20:24:09.256152] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-05T20:24:09.256268] [INFO ] [sig       ] HSY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:09.396864] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HSY.txt
[2025-12-05T20:24:09.397019] [INFO ] [sig       ] [1611/3626] Completed HSY in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:09.397058] [INFO ] [sig       ] [1612/3626] Forecasting HTBK...
[2025-12-05T20:24:09.397087] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-05T20:24:09.397117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-05T20:24:09.410494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-05T20:24:09.410927] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-05T20:24:09.411993] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-05T20:24:09.412058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:09.412110] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:09.412159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:09.412252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:09.496136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:09.497233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:09.497344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:09.497397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:09.630820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:09.630972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:09.631013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:09.631041] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:09.634361] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=25.13%)
[2025-12-05T20:24:09.634640] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-05T20:24:09.634781] [INFO ] [sig       ] HTBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:09.783458] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HTBK.txt
[2025-12-05T20:24:09.783675] [INFO ] [sig       ] [1612/3626] Completed HTBK in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:09.783750] [INFO ] [sig       ] [1613/3626] Forecasting HTD...
[2025-12-05T20:24:09.783802] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-05T20:24:09.783849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-05T20:24:09.795249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-05T20:24:09.795609] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-05T20:24:09.796368] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-05T20:24:09.796418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:09.796450] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:09.796477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:09.796531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:09.852600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:09.853425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:09.853505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:09.853536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:09.972328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:09.972489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:09.972529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:09.972556] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:09.975998] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-05T20:24:09.976301] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-05T20:24:09.976432] [INFO ] [sig       ] HTD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:10.115050] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HTD.txt
[2025-12-05T20:24:10.115174] [INFO ] [sig       ] [1613/3626] Completed HTD in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.4m
[2025-12-05T20:24:10.115211] [INFO ] [sig       ] [1614/3626] Forecasting HTGC...
[2025-12-05T20:24:10.115240] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-05T20:24:10.115268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-05T20:24:10.126115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-05T20:24:10.126386] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-05T20:24:10.127207] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-05T20:24:10.127259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:10.127291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:10.127318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:10.127376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:10.184086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:10.184707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:10.184778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:10.184809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:10.302611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:10.302762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:10.302819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:10.302849] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:10.306181] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-05T20:24:10.306441] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-05T20:24:10.306559] [INFO ] [sig       ] HTGC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:10.444372] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HTGC.txt
[2025-12-05T20:24:10.444515] [INFO ] [sig       ] [1614/3626] Completed HTGC in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:10.444552] [INFO ] [sig       ] [1615/3626] Forecasting HTH...
[2025-12-05T20:24:10.444600] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-05T20:24:10.444632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-05T20:24:10.454637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-05T20:24:10.454884] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-05T20:24:10.455646] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-05T20:24:10.455695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:10.455727] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:10.455754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:10.455809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:10.512410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:10.513048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:10.513120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:10.513152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:10.625856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:10.625991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:10.626028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:10.626056] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:10.629308] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-05T20:24:10.629559] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-05T20:24:10.629696] [INFO ] [sig       ] HTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:10.768074] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HTH.txt
[2025-12-05T20:24:10.768190] [INFO ] [sig       ] [1615/3626] Completed HTH in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:10.768227] [INFO ] [sig       ] [1616/3626] Forecasting HTLD...
[2025-12-05T20:24:10.768256] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-05T20:24:10.768285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-05T20:24:10.779992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-05T20:24:10.780435] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-05T20:24:10.781466] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-05T20:24:10.781534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:10.781593] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:10.781635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:10.781700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:10.847052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:10.848116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:10.848250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:10.848293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:10.976162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:10.976337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:10.976386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:10.976428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:10.980004] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: UP (p=84.79%)
[2025-12-05T20:24:10.980270] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-05T20:24:10.980396] [INFO ] [sig       ] HTLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:11.124829] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HTLD.txt
[2025-12-05T20:24:11.124970] [INFO ] [sig       ] [1616/3626] Completed HTLD in 0.4s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:11.125009] [INFO ] [sig       ] [1617/3626] Forecasting HTOO...
[2025-12-05T20:24:11.125038] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-05T20:24:11.125067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-05T20:24:11.135839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-05T20:24:11.136118] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-05T20:24:11.136875] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-05T20:24:11.136924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:11.136954] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:11.136981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:11.137036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:11.192281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:11.192986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:11.193061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:11.193093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:11.306551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:11.306718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:11.306757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:11.306785] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:11.310071] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=11.07%)
[2025-12-05T20:24:11.310327] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-05T20:24:11.310446] [INFO ] [sig       ] HTOO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:11.446703] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HTOO.txt
[2025-12-05T20:24:11.446840] [INFO ] [sig       ] [1617/3626] Completed HTOO in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:11.446878] [INFO ] [sig       ] [1618/3626] Forecasting HTZ...
[2025-12-05T20:24:11.446906] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-05T20:24:11.446934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-05T20:24:11.458310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-05T20:24:11.458636] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-05T20:24:11.459401] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-05T20:24:11.459452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:11.459544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:11.459596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:11.459658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:11.515413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:11.516143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:11.516217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:11.516249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:11.636503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:11.636664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:11.636705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:11.636732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:11.640004] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-05T20:24:11.640263] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-05T20:24:11.640381] [INFO ] [sig       ] HTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:11.776792] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HTZ.txt
[2025-12-05T20:24:11.776949] [INFO ] [sig       ] [1618/3626] Completed HTZ in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:11.776988] [INFO ] [sig       ] [1619/3626] Forecasting HUBB...
[2025-12-05T20:24:11.777016] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-05T20:24:11.777045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-05T20:24:11.788685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-05T20:24:11.788977] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-05T20:24:11.789934] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-05T20:24:11.789983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:11.790013] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:11.790039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:11.790094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:11.845518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:11.846202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:11.846275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:11.846306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:11.961062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:11.961219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:11.961260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:11.961289] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:11.964547] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-05T20:24:11.964860] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-05T20:24:11.964989] [INFO ] [sig       ] HUBB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:12.101467] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HUBB.txt
[2025-12-05T20:24:12.101619] [INFO ] [sig       ] [1619/3626] Completed HUBB in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:12.101660] [INFO ] [sig       ] [1620/3626] Forecasting HUBG...
[2025-12-05T20:24:12.101689] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-05T20:24:12.101719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-05T20:24:12.112221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-05T20:24:12.112517] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-05T20:24:12.113273] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-05T20:24:12.113322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:12.113353] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:12.113379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:12.113434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:12.168287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:12.169012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:12.169087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:12.169118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:12.286590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:12.286743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:12.286782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:12.286810] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:12.290227] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-05T20:24:12.290490] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-05T20:24:12.290644] [INFO ] [sig       ] HUBG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:12.427533] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HUBG.txt
[2025-12-05T20:24:12.427676] [INFO ] [sig       ] [1620/3626] Completed HUBG in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:12.427715] [INFO ] [sig       ] [1621/3626] Forecasting HUBS...
[2025-12-05T20:24:12.427747] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-05T20:24:12.427782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-05T20:24:12.438702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-05T20:24:12.438999] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-05T20:24:12.439759] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-05T20:24:12.439811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:12.439844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:12.439870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:12.439924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:12.496201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:12.496877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:12.496955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:12.496986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:12.614664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:12.614807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:12.614847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:12.614901] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:12.618221] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: UP (p=59.73%)
[2025-12-05T20:24:12.618482] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-05T20:24:12.618627] [INFO ] [sig       ] HUBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:12.753911] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HUBS.txt
[2025-12-05T20:24:12.754031] [INFO ] [sig       ] [1621/3626] Completed HUBS in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:12.754068] [INFO ] [sig       ] [1622/3626] Forecasting HUM...
[2025-12-05T20:24:12.754103] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-05T20:24:12.754134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-05T20:24:12.765411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-05T20:24:12.765750] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-05T20:24:12.766590] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-05T20:24:12.766646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:12.766679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:12.766706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:12.766762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:12.823560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:12.824212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:12.824288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:12.824319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:12.942482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:12.942646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:12.942687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:12.942715] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:12.946018] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2025-12-05T20:24:12.946273] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-05T20:24:12.946393] [INFO ] [sig       ] HUM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:13.086524] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HUM.txt
[2025-12-05T20:24:13.086686] [INFO ] [sig       ] [1622/3626] Completed HUM in 0.3s | 2.96 sym/s | Total: 9.1m | ETA: 11.3m
[2025-12-05T20:24:13.086726] [INFO ] [sig       ] [1623/3626] Forecasting HUMA...
[2025-12-05T20:24:13.086755] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-05T20:24:13.086784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-05T20:24:13.097068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-05T20:24:13.097340] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-05T20:24:13.098178] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-05T20:24:13.098230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:13.098262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:13.098290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:13.098348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:13.154050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:13.154651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:13.154723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:13.154755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:13.273133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:13.273271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:13.273309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:13.273337] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:13.276598] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2025-12-05T20:24:13.276853] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-05T20:24:13.276971] [INFO ] [sig       ] HUMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:13.415489] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HUMA.txt
[2025-12-05T20:24:13.415671] [INFO ] [sig       ] [1623/3626] Completed HUMA in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:13.415712] [INFO ] [sig       ] [1624/3626] Forecasting HUN...
[2025-12-05T20:24:13.415743] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-05T20:24:13.415774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-05T20:24:13.427622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-05T20:24:13.428062] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-05T20:24:13.428917] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-05T20:24:13.428967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:13.428999] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:13.429026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:13.429082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:13.485543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:13.486430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:13.486523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:13.486555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:13.604090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:13.604239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:13.604277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:13.604304] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:13.607562] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2025-12-05T20:24:13.607877] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-05T20:24:13.608004] [INFO ] [sig       ] HUN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:13.745136] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HUN.txt
[2025-12-05T20:24:13.745283] [INFO ] [sig       ] [1624/3626] Completed HUN in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:13.745322] [INFO ] [sig       ] [1625/3626] Forecasting HURC...
[2025-12-05T20:24:13.745351] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-05T20:24:13.745380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-05T20:24:13.755411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-05T20:24:13.755743] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-05T20:24:13.756496] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-05T20:24:13.756544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:13.756597] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:13.756626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:13.756681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:13.812160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:13.812834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:13.812923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:13.812956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:13.921535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:13.921693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:13.921732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:13.921776] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:13.925042] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-05T20:24:13.925299] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-05T20:24:13.925418] [INFO ] [sig       ] HURC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:14.059924] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HURC.txt
[2025-12-05T20:24:14.060059] [INFO ] [sig       ] [1625/3626] Completed HURC in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:14.060099] [INFO ] [sig       ] [1626/3626] Forecasting HURN...
[2025-12-05T20:24:14.060127] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-05T20:24:14.060156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-05T20:24:14.071838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-05T20:24:14.072236] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-05T20:24:14.073079] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-05T20:24:14.073132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:14.073163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:14.073191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:14.073248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:14.135465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:14.136435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:14.136549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:14.136602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:14.254393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:14.254551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:14.254610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:14.254642] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:14.258064] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-05T20:24:14.258332] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-05T20:24:14.258481] [INFO ] [sig       ] HURN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:14.397746] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HURN.txt
[2025-12-05T20:24:14.397902] [INFO ] [sig       ] [1626/3626] Completed HURN in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:14.397941] [INFO ] [sig       ] [1627/3626] Forecasting HUYA...
[2025-12-05T20:24:14.397969] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-05T20:24:14.397997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-05T20:24:14.410244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-05T20:24:14.410594] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-05T20:24:14.411599] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-05T20:24:14.411650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:14.411683] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:14.411709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:14.411765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:14.467504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:14.468213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:14.468293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:14.468343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:14.590520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:14.590690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:14.590730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:14.590757] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:14.594043] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-05T20:24:14.594301] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-05T20:24:14.594420] [INFO ] [sig       ] HUYA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:14.731265] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HUYA.txt
[2025-12-05T20:24:14.731394] [INFO ] [sig       ] [1627/3626] Completed HUYA in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:14.731432] [INFO ] [sig       ] [1628/3626] Forecasting HWC...
[2025-12-05T20:24:14.731460] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-05T20:24:14.731489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-05T20:24:14.741456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-05T20:24:14.741786] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-05T20:24:14.742619] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-05T20:24:14.742673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:14.742717] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:14.742759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:14.742832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:14.804602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:14.805318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:14.805424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:14.805458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:14.931501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:14.931667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:14.931707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:14.931735] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:14.935035] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2025-12-05T20:24:14.935295] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-05T20:24:14.935417] [INFO ] [sig       ] HWC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:15.071273] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HWC.txt
[2025-12-05T20:24:15.071396] [INFO ] [sig       ] [1628/3626] Completed HWC in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:15.071434] [INFO ] [sig       ] [1629/3626] Forecasting HWH...
[2025-12-05T20:24:15.071463] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-05T20:24:15.071492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-05T20:24:15.081647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-05T20:24:15.081937] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-05T20:24:15.082698] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-05T20:24:15.082746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:15.082777] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:15.082815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:15.082871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:15.137970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:15.138673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:15.138747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:15.138783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:15.262089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:15.262206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:15.262245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:15.262273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:15.265636] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-05T20:24:15.265904] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-05T20:24:15.266026] [INFO ] [sig       ] HWH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:15.403104] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HWH.txt
[2025-12-05T20:24:15.403245] [INFO ] [sig       ] [1629/3626] Completed HWH in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:15.403284] [INFO ] [sig       ] [1630/3626] Forecasting HWKN...
[2025-12-05T20:24:15.403313] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-05T20:24:15.403341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-05T20:24:15.413662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-05T20:24:15.413980] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-05T20:24:15.414744] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-05T20:24:15.414792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:15.414823] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:15.414850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:15.414906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:15.470946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:15.471661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:15.471755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:15.471789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:15.588000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:15.588146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:15.588184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:15.588213] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:15.591497] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2025-12-05T20:24:15.591775] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-05T20:24:15.591899] [INFO ] [sig       ] HWKN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:15.728135] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HWKN.txt
[2025-12-05T20:24:15.728236] [INFO ] [sig       ] [1630/3626] Completed HWKN in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.3m
[2025-12-05T20:24:15.728272] [INFO ] [sig       ] [1631/3626] Forecasting HWM...
[2025-12-05T20:24:15.728300] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-05T20:24:15.728329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-05T20:24:15.739706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2025-12-05T20:24:15.740023] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-05T20:24:15.740837] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-05T20:24:15.740885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:15.740916] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:15.740941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:15.740995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:15.796381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:15.796987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:15.797063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:15.797094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:15.915991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:15.916141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:15.916180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:15.916207] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:15.919527] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=55.98%)
[2025-12-05T20:24:15.919823] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-05T20:24:15.919970] [INFO ] [sig       ] HWM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:16.072160] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HWM.txt
[2025-12-05T20:24:16.072346] [INFO ] [sig       ] [1631/3626] Completed HWM in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:16.072387] [INFO ] [sig       ] [1632/3626] Forecasting HXL...
[2025-12-05T20:24:16.072417] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-05T20:24:16.072446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-05T20:24:16.082841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-05T20:24:16.083104] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-05T20:24:16.083881] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-05T20:24:16.083935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:16.083966] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:16.083992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:16.084048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:16.139746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:16.140383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:16.140458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:16.140489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:16.270740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:16.270889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:16.270928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:16.270955] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:16.274196] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=10.33%)
[2025-12-05T20:24:16.274451] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-05T20:24:16.274568] [INFO ] [sig       ] HXL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:16.411076] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HXL.txt
[2025-12-05T20:24:16.411197] [INFO ] [sig       ] [1632/3626] Completed HXL in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:16.411234] [INFO ] [sig       ] [1633/3626] Forecasting HY...
[2025-12-05T20:24:16.411262] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-05T20:24:16.411292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-05T20:24:16.422794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-05T20:24:16.423167] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-05T20:24:16.423970] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-05T20:24:16.424020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:16.424050] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:16.424075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:16.424129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:16.479889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:16.480485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:16.480562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:16.480611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:16.601348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:16.601468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:16.601504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:16.601530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:16.604738] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-05T20:24:16.604992] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-05T20:24:16.605108] [INFO ] [sig       ] HY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:16.739968] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HY.txt
[2025-12-05T20:24:16.740097] [INFO ] [sig       ] [1633/3626] Completed HY in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:16.740134] [INFO ] [sig       ] [1634/3626] Forecasting HYFM...
[2025-12-05T20:24:16.740160] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-05T20:24:16.740188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-05T20:24:16.751377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2025-12-05T20:24:16.751704] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-05T20:24:16.752479] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-05T20:24:16.752528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:16.752559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:16.752606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:16.752664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:16.807283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:16.807916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:16.807992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:16.808024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:16.922502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:16.922673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:16.922713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:16.922741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:16.926091] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2025-12-05T20:24:16.926352] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-05T20:24:16.926473] [INFO ] [sig       ] HYFM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:17.064869] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HYFM.txt
[2025-12-05T20:24:17.064994] [INFO ] [sig       ] [1634/3626] Completed HYFM in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:17.065032] [INFO ] [sig       ] [1635/3626] Forecasting HYI...
[2025-12-05T20:24:17.065060] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-05T20:24:17.065089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-05T20:24:17.075450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-05T20:24:17.075734] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-05T20:24:17.076468] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-05T20:24:17.076524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:17.076608] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:17.076638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:17.076694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:17.133302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:17.133901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:17.133974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:17.134005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:17.251922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:17.252056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:17.252092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:17.252120] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:17.255377] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=54.60%)
[2025-12-05T20:24:17.255653] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-05T20:24:17.255771] [INFO ] [sig       ] HYI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:17.393153] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HYI.txt
[2025-12-05T20:24:17.393274] [INFO ] [sig       ] [1635/3626] Completed HYI in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:17.393312] [INFO ] [sig       ] [1636/3626] Forecasting HYLS...
[2025-12-05T20:24:17.393341] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-05T20:24:17.393369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-05T20:24:17.404625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-05T20:24:17.404878] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-05T20:24:17.405626] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-05T20:24:17.405675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:17.405706] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:17.405731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:17.405786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:17.463047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:17.463680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:17.463753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:17.463784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:17.581197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:17.581327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:17.581364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:17.581391] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:17.584660] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=16.36%)
[2025-12-05T20:24:17.584932] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-05T20:24:17.585049] [INFO ] [sig       ] HYLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:17.734001] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HYLS.txt
[2025-12-05T20:24:17.734116] [INFO ] [sig       ] [1636/3626] Completed HYLS in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:17.734153] [INFO ] [sig       ] [1637/3626] Forecasting HYMC...
[2025-12-05T20:24:17.734181] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-05T20:24:17.734209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-05T20:24:17.745470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-05T20:24:17.745819] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-05T20:24:17.746605] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-05T20:24:17.746655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:17.746686] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:17.746712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:17.746767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:17.801913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:17.802631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:17.802709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:17.802740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:17.917431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:17.917609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:17.917664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:17.917696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:17.921037] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: DOWN (p=45.22%)
[2025-12-05T20:24:17.921294] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-05T20:24:17.921412] [INFO ] [sig       ] HYMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:18.056199] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HYMC.txt
[2025-12-05T20:24:18.056324] [INFO ] [sig       ] [1637/3626] Completed HYMC in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:18.056361] [INFO ] [sig       ] [1638/3626] Forecasting HYXF...
[2025-12-05T20:24:18.056389] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-05T20:24:18.056418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-05T20:24:18.066667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-05T20:24:18.066934] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-05T20:24:18.067692] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-05T20:24:18.067740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:18.067771] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:18.067831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:18.067890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:18.123681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:18.124521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:18.124627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:18.124661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:18.226294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:18.226452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:18.226492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:18.226546] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:18.230000] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=84.20%)
[2025-12-05T20:24:18.230262] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-05T20:24:18.230385] [INFO ] [sig       ] HYXF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:18.367889] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/HYXF.txt
[2025-12-05T20:24:18.368016] [INFO ] [sig       ] [1638/3626] Completed HYXF in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:18.368055] [INFO ] [sig       ] [1639/3626] Forecasting HYZD...
[2025-12-05T20:24:18.368084] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-05T20:24:18.368112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-05T20:24:18.379069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2025-12-05T20:24:18.379412] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-05T20:24:18.380241] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-05T20:24:18.380294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:18.380326] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:18.380352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:18.380408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:18.435820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:18.436605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:18.436683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:18.436715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:18.553486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:18.553647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:18.553686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:18.553713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:18.556982] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-05T20:24:18.557241] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-05T20:24:18.557363] [INFO ] [sig       ] HYZD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:18.693339] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HYZD.txt
[2025-12-05T20:24:18.693492] [INFO ] [sig       ] [1639/3626] Completed HYZD in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:18.693532] [INFO ] [sig       ] [1640/3626] Forecasting HZO...
[2025-12-05T20:24:18.693563] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-05T20:24:18.693614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-05T20:24:18.704676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2025-12-05T20:24:18.704997] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-05T20:24:18.705769] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-05T20:24:18.705818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:18.705849] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:18.705876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:18.705931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:18.761027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:18.761705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:18.761782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:18.761813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:18.878116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:18.878265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:18.878303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:18.878331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:18.881644] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-05T20:24:18.881912] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-05T20:24:18.882055] [INFO ] [sig       ] HZO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:19.017455] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/HZO.txt
[2025-12-05T20:24:19.017592] [INFO ] [sig       ] [1640/3626] Completed HZO in 0.3s | 2.96 sym/s | Total: 9.2m | ETA: 11.2m
[2025-12-05T20:24:19.017630] [INFO ] [sig       ] [1641/3626] Forecasting IAC...
[2025-12-05T20:24:19.017660] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-05T20:24:19.017690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-05T20:24:19.028248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-05T20:24:19.028531] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-05T20:24:19.029327] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-05T20:24:19.029376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:19.029405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:19.029430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:19.029484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:19.084692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:19.085284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:19.085358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:19.085388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:19.209399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:19.209548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:19.209604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:19.209632] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:19.212920] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-05T20:24:19.213182] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-05T20:24:19.213302] [INFO ] [sig       ] IAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:19.353007] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IAC.txt
[2025-12-05T20:24:19.353128] [INFO ] [sig       ] [1641/3626] Completed IAC in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:19.353178] [INFO ] [sig       ] [1642/3626] Forecasting IAE...
[2025-12-05T20:24:19.353209] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-05T20:24:19.353238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-05T20:24:19.363400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-05T20:24:19.363702] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-05T20:24:19.364444] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-05T20:24:19.364494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:19.364537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:19.364564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:19.364649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:19.422242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:19.422883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:19.422977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:19.423016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:19.536487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:19.536665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:19.536714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:19.536755] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:19.540595] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-12-05T20:24:19.540860] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-05T20:24:19.541017] [INFO ] [sig       ] IAE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:19.681039] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IAE.txt
[2025-12-05T20:24:19.681191] [INFO ] [sig       ] [1642/3626] Completed IAE in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:19.681230] [INFO ] [sig       ] [1643/3626] Forecasting IAG...
[2025-12-05T20:24:19.681261] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-05T20:24:19.681290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-05T20:24:19.692559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-05T20:24:19.692920] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-05T20:24:19.693698] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-05T20:24:19.693750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:19.693782] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:19.693808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:19.693864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:19.749988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:19.750629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:19.750708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:19.750741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:19.872235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:19.872383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:19.872422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:19.872451] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:19.875702] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-05T20:24:19.875965] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-05T20:24:19.876082] [INFO ] [sig       ] IAG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:20.015663] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IAG.txt
[2025-12-05T20:24:20.015813] [INFO ] [sig       ] [1643/3626] Completed IAG in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:20.015854] [INFO ] [sig       ] [1644/3626] Forecasting IAS...
[2025-12-05T20:24:20.015884] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-05T20:24:20.015915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-05T20:24:20.027736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-05T20:24:20.028156] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-05T20:24:20.029053] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-05T20:24:20.029107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:20.029141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:20.029170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:20.029228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:20.087638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:20.088484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:20.088569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:20.088623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:20.208754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:20.208899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:20.208939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:20.208970] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:20.212275] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-05T20:24:20.212530] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-05T20:24:20.212665] [INFO ] [sig       ] IAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:20.349590] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IAS.txt
[2025-12-05T20:24:20.349739] [INFO ] [sig       ] [1644/3626] Completed IAS in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:20.349776] [INFO ] [sig       ] [1645/3626] Forecasting IBB...
[2025-12-05T20:24:20.349805] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-05T20:24:20.349836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-05T20:24:20.360028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2025-12-05T20:24:20.360283] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-05T20:24:20.361039] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-05T20:24:20.361087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:20.361116] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:20.361143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:20.361198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:20.418022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:20.419028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:20.419147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:20.419181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:20.543653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:20.543817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:20.543858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:20.543886] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:20.547330] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-05T20:24:20.547615] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-05T20:24:20.547742] [INFO ] [sig       ] IBB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:20.686618] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBB.txt
[2025-12-05T20:24:20.686768] [INFO ] [sig       ] [1645/3626] Completed IBB in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:20.686814] [INFO ] [sig       ] [1646/3626] Forecasting IBBQ...
[2025-12-05T20:24:20.686844] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-05T20:24:20.686874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-05T20:24:20.697164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-05T20:24:20.697430] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-05T20:24:20.698215] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-05T20:24:20.698265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:20.698295] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:20.698321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:20.698376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:20.754215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:20.754818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:20.754890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:20.754921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:20.863191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:20.863333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:20.863372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:20.863399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:20.866739] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=39.64%)
[2025-12-05T20:24:20.867012] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-05T20:24:20.867153] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:21.007086] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBBQ.txt
[2025-12-05T20:24:21.007248] [INFO ] [sig       ] [1646/3626] Completed IBBQ in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:21.007292] [INFO ] [sig       ] [1647/3626] Forecasting IBCP...
[2025-12-05T20:24:21.007323] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-05T20:24:21.007353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-05T20:24:21.018378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-05T20:24:21.018778] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-05T20:24:21.019532] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-05T20:24:21.019607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:21.019642] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:21.019668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:21.019724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:21.077011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:21.077902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:21.077981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:21.078019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:21.193011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:21.193158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:21.193197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:21.193224] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:21.196458] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-05T20:24:21.196732] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-05T20:24:21.196867] [INFO ] [sig       ] IBCP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:21.337970] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBCP.txt
[2025-12-05T20:24:21.338093] [INFO ] [sig       ] [1647/3626] Completed IBCP in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.2m
[2025-12-05T20:24:21.338131] [INFO ] [sig       ] [1648/3626] Forecasting IBEX...
[2025-12-05T20:24:21.338158] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-05T20:24:21.338187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-05T20:24:21.348481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-05T20:24:21.348791] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-05T20:24:21.349519] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-05T20:24:21.349586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:21.349620] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:21.349646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:21.349701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:21.405507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:21.406121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:21.406193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:21.406224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:21.528354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:21.528510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:21.528550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:21.528595] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:21.531937] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-05T20:24:21.532206] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-05T20:24:21.532329] [INFO ] [sig       ] IBEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:21.669447] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBEX.txt
[2025-12-05T20:24:21.669642] [INFO ] [sig       ] [1648/3626] Completed IBEX in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:21.669687] [INFO ] [sig       ] [1649/3626] Forecasting IBM...
[2025-12-05T20:24:21.669717] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-05T20:24:21.669747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-05T20:24:21.680405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-05T20:24:21.680711] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-05T20:24:21.681482] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-05T20:24:21.681534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:21.681566] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:21.681616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:21.681674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:21.743050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:21.744102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:21.744197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:21.744230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:21.878335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:21.878512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:21.878598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:21.878669] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:21.882194] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=25.43%)
[2025-12-05T20:24:21.882472] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-05T20:24:21.882617] [INFO ] [sig       ] IBM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:22.029736] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBM.txt
[2025-12-05T20:24:22.029878] [INFO ] [sig       ] [1649/3626] Completed IBM in 0.4s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:22.029918] [INFO ] [sig       ] [1650/3626] Forecasting IBN...
[2025-12-05T20:24:22.029947] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-05T20:24:22.029977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-05T20:24:22.040706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-05T20:24:22.041031] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-05T20:24:22.041798] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-05T20:24:22.041846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:22.041877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:22.041903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:22.041958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:22.105183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:22.106221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:22.106326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:22.106373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:22.233085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:22.233252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:22.233298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:22.233331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:22.237044] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-05T20:24:22.237329] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-05T20:24:22.237457] [INFO ] [sig       ] IBN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:22.384336] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBN.txt
[2025-12-05T20:24:22.384489] [INFO ] [sig       ] [1650/3626] Completed IBN in 0.4s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:22.384528] [INFO ] [sig       ] [1651/3626] Forecasting IBOC...
[2025-12-05T20:24:22.384557] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-05T20:24:22.384606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-05T20:24:22.395145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-05T20:24:22.395473] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-05T20:24:22.396236] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-05T20:24:22.396285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:22.396316] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:22.396341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:22.396395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:22.452022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:22.452876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:22.452976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:22.453012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:22.567763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:22.567932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:22.567971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:22.568000] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:22.571297] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=35.45%)
[2025-12-05T20:24:22.571559] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-05T20:24:22.571702] [INFO ] [sig       ] IBOC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:22.709234] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBOC.txt
[2025-12-05T20:24:22.709366] [INFO ] [sig       ] [1651/3626] Completed IBOC in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:22.709404] [INFO ] [sig       ] [1652/3626] Forecasting IBP...
[2025-12-05T20:24:22.709433] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-05T20:24:22.709463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-05T20:24:22.720229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-05T20:24:22.720492] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-05T20:24:22.721355] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-05T20:24:22.721406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:22.721464] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:22.721492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:22.721546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:22.780321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:22.781050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:22.781128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:22.781163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:22.908723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:22.908881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:22.908921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:22.908949] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:22.912301] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2025-12-05T20:24:22.912588] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-05T20:24:22.912714] [INFO ] [sig       ] IBP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:23.049088] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBP.txt
[2025-12-05T20:24:23.049212] [INFO ] [sig       ] [1652/3626] Completed IBP in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:23.049250] [INFO ] [sig       ] [1653/3626] Forecasting IBRX...
[2025-12-05T20:24:23.049280] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-05T20:24:23.049310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-05T20:24:23.059728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-05T20:24:23.059968] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-05T20:24:23.060725] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-05T20:24:23.060774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:23.060819] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:23.060846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:23.060901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:23.116151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:23.116736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:23.116807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:23.116839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:23.232924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:23.233046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:23.233083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:23.233111] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:23.236319] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=41.82%)
[2025-12-05T20:24:23.236592] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-05T20:24:23.236711] [INFO ] [sig       ] IBRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:23.373670] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBRX.txt
[2025-12-05T20:24:23.373800] [INFO ] [sig       ] [1653/3626] Completed IBRX in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:23.373837] [INFO ] [sig       ] [1654/3626] Forecasting IBTF...
[2025-12-05T20:24:23.373866] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-05T20:24:23.373895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-05T20:24:23.384295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-05T20:24:23.384559] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-05T20:24:23.385317] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-05T20:24:23.385365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:23.385396] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:23.385422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:23.385477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:23.440644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:23.441380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:23.441458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:23.441489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:23.549106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:23.549263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:23.549301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:23.549328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:23.552625] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=80.85%)
[2025-12-05T20:24:23.552884] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-05T20:24:23.553005] [INFO ] [sig       ] IBTF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:23.688627] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTF.txt
[2025-12-05T20:24:23.688774] [INFO ] [sig       ] [1654/3626] Completed IBTF in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:23.688812] [INFO ] [sig       ] [1655/3626] Forecasting IBTG...
[2025-12-05T20:24:23.688841] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-05T20:24:23.688873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-05T20:24:23.700072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-05T20:24:23.700431] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-05T20:24:23.701224] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-05T20:24:23.701274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:23.701304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:23.701329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:23.701383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:23.756196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:23.756894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:23.756969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:23.757001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:23.873921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:23.874077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:23.874117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:23.874173] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:23.877471] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-05T20:24:23.877754] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-05T20:24:23.877902] [INFO ] [sig       ] IBTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:24.012962] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBTG.txt
[2025-12-05T20:24:24.013090] [INFO ] [sig       ] [1655/3626] Completed IBTG in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:24.013128] [INFO ] [sig       ] [1656/3626] Forecasting IBTH...
[2025-12-05T20:24:24.013157] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-05T20:24:24.013186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-05T20:24:24.026107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-05T20:24:24.026555] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-05T20:24:24.027503] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-05T20:24:24.027567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:24.027631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:24.027667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:24.027742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:24.101222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:24.102291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:24.102391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:24.102433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:24.248107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:24.248257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:24.248297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:24.248324] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:24.251943] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2025-12-05T20:24:24.252266] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-05T20:24:24.252402] [INFO ] [sig       ] IBTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:24.392491] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTH.txt
[2025-12-05T20:24:24.392660] [INFO ] [sig       ] [1656/3626] Completed IBTH in 0.4s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:24.392700] [INFO ] [sig       ] [1657/3626] Forecasting IBTI...
[2025-12-05T20:24:24.392736] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-05T20:24:24.392767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-05T20:24:24.404326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-05T20:24:24.404698] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-05T20:24:24.405483] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-05T20:24:24.405544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:24.405603] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:24.405634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:24.405691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:24.466806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:24.467721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:24.467817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:24.467852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:24.595257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:24.595437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:24.595499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:24.595544] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:24.599357] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=37.05%)
[2025-12-05T20:24:24.599657] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-05T20:24:24.599785] [INFO ] [sig       ] IBTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:24.743535] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IBTI.txt
[2025-12-05T20:24:24.743688] [INFO ] [sig       ] [1657/3626] Completed IBTI in 0.4s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:24.743729] [INFO ] [sig       ] [1658/3626] Forecasting IBTJ...
[2025-12-05T20:24:24.743759] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-05T20:24:24.743790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-05T20:24:24.755150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-05T20:24:24.755452] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-05T20:24:24.756247] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-05T20:24:24.756299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:24.756332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:24.756359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:24.756417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:24.816158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:24.816903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:24.816984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:24.817019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:24.945260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:24.945418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:24.945471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:24.945503] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:24.949028] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=60.96%)
[2025-12-05T20:24:24.949305] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-05T20:24:24.949431] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:25.089249] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTJ.txt
[2025-12-05T20:24:25.089385] [INFO ] [sig       ] [1658/3626] Completed IBTJ in 0.3s | 2.96 sym/s | Total: 9.3m | ETA: 11.1m
[2025-12-05T20:24:25.089423] [INFO ] [sig       ] [1659/3626] Forecasting IBTK...
[2025-12-05T20:24:25.089452] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-05T20:24:25.089481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-05T20:24:25.100890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-05T20:24:25.101189] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-05T20:24:25.101956] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-05T20:24:25.102005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:25.102036] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:25.102062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:25.102117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:25.157196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:25.157977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:25.158058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:25.158090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:25.278919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:25.279079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:25.279123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:25.279153] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:25.282596] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=87.28%)
[2025-12-05T20:24:25.282905] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-05T20:24:25.283050] [INFO ] [sig       ] IBTK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:25.422198] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTK.txt
[2025-12-05T20:24:25.422521] [INFO ] [sig       ] [1659/3626] Completed IBTK in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:25.422559] [INFO ] [sig       ] [1660/3626] Forecasting IBTL...
[2025-12-05T20:24:25.422618] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-05T20:24:25.422649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-05T20:24:25.434587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-05T20:24:25.434931] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-05T20:24:25.435746] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-05T20:24:25.435797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:25.435828] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:25.435854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:25.435909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:25.491899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:25.492806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:25.492890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:25.492922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:25.609914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:25.610083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:25.610130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:25.610182] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:25.613530] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-12-05T20:24:25.613821] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-05T20:24:25.613945] [INFO ] [sig       ] IBTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:25.749909] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTL.txt
[2025-12-05T20:24:25.750056] [INFO ] [sig       ] [1660/3626] Completed IBTL in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:25.750098] [INFO ] [sig       ] [1661/3626] Forecasting IBTM...
[2025-12-05T20:24:25.750127] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-05T20:24:25.750156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-05T20:24:25.761181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-05T20:24:25.761476] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-05T20:24:25.762262] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-05T20:24:25.762312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:25.762344] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:25.762370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:25.762425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:25.827302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:25.828301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:25.828400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:25.828439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:25.954336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:25.954488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:25.954529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:25.954558] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:25.958013] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: UP (p=96.12%)
[2025-12-05T20:24:25.958286] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-05T20:24:25.958411] [INFO ] [sig       ] IBTM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:26.109224] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTM.txt
[2025-12-05T20:24:26.109366] [INFO ] [sig       ] [1661/3626] Completed IBTM in 0.4s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:26.109404] [INFO ] [sig       ] [1662/3626] Forecasting IBTO...
[2025-12-05T20:24:26.109434] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-05T20:24:26.109463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-05T20:24:26.120076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-05T20:24:26.120375] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-05T20:24:26.121133] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-05T20:24:26.121181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:26.121212] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:26.121238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:26.121293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:26.175970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:26.176737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:26.176844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:26.176891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:26.296345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:26.296504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:26.296544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:26.296589] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:26.299968] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=87.71%)
[2025-12-05T20:24:26.300238] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-05T20:24:26.300364] [INFO ] [sig       ] IBTO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:26.435015] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IBTO.txt
[2025-12-05T20:24:26.435164] [INFO ] [sig       ] [1662/3626] Completed IBTO in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:26.435203] [INFO ] [sig       ] [1663/3626] Forecasting ICE...
[2025-12-05T20:24:26.435233] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-05T20:24:26.435262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-05T20:24:26.446260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-05T20:24:26.446616] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-05T20:24:26.447403] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-05T20:24:26.447452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:26.447483] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:26.447508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:26.447563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:26.502540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:26.503399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:26.503478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:26.503510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:26.625529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:26.625717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:26.625759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:26.625793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:26.629203] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-05T20:24:26.629470] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-05T20:24:26.629618] [INFO ] [sig       ] ICE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:26.764817] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ICE.txt
[2025-12-05T20:24:26.764943] [INFO ] [sig       ] [1663/3626] Completed ICE in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:26.764979] [INFO ] [sig       ] [1664/3626] Forecasting ICFI...
[2025-12-05T20:24:26.765008] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-05T20:24:26.765037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-05T20:24:26.776239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-05T20:24:26.776517] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-05T20:24:26.777264] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-05T20:24:26.777316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:26.777347] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:26.777372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:26.777442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:26.832062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:26.832836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:26.832915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:26.832948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:26.950229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:26.950371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:26.950412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:26.950439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:26.953724] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=66.94%)
[2025-12-05T20:24:26.953981] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-05T20:24:26.954099] [INFO ] [sig       ] ICFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:27.089434] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ICFI.txt
[2025-12-05T20:24:27.089566] [INFO ] [sig       ] [1664/3626] Completed ICFI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:27.089621] [INFO ] [sig       ] [1665/3626] Forecasting ICL...
[2025-12-05T20:24:27.089649] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-05T20:24:27.089678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-05T20:24:27.100974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-05T20:24:27.101257] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-05T20:24:27.102013] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-05T20:24:27.102069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:27.102100] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:27.102126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:27.102181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:27.157103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:27.157763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:27.157856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:27.157892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:27.278386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:27.278540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:27.278596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:27.278627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:27.281893] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-05T20:24:27.282152] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-05T20:24:27.282270] [INFO ] [sig       ] ICL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:27.417094] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ICL.txt
[2025-12-05T20:24:27.417245] [INFO ] [sig       ] [1665/3626] Completed ICL in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.1m
[2025-12-05T20:24:27.417284] [INFO ] [sig       ] [1666/3626] Forecasting ICLN...
[2025-12-05T20:24:27.417313] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-05T20:24:27.417342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-05T20:24:27.428981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-05T20:24:27.429299] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-05T20:24:27.430044] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-05T20:24:27.430114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:27.430153] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:27.430185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:27.430252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:27.485470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:27.486096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:27.486170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:27.486202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:27.605787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:27.605943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:27.605981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:27.606008] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:27.609559] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=70.18%)
[2025-12-05T20:24:27.609839] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-05T20:24:27.609957] [INFO ] [sig       ] ICLN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:27.745656] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ICLN.txt
[2025-12-05T20:24:27.745789] [INFO ] [sig       ] [1666/3626] Completed ICLN in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:27.745828] [INFO ] [sig       ] [1667/3626] Forecasting ICMB...
[2025-12-05T20:24:27.745856] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-05T20:24:27.745886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-05T20:24:27.756816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-05T20:24:27.757123] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-05T20:24:27.757898] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-05T20:24:27.757946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:27.757978] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:27.758004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:27.758059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:27.813019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:27.813787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:27.813865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:27.813896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:27.921273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:27.921424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:27.921462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:27.921490] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:27.924730] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: DOWN (p=20.93%)
[2025-12-05T20:24:27.924987] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-05T20:24:27.925105] [INFO ] [sig       ] ICMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:28.063018] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ICMB.txt
[2025-12-05T20:24:28.063155] [INFO ] [sig       ] [1667/3626] Completed ICMB in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:28.063194] [INFO ] [sig       ] [1668/3626] Forecasting ICOP...
[2025-12-05T20:24:28.063223] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-05T20:24:28.063258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-05T20:24:28.074008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-05T20:24:28.074320] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-05T20:24:28.075074] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-05T20:24:28.075122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:28.075154] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:28.075180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:28.075236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:28.130095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:28.130741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:28.130825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:28.130874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:28.240507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:28.240666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:28.240706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:28.240734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:28.243992] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2025-12-05T20:24:28.244250] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-05T20:24:28.244368] [INFO ] [sig       ] ICOP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:28.379823] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ICOP.txt
[2025-12-05T20:24:28.379948] [INFO ] [sig       ] [1668/3626] Completed ICOP in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:28.379987] [INFO ] [sig       ] [1669/3626] Forecasting ICUI...
[2025-12-05T20:24:28.380015] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-05T20:24:28.380044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-05T20:24:28.392452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-05T20:24:28.392825] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-05T20:24:28.393648] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-05T20:24:28.393699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:28.393761] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:28.393790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:28.393848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:28.453479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:28.454226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:28.454308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:28.454349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:28.578350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:28.578513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:28.578584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:28.578629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:28.582170] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-05T20:24:28.582469] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-05T20:24:28.582619] [INFO ] [sig       ] ICUI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:28.728493] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ICUI.txt
[2025-12-05T20:24:28.728659] [INFO ] [sig       ] [1669/3626] Completed ICUI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:28.728703] [INFO ] [sig       ] [1670/3626] Forecasting IDA...
[2025-12-05T20:24:28.728735] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-05T20:24:28.728766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-05T20:24:28.743350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-05T20:24:28.743820] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-05T20:24:28.744827] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-05T20:24:28.744889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:28.744932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:28.744968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:28.745049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:28.807183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:28.808069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:28.808154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:28.808191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:28.924940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:28.925094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:28.925135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:28.925163] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:28.928499] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-05T20:24:28.928776] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-05T20:24:28.928900] [INFO ] [sig       ] IDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:29.064731] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IDA.txt
[2025-12-05T20:24:29.064858] [INFO ] [sig       ] [1670/3626] Completed IDA in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:29.064896] [INFO ] [sig       ] [1671/3626] Forecasting IDAI...
[2025-12-05T20:24:29.064925] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-05T20:24:29.064954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-05T20:24:29.075876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2025-12-05T20:24:29.076173] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-05T20:24:29.076924] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-05T20:24:29.076973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:29.077005] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:29.077031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:29.077086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:29.132382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:29.133030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:29.133104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:29.133135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:29.250802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:29.250961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:29.250999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:29.251027] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:29.254323] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: UP (p=86.62%)
[2025-12-05T20:24:29.254601] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-05T20:24:29.254722] [INFO ] [sig       ] IDAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:29.389077] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IDAI.txt
[2025-12-05T20:24:29.389206] [INFO ] [sig       ] [1671/3626] Completed IDAI in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:29.389243] [INFO ] [sig       ] [1672/3626] Forecasting IDCC...
[2025-12-05T20:24:29.389271] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-05T20:24:29.389300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-05T20:24:29.399995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-05T20:24:29.400297] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-05T20:24:29.401042] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-05T20:24:29.401091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:29.401122] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:29.401148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:29.401203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:29.455819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:29.456479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:29.456555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:29.456606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:29.572356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:29.572510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:29.572549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:29.572629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:29.575910] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2025-12-05T20:24:29.576166] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-05T20:24:29.576284] [INFO ] [sig       ] IDCC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:29.711362] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IDCC.txt
[2025-12-05T20:24:29.711505] [INFO ] [sig       ] [1672/3626] Completed IDCC in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:29.711544] [INFO ] [sig       ] [1673/3626] Forecasting IDE...
[2025-12-05T20:24:29.711591] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-05T20:24:29.711624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-05T20:24:29.726046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-05T20:24:29.726482] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-05T20:24:29.727447] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-05T20:24:29.727506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:29.727544] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:29.727598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:29.727679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:29.796554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:29.797496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:29.797598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:29.797633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:29.922434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:29.922627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:29.922668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:29.922695] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:29.925946] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-05T20:24:29.926211] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-05T20:24:29.926335] [INFO ] [sig       ] IDE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:30.061336] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IDE.txt
[2025-12-05T20:24:30.061471] [INFO ] [sig       ] [1673/3626] Completed IDE in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:30.061511] [INFO ] [sig       ] [1674/3626] Forecasting IDN...
[2025-12-05T20:24:30.061538] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-05T20:24:30.061568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-05T20:24:30.071832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-05T20:24:30.072129] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-05T20:24:30.072890] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-05T20:24:30.072939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:30.072968] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:30.072994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:30.073051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:30.127552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:30.128283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:30.128361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:30.128392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:30.251447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:30.251627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:30.251669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:30.251698] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:30.255290] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=32.54%)
[2025-12-05T20:24:30.255611] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-05T20:24:30.255739] [INFO ] [sig       ] IDN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:30.391855] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IDN.txt
[2025-12-05T20:24:30.391979] [INFO ] [sig       ] [1674/3626] Completed IDN in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:30.392019] [INFO ] [sig       ] [1675/3626] Forecasting IDXX...
[2025-12-05T20:24:30.392047] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-05T20:24:30.392075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-05T20:24:30.403428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-05T20:24:30.403798] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-05T20:24:30.404590] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-05T20:24:30.404640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:30.404671] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:30.404696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:30.404750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:30.460782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:30.461661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:30.461746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:30.461777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:30.580903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:30.581068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:30.581106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:30.581132] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:30.584515] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-05T20:24:30.584787] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-05T20:24:30.584910] [INFO ] [sig       ] IDXX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:30.721442] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IDXX.txt
[2025-12-05T20:24:30.721592] [INFO ] [sig       ] [1675/3626] Completed IDXX in 0.3s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:30.721632] [INFO ] [sig       ] [1676/3626] Forecasting IDYA...
[2025-12-05T20:24:30.721660] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-05T20:24:30.721689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-05T20:24:30.733001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-05T20:24:30.733343] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-05T20:24:30.734170] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-05T20:24:30.734226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:30.734267] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:30.734300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:30.734366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:30.792310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:30.793034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:30.793113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:30.793147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:30.914390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:30.914551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:30.914613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:30.914644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:30.918112] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-05T20:24:30.918392] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-05T20:24:30.918523] [INFO ] [sig       ] IDYA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:31.077821] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IDYA.txt
[2025-12-05T20:24:31.077971] [INFO ] [sig       ] [1676/3626] Completed IDYA in 0.4s | 2.96 sym/s | Total: 9.4m | ETA: 11.0m
[2025-12-05T20:24:31.078009] [INFO ] [sig       ] [1677/3626] Forecasting IEF...
[2025-12-05T20:24:31.078039] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-05T20:24:31.078068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-05T20:24:31.088415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-05T20:24:31.088729] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-05T20:24:31.089480] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-05T20:24:31.089544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:31.089594] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:31.089624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:31.089680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:31.146016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:31.147045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:31.147140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:31.147175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:31.274326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:31.274487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:31.274528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:31.274557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:31.277961] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=73.58%)
[2025-12-05T20:24:31.278240] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-05T20:24:31.278367] [INFO ] [sig       ] IEF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:31.415771] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IEF.txt
[2025-12-05T20:24:31.415937] [INFO ] [sig       ] [1677/3626] Completed IEF in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:31.415986] [INFO ] [sig       ] [1678/3626] Forecasting IEI...
[2025-12-05T20:24:31.416016] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-05T20:24:31.416045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-05T20:24:31.428041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-05T20:24:31.428385] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-05T20:24:31.429190] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-05T20:24:31.429241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:31.429273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:31.429301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:31.429357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:31.485088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:31.485831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:31.485911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:31.485943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:31.606225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:31.606386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:31.606425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:31.606452] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:31.609848] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-05T20:24:31.610122] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-05T20:24:31.610255] [INFO ] [sig       ] IEI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:31.751890] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IEI.txt
[2025-12-05T20:24:31.752047] [INFO ] [sig       ] [1678/3626] Completed IEI in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:31.752088] [INFO ] [sig       ] [1679/3626] Forecasting IEP...
[2025-12-05T20:24:31.752118] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-05T20:24:31.752149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-05T20:24:31.762874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-05T20:24:31.763234] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-05T20:24:31.764020] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-05T20:24:31.764069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:31.764100] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:31.764125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:31.764180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:31.820781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:31.821694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:31.821809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:31.821843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:31.944843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:31.944993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:31.945033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:31.945062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:31.948448] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-05T20:24:31.948726] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-05T20:24:31.948845] [INFO ] [sig       ] IEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:32.084793] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IEP.txt
[2025-12-05T20:24:32.084913] [INFO ] [sig       ] [1679/3626] Completed IEP in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:32.084951] [INFO ] [sig       ] [1680/3626] Forecasting IESC...
[2025-12-05T20:24:32.084979] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-05T20:24:32.085008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-05T20:24:32.096521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2025-12-05T20:24:32.096911] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-05T20:24:32.097858] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-05T20:24:32.097910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:32.097943] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:32.097972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:32.098030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:32.155102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:32.155979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:32.156061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:32.156095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:32.276003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:32.276156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:32.276197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:32.276226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:32.279606] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: UP (p=75.93%)
[2025-12-05T20:24:32.279873] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-05T20:24:32.279997] [INFO ] [sig       ] IESC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:32.415433] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IESC.txt
[2025-12-05T20:24:32.415561] [INFO ] [sig       ] [1680/3626] Completed IESC in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:32.415622] [INFO ] [sig       ] [1681/3626] Forecasting IEX...
[2025-12-05T20:24:32.415654] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-05T20:24:32.415683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-05T20:24:32.426335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-05T20:24:32.426673] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-05T20:24:32.427419] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-05T20:24:32.427468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:32.427500] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:32.427526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:32.427604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:32.484004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:32.484708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:32.484787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:32.484820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:32.600400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:32.600557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:32.600614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:32.600643] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:32.603893] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-05T20:24:32.604151] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-05T20:24:32.604271] [INFO ] [sig       ] IEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:32.739510] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IEX.txt
[2025-12-05T20:24:32.739658] [INFO ] [sig       ] [1681/3626] Completed IEX in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:32.739697] [INFO ] [sig       ] [1682/3626] Forecasting IFF...
[2025-12-05T20:24:32.739727] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-05T20:24:32.739757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-05T20:24:32.750224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-05T20:24:32.750530] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-05T20:24:32.751303] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-05T20:24:32.751353] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:32.751384] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:32.751410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:32.751465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:32.806944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:32.807790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:32.807884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:32.807916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:32.926408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:32.926563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:32.926620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:32.926649] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:32.929949] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-05T20:24:32.930209] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-05T20:24:32.930353] [INFO ] [sig       ] IFF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:33.068585] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IFF.txt
[2025-12-05T20:24:33.068752] [INFO ] [sig       ] [1682/3626] Completed IFF in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:33.068792] [INFO ] [sig       ] [1683/3626] Forecasting IFN...
[2025-12-05T20:24:33.068821] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-05T20:24:33.068851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-05T20:24:33.079856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-05T20:24:33.080173] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-05T20:24:33.080963] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-05T20:24:33.081014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:33.081046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:33.081074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:33.081130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:33.140517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:33.141309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:33.141389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:33.141422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:33.263765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:33.263944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:33.263990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:33.264034] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:33.267844] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2025-12-05T20:24:33.268125] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-05T20:24:33.268257] [INFO ] [sig       ] IFN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:33.418501] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IFN.txt
[2025-12-05T20:24:33.418647] [INFO ] [sig       ] [1683/3626] Completed IFN in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 11.0m
[2025-12-05T20:24:33.418687] [INFO ] [sig       ] [1684/3626] Forecasting IFS...
[2025-12-05T20:24:33.418716] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-05T20:24:33.418745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-05T20:24:33.430621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-05T20:24:33.430940] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-05T20:24:33.431752] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-05T20:24:33.431808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:33.431848] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:33.431876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:33.431933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:33.491834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:33.492596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:33.492676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:33.492709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:33.615789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:33.615946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:33.615986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:33.616031] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:33.619610] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-05T20:24:33.619875] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-05T20:24:33.619996] [INFO ] [sig       ] IFS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:33.758343] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IFS.txt
[2025-12-05T20:24:33.758478] [INFO ] [sig       ] [1684/3626] Completed IFS in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:33.758516] [INFO ] [sig       ] [1685/3626] Forecasting IGA...
[2025-12-05T20:24:33.758545] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-05T20:24:33.758589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-05T20:24:33.769082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-05T20:24:33.769347] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-05T20:24:33.770101] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-05T20:24:33.770150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:33.770181] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:33.770207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:33.770269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:33.827937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:33.828636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:33.828712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:33.828745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:33.950474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:33.950667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:33.950708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:33.950738] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:33.954377] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2025-12-05T20:24:33.954678] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-05T20:24:33.954807] [INFO ] [sig       ] IGA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:34.094511] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGA.txt
[2025-12-05T20:24:34.094654] [INFO ] [sig       ] [1685/3626] Completed IGA in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:34.094693] [INFO ] [sig       ] [1686/3626] Forecasting IGD...
[2025-12-05T20:24:34.094722] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-05T20:24:34.094751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-05T20:24:34.105833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-05T20:24:34.106098] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-05T20:24:34.106890] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-05T20:24:34.106939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:34.106998] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:34.107026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:34.107083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:34.164344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:34.165022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:34.165097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:34.165147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:34.280037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:34.280166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:34.280204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:34.280232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:34.283567] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=89.85%)
[2025-12-05T20:24:34.283919] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-05T20:24:34.284050] [INFO ] [sig       ] IGD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:34.425301] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGD.txt
[2025-12-05T20:24:34.425442] [INFO ] [sig       ] [1686/3626] Completed IGD in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:34.425483] [INFO ] [sig       ] [1687/3626] Forecasting IGF...
[2025-12-05T20:24:34.425511] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-05T20:24:34.425546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-05T20:24:34.437314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-05T20:24:34.437675] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-05T20:24:34.438526] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-05T20:24:34.438600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:34.438636] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:34.438662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:34.438719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:34.498720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:34.499533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:34.499632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:34.499667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:34.629653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:34.629819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:34.629860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:34.629888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:34.633378] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-05T20:24:34.633694] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-05T20:24:34.633820] [INFO ] [sig       ] IGF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:34.775302] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGF.txt
[2025-12-05T20:24:34.775466] [INFO ] [sig       ] [1687/3626] Completed IGF in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:34.775504] [INFO ] [sig       ] [1688/3626] Forecasting IGI...
[2025-12-05T20:24:34.775532] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-05T20:24:34.775561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-05T20:24:34.787260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-05T20:24:34.787607] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-05T20:24:34.788384] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-05T20:24:34.788433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:34.788464] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:34.788506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:34.788562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:34.844001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:34.844843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:34.844930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:34.844961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:34.944332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:34.944501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:34.944540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:34.944567] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:34.947952] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=76.58%)
[2025-12-05T20:24:34.948232] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-05T20:24:34.948379] [INFO ] [sig       ] IGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:35.083802] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGI.txt
[2025-12-05T20:24:35.083915] [INFO ] [sig       ] [1688/3626] Completed IGI in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:35.083952] [INFO ] [sig       ] [1689/3626] Forecasting IGIB...
[2025-12-05T20:24:35.083980] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-05T20:24:35.084010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-05T20:24:35.094497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-05T20:24:35.094804] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-05T20:24:35.095537] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-05T20:24:35.095605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:35.095637] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:35.095662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:35.095716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:35.150384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:35.150994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:35.151069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:35.151100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:35.271787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:35.271902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:35.271940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:35.271967] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:35.275293] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: UP (p=53.12%)
[2025-12-05T20:24:35.275553] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-05T20:24:35.275692] [INFO ] [sig       ] IGIB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:35.413035] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGIB.txt
[2025-12-05T20:24:35.413168] [INFO ] [sig       ] [1689/3626] Completed IGIB in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:35.413206] [INFO ] [sig       ] [1690/3626] Forecasting IGIC...
[2025-12-05T20:24:35.413234] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-05T20:24:35.413263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-05T20:24:35.423309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-05T20:24:35.423600] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-05T20:24:35.424364] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-05T20:24:35.424413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:35.424444] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:35.424470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:35.424525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:35.479984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:35.480635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:35.480709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:35.480741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:35.598763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:35.598898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:35.598937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:35.598964] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:35.602185] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-05T20:24:35.602470] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-05T20:24:35.602606] [INFO ] [sig       ] IGIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:35.740150] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IGIC.txt
[2025-12-05T20:24:35.740264] [INFO ] [sig       ] [1690/3626] Completed IGIC in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:35.740301] [INFO ] [sig       ] [1691/3626] Forecasting IGSB...
[2025-12-05T20:24:35.740329] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-05T20:24:35.740358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-05T20:24:35.751243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-05T20:24:35.751547] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-05T20:24:35.752331] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-05T20:24:35.752381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:35.752412] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:35.752437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:35.752492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:35.807788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:35.808391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:35.808464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:35.808495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:35.927663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:35.927815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:35.927853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:35.927879] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:35.931164] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: DOWN (p=3.26%)
[2025-12-05T20:24:35.931420] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-05T20:24:35.931538] [INFO ] [sig       ] IGSB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:36.065805] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IGSB.txt
[2025-12-05T20:24:36.065921] [INFO ] [sig       ] [1691/3626] Completed IGSB in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:36.065957] [INFO ] [sig       ] [1692/3626] Forecasting IHD...
[2025-12-05T20:24:36.065985] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-05T20:24:36.066020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-05T20:24:36.076246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-05T20:24:36.076530] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-05T20:24:36.077286] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-05T20:24:36.077339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:36.077371] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:36.077398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:36.077453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:36.132568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:36.133212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:36.133293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:36.133332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:36.252197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:36.252346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:36.252386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:36.252414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:36.255826] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=80.66%)
[2025-12-05T20:24:36.256084] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-05T20:24:36.256201] [INFO ] [sig       ] IHD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:36.392253] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IHD.txt
[2025-12-05T20:24:36.392381] [INFO ] [sig       ] [1692/3626] Completed IHD in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:36.392421] [INFO ] [sig       ] [1693/3626] Forecasting IHG...
[2025-12-05T20:24:36.392449] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-05T20:24:36.392477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-05T20:24:36.402975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-05T20:24:36.403234] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-05T20:24:36.403992] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-05T20:24:36.404042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:36.404074] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:36.404100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:36.404154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:36.459604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:36.460186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:36.460260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:36.460291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:36.577582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:36.577716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:36.577754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:36.577781] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:36.580996] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-05T20:24:36.581252] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-05T20:24:36.581369] [INFO ] [sig       ] IHG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:36.716202] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IHG.txt
[2025-12-05T20:24:36.716319] [INFO ] [sig       ] [1693/3626] Completed IHG in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:36.716357] [INFO ] [sig       ] [1694/3626] Forecasting IHS...
[2025-12-05T20:24:36.716386] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-05T20:24:36.716415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-05T20:24:36.726604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-05T20:24:36.726873] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-05T20:24:36.727624] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-05T20:24:36.727672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:36.727703] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:36.727729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:36.727784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:36.782352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:36.782951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:36.783026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:36.783056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:36.906431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:36.906559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:36.906615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:36.906645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:36.910132] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-05T20:24:36.910455] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-05T20:24:36.910633] [INFO ] [sig       ] IHS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:37.059882] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IHS.txt
[2025-12-05T20:24:37.060022] [INFO ] [sig       ] [1694/3626] Completed IHS in 0.3s | 2.96 sym/s | Total: 9.5m | ETA: 10.9m
[2025-12-05T20:24:37.060066] [INFO ] [sig       ] [1695/3626] Forecasting IIF...
[2025-12-05T20:24:37.060101] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-05T20:24:37.060141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-05T20:24:37.071552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-05T20:24:37.071872] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-05T20:24:37.072643] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-05T20:24:37.072692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:37.072723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:37.072749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:37.072803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:37.127992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:37.128638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:37.128710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:37.128741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:37.241005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:37.241146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:37.241184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:37.241211] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:37.244486] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-05T20:24:37.244775] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-05T20:24:37.244895] [INFO ] [sig       ] IIF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:37.381854] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IIF.txt
[2025-12-05T20:24:37.381970] [INFO ] [sig       ] [1695/3626] Completed IIF in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:37.382007] [INFO ] [sig       ] [1696/3626] Forecasting III...
[2025-12-05T20:24:37.382035] [INFO ] [sig       ] Generating forecast for: III
[2025-12-05T20:24:37.382064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-05T20:24:37.392365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-05T20:24:37.392646] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-05T20:24:37.393402] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-05T20:24:37.393462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:37.393499] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:37.393532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:37.393606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:37.448422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:37.449073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:37.449145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:37.449201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:37.564826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:37.564945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:37.564981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:37.565009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:37.568166] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2025-12-05T20:24:37.568425] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-05T20:24:37.568541] [INFO ] [sig       ] III: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:37.709745] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/III.txt
[2025-12-05T20:24:37.709862] [INFO ] [sig       ] [1696/3626] Completed III in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:37.709899] [INFO ] [sig       ] [1697/3626] Forecasting IIIN...
[2025-12-05T20:24:37.709927] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-05T20:24:37.709956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-05T20:24:37.721123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-05T20:24:37.721402] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-05T20:24:37.722177] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-05T20:24:37.722226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:37.722256] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:37.722283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:37.722338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:37.778734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:37.779311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:37.779401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:37.779441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:37.902038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:37.902190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:37.902229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:37.902257] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:37.905516] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=46.76%)
[2025-12-05T20:24:37.905792] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-05T20:24:37.905907] [INFO ] [sig       ] IIIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:38.046514] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IIIN.txt
[2025-12-05T20:24:38.046651] [INFO ] [sig       ] [1697/3626] Completed IIIN in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:38.046690] [INFO ] [sig       ] [1698/3626] Forecasting IIM...
[2025-12-05T20:24:38.046718] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-05T20:24:38.046747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-05T20:24:38.057454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-05T20:24:38.057744] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-05T20:24:38.058508] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-05T20:24:38.058557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:38.058607] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:38.058635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:38.058690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:38.115609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:38.116205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:38.116280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:38.116314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:38.232890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:38.233005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:38.233040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:38.233068] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:38.236201] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-05T20:24:38.236460] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-05T20:24:38.236593] [INFO ] [sig       ] IIM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:38.375783] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IIM.txt
[2025-12-05T20:24:38.375903] [INFO ] [sig       ] [1698/3626] Completed IIM in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:38.375943] [INFO ] [sig       ] [1699/3626] Forecasting ILMN...
[2025-12-05T20:24:38.375973] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-05T20:24:38.376004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-05T20:24:38.386618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-05T20:24:38.386879] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-05T20:24:38.387671] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-05T20:24:38.387722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:38.387754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:38.387783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:38.387862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:38.444293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:38.444890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:38.444977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:38.445015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:38.567392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:38.567518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:38.567556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:38.567602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:38.570791] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=91.59%)
[2025-12-05T20:24:38.571045] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-05T20:24:38.571164] [INFO ] [sig       ] ILMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:38.707116] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ILMN.txt
[2025-12-05T20:24:38.707250] [INFO ] [sig       ] [1699/3626] Completed ILMN in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:38.707288] [INFO ] [sig       ] [1700/3626] Forecasting IMAX...
[2025-12-05T20:24:38.707317] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-05T20:24:38.707347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-05T20:24:38.717751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-05T20:24:38.718027] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-05T20:24:38.718779] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-05T20:24:38.718827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:38.718857] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:38.718882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:38.718936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:38.777848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:38.778534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:38.778625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:38.778657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:38.898691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:38.898814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:38.898849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:38.898877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:38.902045] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-05T20:24:38.902297] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-05T20:24:38.902414] [INFO ] [sig       ] IMAX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:39.040786] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMAX.txt
[2025-12-05T20:24:39.040903] [INFO ] [sig       ] [1700/3626] Completed IMAX in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.9m
[2025-12-05T20:24:39.040939] [INFO ] [sig       ] [1701/3626] Forecasting IMKTA...
[2025-12-05T20:24:39.040967] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-05T20:24:39.040996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-05T20:24:39.051084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-05T20:24:39.051332] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-05T20:24:39.052092] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-05T20:24:39.052152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:39.052183] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:39.052209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:39.052265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:39.108737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:39.109317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:39.109398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:39.109437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:39.224456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:39.224593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:39.224632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:39.224659] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:39.227823] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: DOWN (p=2.16%)
[2025-12-05T20:24:39.228078] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-05T20:24:39.228195] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:39.364729] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IMKTA.txt
[2025-12-05T20:24:39.364840] [INFO ] [sig       ] [1701/3626] Completed IMKTA in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:39.364877] [INFO ] [sig       ] [1702/3626] Forecasting IMMP...
[2025-12-05T20:24:39.364905] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-05T20:24:39.364934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-05T20:24:39.375359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-05T20:24:39.375629] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-05T20:24:39.376358] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-05T20:24:39.376406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:39.376437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:39.376463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:39.376518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:39.432900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:39.433488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:39.433559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:39.433608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:39.548838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:39.548983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:39.549031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:39.549061] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:39.552423] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2025-12-05T20:24:39.552706] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-05T20:24:39.552824] [INFO ] [sig       ] IMMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:39.734255] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IMMP.txt
[2025-12-05T20:24:39.734387] [INFO ] [sig       ] [1702/3626] Completed IMMP in 0.4s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:39.734424] [INFO ] [sig       ] [1703/3626] Forecasting IMMX...
[2025-12-05T20:24:39.734452] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-05T20:24:39.734481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-05T20:24:39.744820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-05T20:24:39.745067] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-05T20:24:39.745829] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-05T20:24:39.745878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:39.745938] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:39.745969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:39.746024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:39.802035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:39.802640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:39.802713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:39.802750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:39.918244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:39.918373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:39.918411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:39.918439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:39.921724] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: DOWN (p=20.72%)
[2025-12-05T20:24:39.921981] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-05T20:24:39.922099] [INFO ] [sig       ] IMMX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:40.060732] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IMMX.txt
[2025-12-05T20:24:40.060857] [INFO ] [sig       ] [1703/3626] Completed IMMX in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:40.060896] [INFO ] [sig       ] [1704/3626] Forecasting IMNM...
[2025-12-05T20:24:40.060924] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-05T20:24:40.060952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-05T20:24:40.072120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-05T20:24:40.072409] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-05T20:24:40.073165] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-05T20:24:40.073215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:40.073246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:40.073272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:40.073327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:40.129348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:40.130134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:40.130209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:40.130241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:40.252300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:40.252411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:40.252448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:40.252475] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:40.255733] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2025-12-05T20:24:40.255992] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-05T20:24:40.256110] [INFO ] [sig       ] IMNM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:40.397521] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMNM.txt
[2025-12-05T20:24:40.397669] [INFO ] [sig       ] [1704/3626] Completed IMNM in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:40.397714] [INFO ] [sig       ] [1705/3626] Forecasting IMNN...
[2025-12-05T20:24:40.397743] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-05T20:24:40.397773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-05T20:24:40.407820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-05T20:24:40.408077] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-05T20:24:40.408831] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-05T20:24:40.408881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:40.408913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:40.408939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:40.408995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:40.464987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:40.465591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:40.465663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:40.465695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:40.586155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:40.586304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:40.586342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:40.586369] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:40.589671] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=20.37%)
[2025-12-05T20:24:40.589932] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-05T20:24:40.590047] [INFO ] [sig       ] IMNN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:40.727402] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IMNN.txt
[2025-12-05T20:24:40.727554] [INFO ] [sig       ] [1705/3626] Completed IMNN in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:40.727612] [INFO ] [sig       ] [1706/3626] Forecasting IMOS...
[2025-12-05T20:24:40.727643] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-05T20:24:40.727673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-05T20:24:40.737920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-05T20:24:40.738195] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-05T20:24:40.738972] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-05T20:24:40.739020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:40.739051] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:40.739077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:40.739133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:40.795453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:40.796080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:40.796151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:40.796183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:40.913488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:40.913840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:40.913882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:40.913937] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:40.917373] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-05T20:24:40.917664] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-05T20:24:40.917784] [INFO ] [sig       ] IMOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:41.061005] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMOS.txt
[2025-12-05T20:24:41.061148] [INFO ] [sig       ] [1706/3626] Completed IMOS in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:41.061191] [INFO ] [sig       ] [1707/3626] Forecasting IMPP...
[2025-12-05T20:24:41.061220] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-05T20:24:41.061256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-05T20:24:41.071825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-05T20:24:41.072094] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-05T20:24:41.072863] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-05T20:24:41.072912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:41.072942] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:41.072967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:41.073022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:41.128164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:41.128843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:41.128917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:41.128949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:41.243755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:41.243896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:41.243933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:41.243961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:41.247337] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-05T20:24:41.247650] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-05T20:24:41.247780] [INFO ] [sig       ] IMPP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:41.387332] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMPP.txt
[2025-12-05T20:24:41.387457] [INFO ] [sig       ] [1707/3626] Completed IMPP in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:41.387495] [INFO ] [sig       ] [1708/3626] Forecasting IMRX...
[2025-12-05T20:24:41.387524] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-05T20:24:41.387553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-05T20:24:41.398382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-05T20:24:41.398692] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-05T20:24:41.399456] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-05T20:24:41.399507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:41.399539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:41.399566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:41.399653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:41.458027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:41.458672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:41.458748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:41.458782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:41.587619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:41.587766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:41.587838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:41.587870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:41.591144] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=81.62%)
[2025-12-05T20:24:41.591401] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-05T20:24:41.591520] [INFO ] [sig       ] IMRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:41.729374] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMRX.txt
[2025-12-05T20:24:41.729512] [INFO ] [sig       ] [1708/3626] Completed IMRX in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:41.729556] [INFO ] [sig       ] [1709/3626] Forecasting IMTX...
[2025-12-05T20:24:41.729613] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-05T20:24:41.729648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-05T20:24:41.740340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-05T20:24:41.740640] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-05T20:24:41.741410] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-05T20:24:41.741460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:41.741491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:41.741517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:41.741593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:41.798787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:41.799474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:41.799567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:41.799631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:41.918429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:41.918603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:41.918646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:41.918677] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:41.922033] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2025-12-05T20:24:41.922299] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-05T20:24:41.922421] [INFO ] [sig       ] IMTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:42.065219] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IMTX.txt
[2025-12-05T20:24:42.065351] [INFO ] [sig       ] [1709/3626] Completed IMTX in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:42.065388] [INFO ] [sig       ] [1710/3626] Forecasting IMXI...
[2025-12-05T20:24:42.065416] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-05T20:24:42.065445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-05T20:24:42.077059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-05T20:24:42.077345] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-05T20:24:42.078176] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-05T20:24:42.078229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:42.078261] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:42.078288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:42.078343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:42.138791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:42.139592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:42.139667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:42.139698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:42.257416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:42.257561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:42.257615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:42.257644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:42.260923] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-05T20:24:42.261176] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-05T20:24:42.261292] [INFO ] [sig       ] IMXI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:42.399229] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IMXI.txt
[2025-12-05T20:24:42.399348] [INFO ] [sig       ] [1710/3626] Completed IMXI in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:42.399386] [INFO ] [sig       ] [1711/3626] Forecasting INAB...
[2025-12-05T20:24:42.399414] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-05T20:24:42.399444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-05T20:24:42.410244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-05T20:24:42.410602] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-05T20:24:42.411407] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-05T20:24:42.411459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:42.411491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:42.411518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:42.411597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:42.469708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:42.470360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:42.470438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:42.470470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:42.584486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:42.584644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:42.584692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:42.584720] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:42.587966] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2025-12-05T20:24:42.588223] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-05T20:24:42.588342] [INFO ] [sig       ] INAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:42.729180] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INAB.txt
[2025-12-05T20:24:42.729324] [INFO ] [sig       ] [1711/3626] Completed INAB in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:42.729362] [INFO ] [sig       ] [1712/3626] Forecasting INBK...
[2025-12-05T20:24:42.729392] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-05T20:24:42.729421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-05T20:24:42.739477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-05T20:24:42.739795] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-05T20:24:42.740615] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-05T20:24:42.740861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:42.740911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:42.740940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:42.740997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:42.800831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:42.801544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:42.801643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:42.801686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:42.920302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:42.920450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:42.920491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:42.920520] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:42.924186] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=58.57%)
[2025-12-05T20:24:42.924604] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-05T20:24:42.924781] [INFO ] [sig       ] INBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:43.063248] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INBK.txt
[2025-12-05T20:24:43.063370] [INFO ] [sig       ] [1712/3626] Completed INBK in 0.3s | 2.96 sym/s | Total: 9.6m | ETA: 10.8m
[2025-12-05T20:24:43.063407] [INFO ] [sig       ] [1713/3626] Forecasting INBX...
[2025-12-05T20:24:43.063436] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-05T20:24:43.063464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-05T20:24:43.073982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2025-12-05T20:24:43.074263] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-05T20:24:43.075039] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-05T20:24:43.075089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:43.075120] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:43.075147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:43.075203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:43.133209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:43.133943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:43.134058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:43.134106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:43.256478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:43.256657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:43.256699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:43.256727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:43.260288] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=30.26%)
[2025-12-05T20:24:43.260560] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-05T20:24:43.260702] [INFO ] [sig       ] INBX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:43.397720] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INBX.txt
[2025-12-05T20:24:43.397865] [INFO ] [sig       ] [1713/3626] Completed INBX in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:43.397903] [INFO ] [sig       ] [1714/3626] Forecasting INCY...
[2025-12-05T20:24:43.397933] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-05T20:24:43.397962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-05T20:24:43.408566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-05T20:24:43.408896] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-05T20:24:43.409665] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-05T20:24:43.409714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:43.409744] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:43.409770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:43.409826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:43.467763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:43.468461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:43.468554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:43.468616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:43.590018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:43.590155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:43.590194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:43.590221] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:43.593495] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-05T20:24:43.593795] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-05T20:24:43.593917] [INFO ] [sig       ] INCY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:43.735490] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INCY.txt
[2025-12-05T20:24:43.735647] [INFO ] [sig       ] [1714/3626] Completed INCY in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:43.735687] [INFO ] [sig       ] [1715/3626] Forecasting INDB...
[2025-12-05T20:24:43.735716] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-05T20:24:43.735745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-05T20:24:43.746325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-05T20:24:43.746640] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-05T20:24:43.747377] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-05T20:24:43.747426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:43.747458] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:43.747488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:43.747555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:43.806487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:43.807229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:43.807325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:43.807372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:43.929495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:43.929669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:43.929711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:43.929740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:43.933146] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-05T20:24:43.933408] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-05T20:24:43.933538] [INFO ] [sig       ] INDB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:44.079175] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INDB.txt
[2025-12-05T20:24:44.079321] [INFO ] [sig       ] [1715/3626] Completed INDB in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:44.079367] [INFO ] [sig       ] [1716/3626] Forecasting INDI...
[2025-12-05T20:24:44.079397] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-05T20:24:44.079427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-05T20:24:44.090567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-05T20:24:44.090874] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-05T20:24:44.091685] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-05T20:24:44.091736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:44.091770] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:44.091797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:44.091854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:44.151091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:44.151862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:44.151940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:44.151973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:44.274628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:44.274780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:44.274821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:44.274850] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:44.278216] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-05T20:24:44.278479] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-05T20:24:44.278627] [INFO ] [sig       ] INDI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:44.418787] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INDI.txt
[2025-12-05T20:24:44.418947] [INFO ] [sig       ] [1716/3626] Completed INDI in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:44.418987] [INFO ] [sig       ] [1717/3626] Forecasting INDP...
[2025-12-05T20:24:44.419017] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-05T20:24:44.419048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-05T20:24:44.429133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-05T20:24:44.429408] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-05T20:24:44.430188] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-05T20:24:44.430239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:44.430272] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:44.430299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:44.430369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:44.488960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:44.489652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:44.489729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:44.489761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:44.593458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:44.593616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:44.593656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:44.593683] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:44.596909] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=28.52%)
[2025-12-05T20:24:44.597164] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-05T20:24:44.597296] [INFO ] [sig       ] INDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:44.738517] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INDP.txt
[2025-12-05T20:24:44.738672] [INFO ] [sig       ] [1717/3626] Completed INDP in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:44.738712] [INFO ] [sig       ] [1718/3626] Forecasting INDY...
[2025-12-05T20:24:44.738741] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-05T20:24:44.738770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-05T20:24:44.749853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-05T20:24:44.750111] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-05T20:24:44.750884] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-05T20:24:44.750934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:44.750966] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:44.750992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:44.751048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:44.808801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:44.809431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:44.809509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:44.809541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:44.933170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:44.933327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:44.933370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:44.933398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:44.936795] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-05T20:24:44.937060] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-05T20:24:44.937182] [INFO ] [sig       ] INDY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:45.077203] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INDY.txt
[2025-12-05T20:24:45.077330] [INFO ] [sig       ] [1718/3626] Completed INDY in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.8m
[2025-12-05T20:24:45.077368] [INFO ] [sig       ] [1719/3626] Forecasting INFY...
[2025-12-05T20:24:45.077396] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-05T20:24:45.077424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-05T20:24:45.088465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-05T20:24:45.088765] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-05T20:24:45.089529] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-05T20:24:45.089600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:45.089637] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:45.089665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:45.089722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:45.150038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:45.150772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:45.150854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:45.150886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:45.271713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:45.271840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:45.271895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:45.271926] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:45.275296] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=81.63%)
[2025-12-05T20:24:45.275560] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-05T20:24:45.275702] [INFO ] [sig       ] INFY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:45.422554] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INFY.txt
[2025-12-05T20:24:45.422744] [INFO ] [sig       ] [1719/3626] Completed INFY in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:45.422790] [INFO ] [sig       ] [1720/3626] Forecasting ING...
[2025-12-05T20:24:45.422820] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-05T20:24:45.422850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-05T20:24:45.435873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-05T20:24:45.436307] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-05T20:24:45.437425] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-05T20:24:45.437491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:45.437599] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:45.437652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:45.437743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:45.516912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:45.518011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:45.518095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:45.518127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:45.654887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:45.655078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:45.655151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:45.655204] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:45.660467] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=17.13%)
[2025-12-05T20:24:45.660973] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-05T20:24:45.661152] [INFO ] [sig       ] ING: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:45.869854] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ING.txt
[2025-12-05T20:24:45.870080] [INFO ] [sig       ] [1720/3626] Completed ING in 0.4s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:45.870133] [INFO ] [sig       ] [1721/3626] Forecasting INGN...
[2025-12-05T20:24:45.870170] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-05T20:24:45.870209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-05T20:24:45.882465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-05T20:24:45.882959] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-05T20:24:45.885180] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-05T20:24:45.885242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:45.885275] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:45.885300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:45.885357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:45.946366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:45.947421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:45.947533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:45.947569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:46.112363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:46.112554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:46.112644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:46.112694] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:46.118372] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=78.42%)
[2025-12-05T20:24:46.118956] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-05T20:24:46.119183] [INFO ] [sig       ] INGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:46.326275] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INGN.txt
[2025-12-05T20:24:46.326473] [INFO ] [sig       ] [1721/3626] Completed INGN in 0.5s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:46.326536] [INFO ] [sig       ] [1722/3626] Forecasting INM...
[2025-12-05T20:24:46.326609] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-05T20:24:46.326661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-05T20:24:46.341149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-05T20:24:46.341630] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-05T20:24:46.342749] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-05T20:24:46.342814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:46.342865] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:46.342908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:46.342994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:46.409937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:46.411077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:46.411203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:46.411258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:46.562402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:46.562615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:46.562680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:46.562909] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:46.566955] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-05T20:24:46.567358] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-05T20:24:46.567516] [INFO ] [sig       ] INM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:46.713052] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INM.txt
[2025-12-05T20:24:46.713212] [INFO ] [sig       ] [1722/3626] Completed INM in 0.4s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:46.713250] [INFO ] [sig       ] [1723/3626] Forecasting INMB...
[2025-12-05T20:24:46.713279] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-05T20:24:46.713308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-05T20:24:46.723852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-05T20:24:46.724081] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-05T20:24:46.724839] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-05T20:24:46.724889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:46.724932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:46.724959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:46.725014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:46.781301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:46.782176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:46.782265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:46.782297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:46.906307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:46.906459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:46.906498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:46.906560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:46.909969] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: DOWN (p=10.30%)
[2025-12-05T20:24:46.910258] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-05T20:24:46.910386] [INFO ] [sig       ] INMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:47.053270] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INMB.txt
[2025-12-05T20:24:47.053419] [INFO ] [sig       ] [1723/3626] Completed INMB in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:47.053457] [INFO ] [sig       ] [1724/3626] Forecasting INMD...
[2025-12-05T20:24:47.053487] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-05T20:24:47.053518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-05T20:24:47.064865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-05T20:24:47.065149] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-05T20:24:47.066096] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-05T20:24:47.066146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:47.066176] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:47.066202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:47.066256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:47.124289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:47.125302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:47.125380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:47.125412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:47.245549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:47.245708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:47.245747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:47.245774] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:47.249268] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=37.29%)
[2025-12-05T20:24:47.249525] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-05T20:24:47.249682] [INFO ] [sig       ] INMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:47.388855] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INMD.txt
[2025-12-05T20:24:47.388972] [INFO ] [sig       ] [1724/3626] Completed INMD in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:47.389009] [INFO ] [sig       ] [1725/3626] Forecasting INN...
[2025-12-05T20:24:47.389038] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-05T20:24:47.389067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-05T20:24:47.400314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-05T20:24:47.400717] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-05T20:24:47.401552] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-05T20:24:47.401627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:47.401663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:47.401691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:47.401749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:47.458664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:47.459473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:47.459554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:47.459609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:47.578301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:47.578474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:47.578530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:47.578563] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:47.582380] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2025-12-05T20:24:47.582749] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-05T20:24:47.582892] [INFO ] [sig       ] INN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:47.723937] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INN.txt
[2025-12-05T20:24:47.724075] [INFO ] [sig       ] [1725/3626] Completed INN in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:47.724113] [INFO ] [sig       ] [1726/3626] Forecasting INO...
[2025-12-05T20:24:47.724142] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-05T20:24:47.724173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-05T20:24:47.734873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-05T20:24:47.735147] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-05T20:24:47.735949] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-05T20:24:47.736000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:47.736030] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:47.736056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:47.736111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:47.791910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:47.792618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:47.792696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:47.792731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:47.912082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:47.912233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:47.912272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:47.912300] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:47.915715] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2025-12-05T20:24:47.915989] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-05T20:24:47.916115] [INFO ] [sig       ] INO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:48.053695] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INO.txt
[2025-12-05T20:24:48.053822] [INFO ] [sig       ] [1726/3626] Completed INO in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:48.053860] [INFO ] [sig       ] [1727/3626] Forecasting INOD...
[2025-12-05T20:24:48.053888] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-05T20:24:48.053945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-05T20:24:48.064308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-05T20:24:48.064600] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-05T20:24:48.065351] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-05T20:24:48.065401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:48.065433] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:48.065460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:48.065516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:48.125417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:48.126271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:48.126350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:48.126383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:48.249166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:48.249333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:48.249373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:48.249401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:48.252916] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-05T20:24:48.253189] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-05T20:24:48.253321] [INFO ] [sig       ] INOD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:48.391757] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INOD.txt
[2025-12-05T20:24:48.391880] [INFO ] [sig       ] [1727/3626] Completed INOD in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:48.391919] [INFO ] [sig       ] [1728/3626] Forecasting INSE...
[2025-12-05T20:24:48.391949] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-05T20:24:48.391978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-05T20:24:48.402768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-05T20:24:48.403033] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-05T20:24:48.403843] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-05T20:24:48.403895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:48.403928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:48.403956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:48.404012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:48.461006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:48.461668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:48.461747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:48.461780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:48.586561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:48.586724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:48.586771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:48.586805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:48.590171] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2025-12-05T20:24:48.590433] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-05T20:24:48.590554] [INFO ] [sig       ] INSE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:48.730389] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INSE.txt
[2025-12-05T20:24:48.730536] [INFO ] [sig       ] [1728/3626] Completed INSE in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:48.730592] [INFO ] [sig       ] [1729/3626] Forecasting INSG...
[2025-12-05T20:24:48.730624] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-05T20:24:48.730653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-05T20:24:48.741493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-05T20:24:48.741773] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-05T20:24:48.742511] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-05T20:24:48.742564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:48.742620] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:48.742647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:48.742702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:48.799650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:48.800290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:48.800363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:48.800395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:48.920921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:48.921081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:48.921121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:48.921149] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:48.924619] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=65.59%)
[2025-12-05T20:24:48.924893] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-05T20:24:48.925011] [INFO ] [sig       ] INSG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:49.063966] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INSG.txt
[2025-12-05T20:24:49.064092] [INFO ] [sig       ] [1729/3626] Completed INSG in 0.3s | 2.96 sym/s | Total: 9.7m | ETA: 10.7m
[2025-12-05T20:24:49.064128] [INFO ] [sig       ] [1730/3626] Forecasting INSM...
[2025-12-05T20:24:49.064157] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-05T20:24:49.064186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-05T20:24:49.074719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-05T20:24:49.074979] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-05T20:24:49.075746] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-05T20:24:49.075795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:49.075826] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:49.075853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:49.075908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:49.132660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:49.133301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:49.133405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:49.133439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:49.254061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:49.254202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:49.254241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:49.254286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:49.258041] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-05T20:24:49.258304] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-05T20:24:49.258425] [INFO ] [sig       ] INSM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:49.399822] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INSM.txt
[2025-12-05T20:24:49.399945] [INFO ] [sig       ] [1730/3626] Completed INSM in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:49.399982] [INFO ] [sig       ] [1731/3626] Forecasting INSP...
[2025-12-05T20:24:49.400011] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-05T20:24:49.400040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-05T20:24:49.410960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-05T20:24:49.411247] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-05T20:24:49.412014] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-05T20:24:49.412063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:49.412094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:49.412120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:49.412175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:49.468256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:49.468899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:49.468974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:49.469006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:49.590314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:49.590458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:49.590497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:49.590525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:49.593903] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=31.68%)
[2025-12-05T20:24:49.594165] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-05T20:24:49.594282] [INFO ] [sig       ] INSP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:49.734486] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INSP.txt
[2025-12-05T20:24:49.734631] [INFO ] [sig       ] [1731/3626] Completed INSP in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:49.734683] [INFO ] [sig       ] [1732/3626] Forecasting INTA...
[2025-12-05T20:24:49.734716] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-05T20:24:49.734745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-05T20:24:49.745687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-05T20:24:49.745970] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-05T20:24:49.746746] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-05T20:24:49.746796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:49.746828] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:49.746855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:49.746912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:49.802356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:49.803043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:49.803121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:49.803170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:49.932260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:49.932423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:49.932463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:49.932491] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:49.935860] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: UP (p=60.66%)
[2025-12-05T20:24:49.936125] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-05T20:24:49.936245] [INFO ] [sig       ] INTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:50.084658] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INTA.txt
[2025-12-05T20:24:50.084845] [INFO ] [sig       ] [1732/3626] Completed INTA in 0.4s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:50.084904] [INFO ] [sig       ] [1733/3626] Forecasting INTC...
[2025-12-05T20:24:50.084947] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-05T20:24:50.084989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-05T20:24:50.097843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-05T20:24:50.098677] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-05T20:24:50.099879] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-05T20:24:50.099930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:50.099964] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:50.099990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:50.100046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:50.154888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:50.155540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:50.155634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:50.155667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:50.271972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:50.272112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:50.272152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:50.272181] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:50.275452] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-05T20:24:50.275730] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-05T20:24:50.275851] [INFO ] [sig       ] INTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:50.413036] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INTC.txt
[2025-12-05T20:24:50.413187] [INFO ] [sig       ] [1733/3626] Completed INTC in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:50.413226] [INFO ] [sig       ] [1734/3626] Forecasting INTZ...
[2025-12-05T20:24:50.413257] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-05T20:24:50.413288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-05T20:24:50.424604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-05T20:24:50.424947] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-05T20:24:50.425735] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-05T20:24:50.425785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:50.425818] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:50.425844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:50.425916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:50.482382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:50.483221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:50.483300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:50.483331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:50.609760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:50.609920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:50.609961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:50.609988] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:50.613328] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-05T20:24:50.613609] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-05T20:24:50.613735] [INFO ] [sig       ] INTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:50.751344] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INTZ.txt
[2025-12-05T20:24:50.751454] [INFO ] [sig       ] [1734/3626] Completed INTZ in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:50.751491] [INFO ] [sig       ] [1735/3626] Forecasting INVA...
[2025-12-05T20:24:50.751519] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-05T20:24:50.751548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-05T20:24:50.762115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-05T20:24:50.762357] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-05T20:24:50.763108] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-05T20:24:50.763156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:50.763186] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:50.763211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:50.763265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:50.819960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:50.820594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:50.820673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:50.820711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:50.951979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:50.952164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:50.952217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:50.952253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:50.956510] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-05T20:24:50.956855] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-05T20:24:50.956995] [INFO ] [sig       ] INVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:51.096290] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INVA.txt
[2025-12-05T20:24:51.096425] [INFO ] [sig       ] [1735/3626] Completed INVA in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:51.096461] [INFO ] [sig       ] [1736/3626] Forecasting INVE...
[2025-12-05T20:24:51.096491] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-05T20:24:51.096519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-05T20:24:51.106975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2025-12-05T20:24:51.107251] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-05T20:24:51.108081] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-05T20:24:51.108131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:51.108162] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:51.108188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:51.108242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:51.163309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:51.163908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:51.163980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:51.164010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:51.276467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:51.276602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:51.276639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:51.276667] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:51.279942] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2025-12-05T20:24:51.280196] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-05T20:24:51.280312] [INFO ] [sig       ] INVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:51.416550] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INVE.txt
[2025-12-05T20:24:51.416687] [INFO ] [sig       ] [1736/3626] Completed INVE in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.7m
[2025-12-05T20:24:51.416725] [INFO ] [sig       ] [1737/3626] Forecasting INVH...
[2025-12-05T20:24:51.416753] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-05T20:24:51.416786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-05T20:24:51.427340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-05T20:24:51.427637] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-05T20:24:51.428414] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-05T20:24:51.428464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:51.428524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:51.428551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:51.428627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:51.485080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:51.485736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:51.485810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:51.485841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:51.604073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:51.604188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:51.604223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:51.604250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:51.607395] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=55.10%)
[2025-12-05T20:24:51.607667] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-05T20:24:51.607785] [INFO ] [sig       ] INVH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:51.745072] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/INVH.txt
[2025-12-05T20:24:51.745198] [INFO ] [sig       ] [1737/3626] Completed INVH in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:51.745237] [INFO ] [sig       ] [1738/3626] Forecasting INVZ...
[2025-12-05T20:24:51.745265] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-05T20:24:51.745300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-05T20:24:51.756080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-05T20:24:51.756377] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-05T20:24:51.757171] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-05T20:24:51.757220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:51.757250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:51.757277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:51.757332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:51.812242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:51.812838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:51.812911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:51.812941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:51.929268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:51.929377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:51.929412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:51.929439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:51.932596] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: DOWN (p=49.98%)
[2025-12-05T20:24:51.932855] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-05T20:24:51.932973] [INFO ] [sig       ] INVZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:52.069456] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/INVZ.txt
[2025-12-05T20:24:52.069565] [INFO ] [sig       ] [1738/3626] Completed INVZ in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:52.069620] [INFO ] [sig       ] [1739/3626] Forecasting IONS...
[2025-12-05T20:24:52.069649] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-05T20:24:52.069683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-05T20:24:52.080255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-05T20:24:52.080529] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-05T20:24:52.081289] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-05T20:24:52.081338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:52.081370] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:52.081396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:52.081451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:52.137511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:52.138110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:52.138184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:52.138215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:52.258960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:52.259075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:52.259111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:52.259138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:52.262274] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=93.70%)
[2025-12-05T20:24:52.262528] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-05T20:24:52.262663] [INFO ] [sig       ] IONS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:52.401320] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IONS.txt
[2025-12-05T20:24:52.401436] [INFO ] [sig       ] [1739/3626] Completed IONS in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:52.401474] [INFO ] [sig       ] [1740/3626] Forecasting IOSP...
[2025-12-05T20:24:52.401502] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-05T20:24:52.401531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-05T20:24:52.412139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-05T20:24:52.412389] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-05T20:24:52.413179] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-05T20:24:52.413228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:52.413258] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:52.413283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:52.413337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:52.469790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:52.470349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:52.470423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:52.470453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:52.586879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:52.587206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:52.587244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:52.587302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:52.590999] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-05T20:24:52.591258] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-05T20:24:52.591376] [INFO ] [sig       ] IOSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:52.730485] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IOSP.txt
[2025-12-05T20:24:52.730614] [INFO ] [sig       ] [1740/3626] Completed IOSP in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:52.730653] [INFO ] [sig       ] [1741/3626] Forecasting IOVA...
[2025-12-05T20:24:52.730681] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-05T20:24:52.730710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-05T20:24:52.741320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-05T20:24:52.741599] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-05T20:24:52.742339] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-05T20:24:52.742388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:52.742418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:52.742444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:52.742499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:52.802784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:52.803813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:52.804080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:52.804112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:52.927060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:52.927183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:52.927221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:52.927248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:52.930763] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-05T20:24:52.931030] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-05T20:24:52.931147] [INFO ] [sig       ] IOVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:53.070455] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IOVA.txt
[2025-12-05T20:24:53.070613] [INFO ] [sig       ] [1741/3626] Completed IOVA in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:53.070654] [INFO ] [sig       ] [1742/3626] Forecasting IPGP...
[2025-12-05T20:24:53.070682] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-05T20:24:53.070711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-05T20:24:53.081330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-05T20:24:53.081600] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-05T20:24:53.082339] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-05T20:24:53.082387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:53.082417] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:53.082443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:53.082498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:53.138034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:53.138631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:53.138706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:53.138740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:53.254322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:53.254459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:53.254496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:53.254525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:53.257787] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=41.46%)
[2025-12-05T20:24:53.258063] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-05T20:24:53.258192] [INFO ] [sig       ] IPGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:53.394703] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IPGP.txt
[2025-12-05T20:24:53.394861] [INFO ] [sig       ] [1742/3626] Completed IPGP in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:53.394901] [INFO ] [sig       ] [1743/3626] Forecasting IPI...
[2025-12-05T20:24:53.394929] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-05T20:24:53.394959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-05T20:24:53.405324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-05T20:24:53.405669] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-05T20:24:53.406428] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-05T20:24:53.406477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:53.406507] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:53.406534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:53.406612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:53.465629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:53.466673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:53.466765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:53.466803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:53.587430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:53.587600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:53.587641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:53.587670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:53.591027] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=30.44%)
[2025-12-05T20:24:53.591301] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-05T20:24:53.591426] [INFO ] [sig       ] IPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:53.731822] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IPI.txt
[2025-12-05T20:24:53.732160] [INFO ] [sig       ] [1743/3626] Completed IPI in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:53.732198] [INFO ] [sig       ] [1744/3626] Forecasting IQ...
[2025-12-05T20:24:53.732226] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-05T20:24:53.732255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-05T20:24:53.744040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-05T20:24:53.744354] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-05T20:24:53.745181] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-05T20:24:53.745231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:53.745263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:53.745289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:53.745344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:53.805466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:53.806136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:53.806212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:53.806244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:53.931012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:53.931160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:53.931199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:53.931226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:53.934846] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2025-12-05T20:24:53.935291] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-05T20:24:53.935409] [INFO ] [sig       ] IQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:54.075431] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IQ.txt
[2025-12-05T20:24:54.075563] [INFO ] [sig       ] [1744/3626] Completed IQ in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:54.075621] [INFO ] [sig       ] [1745/3626] Forecasting IQI...
[2025-12-05T20:24:54.075652] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-05T20:24:54.075683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-05T20:24:54.086636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-05T20:24:54.086933] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-05T20:24:54.087693] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-05T20:24:54.087743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:54.087777] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:54.087831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:54.087890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:54.145802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:54.146495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:54.146590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:54.146626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:54.271858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:54.272006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:54.272045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:54.272073] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:54.275525] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-05T20:24:54.275804] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-05T20:24:54.275924] [INFO ] [sig       ] IQI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:54.420865] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IQI.txt
[2025-12-05T20:24:54.421009] [INFO ] [sig       ] [1745/3626] Completed IQI in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:54.421046] [INFO ] [sig       ] [1746/3626] Forecasting IQQQ...
[2025-12-05T20:24:54.421075] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-05T20:24:54.421103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-05T20:24:54.431605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-05T20:24:54.431877] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-05T20:24:54.432639] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-05T20:24:54.432688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:54.432718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:54.432743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:54.432798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:54.490690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:54.491320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:54.491394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:54.491425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:54.614587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:54.614730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:54.614770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:54.614798] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:54.618367] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=45.03%)
[2025-12-05T20:24:54.618646] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-05T20:24:54.618766] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:54.762315] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IQQQ.txt
[2025-12-05T20:24:54.762475] [INFO ] [sig       ] [1746/3626] Completed IQQQ in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:54.762515] [INFO ] [sig       ] [1747/3626] Forecasting IRDM...
[2025-12-05T20:24:54.762543] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-05T20:24:54.762587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-05T20:24:54.775204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-05T20:24:54.775498] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-05T20:24:54.776308] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-05T20:24:54.776373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:54.776408] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:54.776446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:54.776510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:54.841521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:54.842405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:54.842517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:54.842550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:54.959620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:54.959708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:54.959749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:54.959782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:54.962774] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-05T20:24:54.963030] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-05T20:24:54.963147] [INFO ] [sig       ] IRDM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:55.100196] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IRDM.txt
[2025-12-05T20:24:55.100298] [INFO ] [sig       ] [1747/3626] Completed IRDM in 0.3s | 2.96 sym/s | Total: 9.8m | ETA: 10.6m
[2025-12-05T20:24:55.100335] [INFO ] [sig       ] [1748/3626] Forecasting IREN...
[2025-12-05T20:24:55.100364] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-05T20:24:55.100393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-05T20:24:55.110973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-05T20:24:55.111216] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-05T20:24:55.111970] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-05T20:24:55.112019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:55.112049] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:55.112074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:55.112129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:55.168239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:55.168812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:55.168893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:55.168926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:55.290925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:55.291050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:55.291087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:55.291115] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:55.294311] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: DOWN (p=20.25%)
[2025-12-05T20:24:55.294567] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-05T20:24:55.294703] [INFO ] [sig       ] IREN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:55.431969] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IREN.txt
[2025-12-05T20:24:55.432070] [INFO ] [sig       ] [1748/3626] Completed IREN in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:55.432105] [INFO ] [sig       ] [1749/3626] Forecasting IRM...
[2025-12-05T20:24:55.432133] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-05T20:24:55.432160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-05T20:24:55.444119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-05T20:24:55.444509] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-05T20:24:55.445352] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-05T20:24:55.445403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:55.445434] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:55.445461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:55.445518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:55.502868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:55.503773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:55.503859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:55.503890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:55.626506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:55.626689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:55.626730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:55.626757] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:55.630259] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-05T20:24:55.630531] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-05T20:24:55.630678] [INFO ] [sig       ] IRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:55.770351] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IRM.txt
[2025-12-05T20:24:55.770508] [INFO ] [sig       ] [1749/3626] Completed IRM in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:55.770550] [INFO ] [sig       ] [1750/3626] Forecasting IRMD...
[2025-12-05T20:24:55.770597] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-05T20:24:55.770628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-05T20:24:55.781252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-05T20:24:55.781530] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-05T20:24:55.782303] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-05T20:24:55.782352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:55.782383] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:55.782409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:55.782463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:55.838076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:55.838672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:55.838747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:55.838777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:55.958172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:55.958256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:55.958289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:55.958316] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:55.961240] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-05T20:24:55.961491] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-05T20:24:55.961623] [INFO ] [sig       ] IRMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:56.097666] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IRMD.txt
[2025-12-05T20:24:56.097811] [INFO ] [sig       ] [1750/3626] Completed IRMD in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:56.097857] [INFO ] [sig       ] [1751/3626] Forecasting IRON...
[2025-12-05T20:24:56.097888] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-05T20:24:56.097917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-05T20:24:56.108023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-05T20:24:56.108257] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-05T20:24:56.109009] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-05T20:24:56.109057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:56.109089] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:56.109115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:56.109170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:56.163833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:56.164400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:56.164472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:56.164502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:56.282155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:56.282271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:56.282307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:56.282334] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:56.285440] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=20.55%)
[2025-12-05T20:24:56.285714] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-05T20:24:56.285833] [INFO ] [sig       ] IRON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:56.424188] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IRON.txt
[2025-12-05T20:24:56.424299] [INFO ] [sig       ] [1751/3626] Completed IRON in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:56.424335] [INFO ] [sig       ] [1752/3626] Forecasting IRTC...
[2025-12-05T20:24:56.424364] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-05T20:24:56.424393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-05T20:24:56.434970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-05T20:24:56.435205] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-05T20:24:56.435983] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-05T20:24:56.436031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:56.436062] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:56.436088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:56.436143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:56.491822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:56.492415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:56.492502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:56.492534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:56.612077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:56.612220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:56.612260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:56.612288] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:56.615523] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-05T20:24:56.615839] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-05T20:24:56.615958] [INFO ] [sig       ] IRTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:56.751476] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IRTC.txt
[2025-12-05T20:24:56.751656] [INFO ] [sig       ] [1752/3626] Completed IRTC in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:56.751698] [INFO ] [sig       ] [1753/3626] Forecasting IRWD...
[2025-12-05T20:24:56.751728] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-05T20:24:56.751756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-05T20:24:56.762387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-05T20:24:56.762663] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-05T20:24:56.763385] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-05T20:24:56.763434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:56.763465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:56.763491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:56.763546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:56.818754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:56.819312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:56.819384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:56.819420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:56.940339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:56.940488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:56.940528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:56.940557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:56.943838] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2025-12-05T20:24:56.944103] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-05T20:24:56.944224] [INFO ] [sig       ] IRWD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:57.080867] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IRWD.txt
[2025-12-05T20:24:57.080981] [INFO ] [sig       ] [1753/3626] Completed IRWD in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:57.081018] [INFO ] [sig       ] [1754/3626] Forecasting ISD...
[2025-12-05T20:24:57.081047] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-05T20:24:57.081075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-05T20:24:57.091934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-05T20:24:57.092170] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-05T20:24:57.092911] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-05T20:24:57.092960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:57.093015] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:57.093043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:57.093100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:57.149150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:57.149724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:57.149800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:57.149837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:57.265930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:57.266062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:57.266114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:57.266142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:57.269329] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-05T20:24:57.269600] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-05T20:24:57.269717] [INFO ] [sig       ] ISD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:57.405996] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ISD.txt
[2025-12-05T20:24:57.406096] [INFO ] [sig       ] [1754/3626] Completed ISD in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.6m
[2025-12-05T20:24:57.406132] [INFO ] [sig       ] [1755/3626] Forecasting ISRG...
[2025-12-05T20:24:57.406159] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-05T20:24:57.406188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-05T20:24:57.416635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-05T20:24:57.416893] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-05T20:24:57.417643] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-05T20:24:57.417691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:57.417721] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:57.417746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:57.417833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:57.473823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:57.474380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:57.474453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:57.474483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:57.592192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:57.592310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:57.592346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:57.592373] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:57.595452] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2025-12-05T20:24:57.595719] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-05T20:24:57.595842] [INFO ] [sig       ] ISRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:57.733948] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ISRG.txt
[2025-12-05T20:24:57.734058] [INFO ] [sig       ] [1755/3626] Completed ISRG in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:57.734094] [INFO ] [sig       ] [1756/3626] Forecasting ISSC...
[2025-12-05T20:24:57.734122] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-05T20:24:57.734151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-05T20:24:57.749232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-05T20:24:57.749675] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-05T20:24:57.750762] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-05T20:24:57.750828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:57.750877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:57.750917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:57.750996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:57.814453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:57.815379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:57.815466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:57.815498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:57.934559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:57.934679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:57.934717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:57.934743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:57.938016] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-05T20:24:57.938274] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-05T20:24:57.938394] [INFO ] [sig       ] ISSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:58.073187] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ISSC.txt
[2025-12-05T20:24:58.073300] [INFO ] [sig       ] [1756/3626] Completed ISSC in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:58.073337] [INFO ] [sig       ] [1757/3626] Forecasting ISTB...
[2025-12-05T20:24:58.073364] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-05T20:24:58.073393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-05T20:24:58.084861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2025-12-05T20:24:58.085108] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-05T20:24:58.085860] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-05T20:24:58.085908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:58.085938] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:58.085964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:58.086020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:58.140859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:58.141439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:58.141515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:58.141545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:58.259422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:58.259536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:58.259585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:58.259644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:58.262974] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2025-12-05T20:24:58.263228] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-05T20:24:58.263345] [INFO ] [sig       ] ISTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:58.400306] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ISTB.txt
[2025-12-05T20:24:58.400484] [INFO ] [sig       ] [1757/3626] Completed ISTB in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:58.400528] [INFO ] [sig       ] [1758/3626] Forecasting ITIC...
[2025-12-05T20:24:58.400559] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-05T20:24:58.400610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-05T20:24:58.411328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-05T20:24:58.411657] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-05T20:24:58.412448] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-05T20:24:58.412498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:58.412547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:58.412602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:58.412660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:58.470169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:58.470980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:58.471061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:58.471093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:58.575944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:58.576101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:58.576143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:58.576172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:58.579715] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2025-12-05T20:24:58.580057] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-05T20:24:58.580188] [INFO ] [sig       ] ITIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:58.719992] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ITIC.txt
[2025-12-05T20:24:58.720126] [INFO ] [sig       ] [1758/3626] Completed ITIC in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:58.720164] [INFO ] [sig       ] [1759/3626] Forecasting ITRI...
[2025-12-05T20:24:58.720193] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-05T20:24:58.720221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-05T20:24:58.731415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-05T20:24:58.731701] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-05T20:24:58.732439] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-05T20:24:58.732488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:58.732518] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:58.732544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:58.732619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:58.788146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:58.789091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:58.789185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:58.789219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:58.908724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:58.908888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:58.908932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:58.908961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:58.912233] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=98.98%)
[2025-12-05T20:24:58.912491] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-05T20:24:58.912626] [INFO ] [sig       ] ITRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:24:59.050305] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ITRI.txt
[2025-12-05T20:24:59.050429] [INFO ] [sig       ] [1759/3626] Completed ITRI in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:59.050466] [INFO ] [sig       ] [1760/3626] Forecasting ITRN...
[2025-12-05T20:24:59.050495] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-05T20:24:59.050524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-05T20:24:59.061803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-05T20:24:59.062120] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-05T20:24:59.062894] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-05T20:24:59.062943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:59.062973] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:59.062998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:59.063053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:59.118216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:59.118795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:59.118869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:59.118900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:59.238953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:59.239061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:59.239096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:59.239122] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:59.242184] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-05T20:24:59.242434] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-05T20:24:59.242562] [INFO ] [sig       ] ITRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:59.376843] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ITRN.txt
[2025-12-05T20:24:59.376949] [INFO ] [sig       ] [1760/3626] Completed ITRN in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:59.376986] [INFO ] [sig       ] [1761/3626] Forecasting ITUB...
[2025-12-05T20:24:59.377015] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-05T20:24:59.377044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-05T20:24:59.388430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-05T20:24:59.388768] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-05T20:24:59.389548] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-05T20:24:59.389616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:59.389648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:59.389674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:59.389729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:59.446648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:59.447376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:59.447461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:59.447493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:59.572957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:59.573123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:59.573170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:59.573198] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:59.576717] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-05T20:24:59.576989] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-05T20:24:59.577117] [INFO ] [sig       ] ITUB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:24:59.725994] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ITUB.txt
[2025-12-05T20:24:59.726156] [INFO ] [sig       ] [1761/3626] Completed ITUB in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:24:59.726203] [INFO ] [sig       ] [1762/3626] Forecasting IUS...
[2025-12-05T20:24:59.726232] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-05T20:24:59.726261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-05T20:24:59.736870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2025-12-05T20:24:59.737153] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-05T20:24:59.738020] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-05T20:24:59.738071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:24:59.738101] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:24:59.738126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:24:59.738181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:24:59.795386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:24:59.796068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:24:59.796147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:24:59.796179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:24:59.918986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:24:59.919142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:24:59.919181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:24:59.919209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:24:59.922666] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-05T20:24:59.922935] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-05T20:24:59.923059] [INFO ] [sig       ] IUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:00.070037] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IUS.txt
[2025-12-05T20:25:00.070167] [INFO ] [sig       ] [1762/3626] Completed IUS in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:25:00.070205] [INFO ] [sig       ] [1763/3626] Forecasting IUSB...
[2025-12-05T20:25:00.070233] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-05T20:25:00.070262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-05T20:25:00.081129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-05T20:25:00.081394] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-05T20:25:00.082157] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-05T20:25:00.082206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:00.082236] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:00.082262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:00.082318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:00.137727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:00.138368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:00.138442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:00.138473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:00.262783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:00.262902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:00.262940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:00.262967] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:00.266220] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-12-05T20:25:00.266477] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-05T20:25:00.266645] [INFO ] [sig       ] IUSB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:00.414105] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IUSB.txt
[2025-12-05T20:25:00.414247] [INFO ] [sig       ] [1763/3626] Completed IUSB in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:25:00.414285] [INFO ] [sig       ] [1764/3626] Forecasting IUSG...
[2025-12-05T20:25:00.414313] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-05T20:25:00.414342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-05T20:25:00.425363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-05T20:25:00.425663] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-05T20:25:00.426407] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-05T20:25:00.426455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:00.426486] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:00.426513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:00.426591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:00.482539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:00.483255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:00.483361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:00.483393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:00.603182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:00.603303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:00.603341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:00.603368] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:00.606666] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-05T20:25:00.606935] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-05T20:25:00.607058] [INFO ] [sig       ] IUSG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:00.745698] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IUSG.txt
[2025-12-05T20:25:00.745840] [INFO ] [sig       ] [1764/3626] Completed IUSG in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:25:00.745880] [INFO ] [sig       ] [1765/3626] Forecasting IVAL...
[2025-12-05T20:25:00.745913] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-05T20:25:00.745944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-05T20:25:00.756100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-05T20:25:00.756404] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-05T20:25:00.757197] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-05T20:25:00.757246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:00.757277] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:00.757303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:00.757358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:00.814224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:00.814995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:00.815071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:00.815103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:00.938245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:00.938360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:00.938401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:00.938442] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:00.942090] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-05T20:25:00.942361] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-05T20:25:00.942700] [INFO ] [sig       ] IVAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:01.091339] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IVAL.txt
[2025-12-05T20:25:01.091481] [INFO ] [sig       ] [1765/3626] Completed IVAL in 0.3s | 2.96 sym/s | Total: 9.9m | ETA: 10.5m
[2025-12-05T20:25:01.091519] [INFO ] [sig       ] [1766/3626] Forecasting IVZ...
[2025-12-05T20:25:01.091547] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-05T20:25:01.091600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-05T20:25:01.105254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-05T20:25:01.105596] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-05T20:25:01.106500] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-05T20:25:01.106550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:01.106598] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:01.106627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:01.106683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:01.162460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:01.163116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:01.163191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:01.163223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:01.283918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:01.284074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:01.284112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:01.284139] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:01.287496] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=15.15%)
[2025-12-05T20:25:01.287845] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-05T20:25:01.287986] [INFO ] [sig       ] IVZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:01.428408] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/IVZ.txt
[2025-12-05T20:25:01.428559] [INFO ] [sig       ] [1766/3626] Completed IVZ in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:01.428619] [INFO ] [sig       ] [1767/3626] Forecasting IX...
[2025-12-05T20:25:01.428648] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-05T20:25:01.428677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-05T20:25:01.439756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-05T20:25:01.440111] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-05T20:25:01.440885] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-05T20:25:01.440934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:01.440965] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:01.440991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:01.441046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:01.497176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:01.498092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:01.498188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:01.498225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:01.619710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:01.619864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:01.619903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:01.619932] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:01.623226] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=65.58%)
[2025-12-05T20:25:01.623482] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-05T20:25:01.623620] [INFO ] [sig       ] IX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:01.760026] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IX.txt
[2025-12-05T20:25:01.760204] [INFO ] [sig       ] [1767/3626] Completed IX in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:01.760244] [INFO ] [sig       ] [1768/3626] Forecasting IXUS...
[2025-12-05T20:25:01.760273] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-05T20:25:01.760303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-05T20:25:01.771024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2025-12-05T20:25:01.771374] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-05T20:25:01.772138] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-05T20:25:01.772187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:01.772218] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:01.772244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:01.772298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:01.829277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:01.830146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:01.830227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:01.830260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:01.957074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:01.957240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:01.957281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:01.957309] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:01.960972] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-05T20:25:01.961292] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-05T20:25:01.961427] [INFO ] [sig       ] IXUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:02.107498] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IXUS.txt
[2025-12-05T20:25:02.107705] [INFO ] [sig       ] [1768/3626] Completed IXUS in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:02.107746] [INFO ] [sig       ] [1769/3626] Forecasting IZEA...
[2025-12-05T20:25:02.107775] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-05T20:25:02.107838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-05T20:25:02.118929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-05T20:25:02.119232] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-05T20:25:02.120021] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-05T20:25:02.120071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:02.120101] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:02.120145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:02.120203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:02.177137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:02.177837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:02.177918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:02.177951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:02.290411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:02.290591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:02.290634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:02.290661] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:02.294025] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-05T20:25:02.294295] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-05T20:25:02.294416] [INFO ] [sig       ] IZEA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:02.431478] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/IZEA.txt
[2025-12-05T20:25:02.431620] [INFO ] [sig       ] [1769/3626] Completed IZEA in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:02.431660] [INFO ] [sig       ] [1770/3626] Forecasting J...
[2025-12-05T20:25:02.431688] [INFO ] [sig       ] Generating forecast for: J
[2025-12-05T20:25:02.431717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-05T20:25:02.442189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-05T20:25:02.442449] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-05T20:25:02.443219] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-05T20:25:02.443269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:02.443300] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:02.443327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:02.443381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:02.498130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:02.498726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:02.498801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:02.498832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:02.615248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:02.615390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:02.615428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:02.615456] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:02.618777] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-05T20:25:02.619039] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-05T20:25:02.619158] [INFO ] [sig       ] J: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:02.755266] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/J.txt
[2025-12-05T20:25:02.755388] [INFO ] [sig       ] [1770/3626] Completed J in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:02.755426] [INFO ] [sig       ] [1771/3626] Forecasting JACK...
[2025-12-05T20:25:02.755454] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-05T20:25:02.755482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-05T20:25:02.766013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-05T20:25:02.766282] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-05T20:25:02.767061] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-05T20:25:02.767112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:02.767165] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:02.767192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:02.767246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:02.823120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:02.823846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:02.823921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:02.823956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:02.942432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:02.942598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:02.942639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:02.942666] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:02.945935] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: UP (p=68.78%)
[2025-12-05T20:25:02.946193] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-05T20:25:02.946314] [INFO ] [sig       ] JACK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:03.081516] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JACK.txt
[2025-12-05T20:25:03.081653] [INFO ] [sig       ] [1771/3626] Completed JACK in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.5m
[2025-12-05T20:25:03.081693] [INFO ] [sig       ] [1772/3626] Forecasting JAGX...
[2025-12-05T20:25:03.081721] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-05T20:25:03.081750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-05T20:25:03.091946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-05T20:25:03.092231] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-05T20:25:03.093037] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-05T20:25:03.093090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:03.093121] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:03.093149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:03.093206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:03.148797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:03.149397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:03.149469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:03.149501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:03.261928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:03.262071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:03.262109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:03.262137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:03.265374] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-05T20:25:03.265650] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-05T20:25:03.265771] [INFO ] [sig       ] JAGX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:03.402667] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JAGX.txt
[2025-12-05T20:25:03.402797] [INFO ] [sig       ] [1772/3626] Completed JAGX in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:03.402835] [INFO ] [sig       ] [1773/3626] Forecasting JAKK...
[2025-12-05T20:25:03.402864] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-05T20:25:03.402899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-05T20:25:03.413632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-05T20:25:03.413890] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-05T20:25:03.414633] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-05T20:25:03.414682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:03.414714] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:03.414741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:03.414796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:03.470808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:03.471458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:03.471532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:03.471563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:03.592588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:03.592732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:03.592769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:03.592796] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:03.596035] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: DOWN (p=47.93%)
[2025-12-05T20:25:03.596290] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-05T20:25:03.596406] [INFO ] [sig       ] JAKK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:03.733156] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JAKK.txt
[2025-12-05T20:25:03.733273] [INFO ] [sig       ] [1773/3626] Completed JAKK in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:03.733310] [INFO ] [sig       ] [1774/3626] Forecasting JAMF...
[2025-12-05T20:25:03.733340] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-05T20:25:03.733369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-05T20:25:03.743989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAMF'.
[2025-12-05T20:25:03.744243] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-05T20:25:03.745008] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-05T20:25:03.745061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:03.745090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:03.745116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:03.745170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:03.800888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:03.801472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:03.801547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:03.801596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:03.916556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:03.916719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:03.916757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:03.916811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:03.920054] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=88.50%)
[2025-12-05T20:25:03.920311] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-05T20:25:03.920438] [INFO ] [sig       ] JAMF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:04.056789] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JAMF.txt
[2025-12-05T20:25:04.057893] [INFO ] [sig       ] [1774/3626] Completed JAMF in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:04.057937] [INFO ] [sig       ] [1775/3626] Forecasting JANX...
[2025-12-05T20:25:04.057966] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-05T20:25:04.058004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-05T20:25:04.067921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-05T20:25:04.068185] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-05T20:25:04.068959] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-05T20:25:04.069018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:04.069054] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:04.069086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:04.069143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:04.124869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:04.125444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:04.125518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:04.125550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:04.245667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:04.245780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:04.245816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:04.245844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:04.248998] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-05T20:25:04.249251] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-05T20:25:04.249367] [INFO ] [sig       ] JANX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:04.384687] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JANX.txt
[2025-12-05T20:25:04.384818] [INFO ] [sig       ] [1775/3626] Completed JANX in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:04.384856] [INFO ] [sig       ] [1776/3626] Forecasting JAZZ...
[2025-12-05T20:25:04.384885] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-05T20:25:04.384914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-05T20:25:04.395369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2025-12-05T20:25:04.395686] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-05T20:25:04.396440] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-05T20:25:04.396489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:04.396519] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:04.396545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:04.396617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:04.452650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:04.453362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:04.453440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:04.453472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:04.573468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:04.573629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:04.573668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:04.573697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:04.576951] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=1.64%)
[2025-12-05T20:25:04.577210] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-05T20:25:04.577326] [INFO ] [sig       ] JAZZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:04.713341] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JAZZ.txt
[2025-12-05T20:25:04.713476] [INFO ] [sig       ] [1776/3626] Completed JAZZ in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:04.713515] [INFO ] [sig       ] [1777/3626] Forecasting JBGS...
[2025-12-05T20:25:04.713542] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-05T20:25:04.713589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-05T20:25:04.724056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-05T20:25:04.724368] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-05T20:25:04.725160] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-05T20:25:04.725213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:04.725244] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:04.725271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:04.725327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:04.780685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:04.781435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:04.781515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:04.781548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:04.909235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:04.909381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:04.909421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:04.909450] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:04.913007] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-05T20:25:04.913284] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-05T20:25:04.913413] [INFO ] [sig       ] JBGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:05.056410] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JBGS.txt
[2025-12-05T20:25:05.056551] [INFO ] [sig       ] [1777/3626] Completed JBGS in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:05.056608] [INFO ] [sig       ] [1778/3626] Forecasting JBI...
[2025-12-05T20:25:05.056642] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-05T20:25:05.056673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-05T20:25:05.067178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-05T20:25:05.067495] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-05T20:25:05.068360] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-05T20:25:05.068412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:05.068444] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:05.068470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:05.068525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:05.125758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:05.126541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:05.126638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:05.126673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:05.243759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:05.243910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:05.243949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:05.243977] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:05.247441] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-05T20:25:05.247757] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-05T20:25:05.247912] [INFO ] [sig       ] JBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:05.387536] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JBI.txt
[2025-12-05T20:25:05.387692] [INFO ] [sig       ] [1778/3626] Completed JBI in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:05.387731] [INFO ] [sig       ] [1779/3626] Forecasting JBL...
[2025-12-05T20:25:05.387760] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-05T20:25:05.387789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-05T20:25:05.398426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-05T20:25:05.398800] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-05T20:25:05.399630] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-05T20:25:05.399680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:05.399712] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:05.399739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:05.399796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:05.456985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:05.457728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:05.457832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:05.457868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:05.576478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:05.576627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:05.576667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:05.576696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:05.579951] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-05T20:25:05.580209] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-05T20:25:05.580331] [INFO ] [sig       ] JBL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:05.717759] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JBL.txt
[2025-12-05T20:25:05.717914] [INFO ] [sig       ] [1779/3626] Completed JBL in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:05.717954] [INFO ] [sig       ] [1780/3626] Forecasting JBND...
[2025-12-05T20:25:05.717983] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-05T20:25:05.718013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-05T20:25:05.728612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-05T20:25:05.728872] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-05T20:25:05.729640] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-05T20:25:05.729689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:05.729719] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:05.729744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:05.729813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:05.784838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:05.785476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:05.785553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:05.785604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:05.901294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:05.901447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:05.901486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:05.901514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:05.904802] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=87.50%)
[2025-12-05T20:25:05.905063] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-05T20:25:05.905179] [INFO ] [sig       ] JBND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:06.040348] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JBND.txt
[2025-12-05T20:25:06.040470] [INFO ] [sig       ] [1780/3626] Completed JBND in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:06.040508] [INFO ] [sig       ] [1781/3626] Forecasting JBSS...
[2025-12-05T20:25:06.040536] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-05T20:25:06.040564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-05T20:25:06.051015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-05T20:25:06.051278] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-05T20:25:06.052043] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-05T20:25:06.052092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:06.052123] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:06.052150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:06.052205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:06.106920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:06.107511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:06.107626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:06.107660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:06.226039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:06.226206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:06.226247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:06.226276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:06.229756] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-05T20:25:06.230050] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-05T20:25:06.230201] [INFO ] [sig       ] JBSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:06.368279] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JBSS.txt
[2025-12-05T20:25:06.368416] [INFO ] [sig       ] [1781/3626] Completed JBSS in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:06.368462] [INFO ] [sig       ] [1782/3626] Forecasting JCE...
[2025-12-05T20:25:06.368493] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-05T20:25:06.368523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-05T20:25:06.379601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-05T20:25:06.379958] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-05T20:25:06.380807] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-05T20:25:06.380873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:06.380905] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:06.380932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:06.380990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:06.437033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:06.437922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:06.438008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:06.438042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:06.553511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:06.553673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:06.553713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:06.553741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:06.557020] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=16.74%)
[2025-12-05T20:25:06.557278] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-05T20:25:06.557397] [INFO ] [sig       ] JCE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:06.692106] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JCE.txt
[2025-12-05T20:25:06.692234] [INFO ] [sig       ] [1782/3626] Completed JCE in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:06.692271] [INFO ] [sig       ] [1783/3626] Forecasting JCI...
[2025-12-05T20:25:06.692300] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-05T20:25:06.692329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-05T20:25:06.702712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-05T20:25:06.703037] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-05T20:25:06.703844] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-05T20:25:06.703894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:06.703926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:06.703953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:06.704010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:06.758694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:06.759323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:06.759398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:06.759429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:06.875857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:06.875998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:06.876036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:06.876064] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:06.879309] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=90.85%)
[2025-12-05T20:25:06.879566] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-05T20:25:06.879705] [INFO ] [sig       ] JCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:07.016931] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JCI.txt
[2025-12-05T20:25:07.017073] [INFO ] [sig       ] [1783/3626] Completed JCI in 0.3s | 2.96 sym/s | Total: 10.0m | ETA: 10.4m
[2025-12-05T20:25:07.017113] [INFO ] [sig       ] [1784/3626] Forecasting JD...
[2025-12-05T20:25:07.017142] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-05T20:25:07.017171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-05T20:25:07.028124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-05T20:25:07.028491] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-05T20:25:07.029310] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-05T20:25:07.029361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:07.029393] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:07.029418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:07.029473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:07.086066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:07.086958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:07.087042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:07.087076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:07.208151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:07.208327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:07.208376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:07.208414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:07.212193] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=92.68%)
[2025-12-05T20:25:07.212488] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-05T20:25:07.212645] [INFO ] [sig       ] JD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:07.349553] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JD.txt
[2025-12-05T20:25:07.349746] [INFO ] [sig       ] [1784/3626] Completed JD in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:07.349786] [INFO ] [sig       ] [1785/3626] Forecasting JDZG...
[2025-12-05T20:25:07.349815] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-05T20:25:07.349843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-05T20:25:07.360203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JDZG'.
[2025-12-05T20:25:07.360551] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-05T20:25:07.361320] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-05T20:25:07.361369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:07.361401] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:07.361427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:07.361482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:07.417719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:07.418555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:07.418654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:07.418687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:07.536826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:07.536967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:07.537005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:07.537033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:07.540283] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: UP (p=63.07%)
[2025-12-05T20:25:07.540540] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-05T20:25:07.540686] [INFO ] [sig       ] JDZG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:07.676116] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JDZG.txt
[2025-12-05T20:25:07.676231] [INFO ] [sig       ] [1785/3626] Completed JDZG in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:07.676275] [INFO ] [sig       ] [1786/3626] Forecasting JEF...
[2025-12-05T20:25:07.676305] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-05T20:25:07.676334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-05T20:25:07.688147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-05T20:25:07.688486] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-05T20:25:07.689317] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-05T20:25:07.689367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:07.689400] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:07.689426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:07.689481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:07.749915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:07.750883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:07.750985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:07.751035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:07.880116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:07.880273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:07.880312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:07.880344] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:07.883825] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-05T20:25:07.884151] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-05T20:25:07.884309] [INFO ] [sig       ] JEF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:08.019378] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JEF.txt
[2025-12-05T20:25:08.019505] [INFO ] [sig       ] [1786/3626] Completed JEF in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:08.019544] [INFO ] [sig       ] [1787/3626] Forecasting JELD...
[2025-12-05T20:25:08.019589] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-05T20:25:08.019621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-05T20:25:08.190891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-05T20:25:08.191210] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-05T20:25:08.191976] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-05T20:25:08.192025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:08.192057] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:08.192083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:08.192138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:08.247247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:08.247904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:08.247981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:08.248013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:08.366792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:08.366942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:08.366978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:08.367006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:08.370900] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2025-12-05T20:25:08.371208] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-05T20:25:08.371361] [INFO ] [sig       ] JELD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:08.505751] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JELD.txt
[2025-12-05T20:25:08.505873] [INFO ] [sig       ] [1787/3626] Completed JELD in 0.5s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:08.505911] [INFO ] [sig       ] [1788/3626] Forecasting JEPQ...
[2025-12-05T20:25:08.505939] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-05T20:25:08.505967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-05T20:25:08.517776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-05T20:25:08.518219] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-05T20:25:08.519117] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-05T20:25:08.519176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:08.519238] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:08.519266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:08.519323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:08.577218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:08.578200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:08.578289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:08.578324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:08.707286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:08.707443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:08.707483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:08.707512] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:08.711027] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2025-12-05T20:25:08.711335] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-05T20:25:08.711476] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:08.851752] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JEPQ.txt
[2025-12-05T20:25:08.851909] [INFO ] [sig       ] [1788/3626] Completed JEPQ in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:08.851949] [INFO ] [sig       ] [1789/3626] Forecasting JFIN...
[2025-12-05T20:25:08.851981] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-05T20:25:08.852010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-05T20:25:08.863635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-05T20:25:08.864003] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-05T20:25:08.864830] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-05T20:25:08.864880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:08.864910] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:08.864936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:08.864991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:08.919635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:08.920409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:08.920510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:08.920541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:09.040036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:09.040209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:09.040269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:09.040297] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:09.043608] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-05T20:25:09.043869] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-05T20:25:09.043991] [INFO ] [sig       ] JFIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:09.179396] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JFIN.txt
[2025-12-05T20:25:09.179549] [INFO ] [sig       ] [1789/3626] Completed JFIN in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.4m
[2025-12-05T20:25:09.179604] [INFO ] [sig       ] [1790/3626] Forecasting JGLO...
[2025-12-05T20:25:09.179635] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-05T20:25:09.179665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-05T20:25:09.190311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-05T20:25:09.190652] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-05T20:25:09.191402] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-05T20:25:09.191452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:09.191484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:09.191510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:09.191566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:09.246417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:09.247258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:09.247342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:09.247374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:09.363383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:09.363536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:09.363591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:09.363623] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:09.366905] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-05T20:25:09.367176] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-05T20:25:09.367302] [INFO ] [sig       ] JGLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:09.503285] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JGLO.txt
[2025-12-05T20:25:09.503409] [INFO ] [sig       ] [1790/3626] Completed JGLO in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:09.503446] [INFO ] [sig       ] [1791/3626] Forecasting JHG...
[2025-12-05T20:25:09.503475] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-05T20:25:09.503505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-05T20:25:09.514823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-05T20:25:09.515176] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-05T20:25:09.515960] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-05T20:25:09.516010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:09.516040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:09.516066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:09.516121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:09.576509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:09.577455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:09.577539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:09.577592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:09.705690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:09.705863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:09.705904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:09.705969] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:09.709442] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=23.73%)
[2025-12-05T20:25:09.709738] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-05T20:25:09.709865] [INFO ] [sig       ] JHG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:09.846739] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JHG.txt
[2025-12-05T20:25:09.846861] [INFO ] [sig       ] [1791/3626] Completed JHG in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:09.846898] [INFO ] [sig       ] [1792/3626] Forecasting JHI...
[2025-12-05T20:25:09.846927] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-05T20:25:09.846957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-05T20:25:09.858415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-05T20:25:09.858803] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-05T20:25:09.859655] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-05T20:25:09.859707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:09.859738] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:09.859764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:09.859818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:09.915794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:09.916723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:09.916804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:09.916836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:10.024403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:10.024563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:10.024622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:10.024649] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:10.027956] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-05T20:25:10.028217] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-05T20:25:10.028339] [INFO ] [sig       ] JHI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:10.163486] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JHI.txt
[2025-12-05T20:25:10.163635] [INFO ] [sig       ] [1792/3626] Completed JHI in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:10.163675] [INFO ] [sig       ] [1793/3626] Forecasting JHX...
[2025-12-05T20:25:10.163704] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-05T20:25:10.163733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-05T20:25:10.174506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-05T20:25:10.174839] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-05T20:25:10.175611] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-05T20:25:10.175677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:10.175723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:10.175750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:10.175805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:10.230414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:10.231159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:10.231238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:10.231268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:10.361133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:10.361285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:10.361324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:10.361353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:10.364732] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=30.29%)
[2025-12-05T20:25:10.364990] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-05T20:25:10.365109] [INFO ] [sig       ] JHX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:10.503273] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JHX.txt
[2025-12-05T20:25:10.503419] [INFO ] [sig       ] [1793/3626] Completed JHX in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:10.503457] [INFO ] [sig       ] [1794/3626] Forecasting JILL...
[2025-12-05T20:25:10.503486] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-05T20:25:10.503516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-05T20:25:10.514500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-05T20:25:10.514796] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-05T20:25:10.515552] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-05T20:25:10.515620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:10.515651] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:10.515677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:10.515731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:10.570988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:10.571643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:10.571720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:10.571751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:10.688798] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:10.688952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:10.688992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:10.689018] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:10.692344] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=75.90%)
[2025-12-05T20:25:10.692623] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-05T20:25:10.692740] [INFO ] [sig       ] JILL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:10.829383] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JILL.txt
[2025-12-05T20:25:10.829503] [INFO ] [sig       ] [1794/3626] Completed JILL in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:10.829541] [INFO ] [sig       ] [1795/3626] Forecasting JIVE...
[2025-12-05T20:25:10.829585] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-05T20:25:10.829617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-05T20:25:10.839617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-05T20:25:10.839906] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-05T20:25:10.840688] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-05T20:25:10.840738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:10.840769] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:10.840795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:10.840850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:10.897406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:10.898153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:10.898234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:10.898265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:11.007769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:11.007945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:11.007985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:11.008012] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:11.011237] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2025-12-05T20:25:11.011493] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-05T20:25:11.011627] [INFO ] [sig       ] JIVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:11.145613] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JIVE.txt
[2025-12-05T20:25:11.145724] [INFO ] [sig       ] [1795/3626] Completed JIVE in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:11.145762] [INFO ] [sig       ] [1796/3626] Forecasting JJSF...
[2025-12-05T20:25:11.145790] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-05T20:25:11.145818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-05T20:25:11.156414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-05T20:25:11.156715] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-05T20:25:11.157479] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-05T20:25:11.157529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:11.157561] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:11.157608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:11.157668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:11.213461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:11.214077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:11.214151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:11.214184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:11.333260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:11.333404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:11.333443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:11.333472] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:11.336810] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=37.95%)
[2025-12-05T20:25:11.337073] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-05T20:25:11.337193] [INFO ] [sig       ] JJSF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:11.471858] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JJSF.txt
[2025-12-05T20:25:11.471973] [INFO ] [sig       ] [1796/3626] Completed JJSF in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:11.472011] [INFO ] [sig       ] [1797/3626] Forecasting JKHY...
[2025-12-05T20:25:11.472047] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-05T20:25:11.472076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-05T20:25:11.482662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-05T20:25:11.482927] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-05T20:25:11.483686] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-05T20:25:11.483735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:11.483765] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:11.483791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:11.483847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:11.539231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:11.539869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:11.539943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:11.539976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:11.659019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:11.659166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:11.659204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:11.659232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:11.662524] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-05T20:25:11.662798] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-05T20:25:11.662916] [INFO ] [sig       ] JKHY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:11.801936] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JKHY.txt
[2025-12-05T20:25:11.802061] [INFO ] [sig       ] [1797/3626] Completed JKHY in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:11.802097] [INFO ] [sig       ] [1798/3626] Forecasting JKS...
[2025-12-05T20:25:11.802126] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-05T20:25:11.802155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-05T20:25:11.814124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-05T20:25:11.814434] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-05T20:25:11.815692] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-05T20:25:11.815744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:11.815776] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:11.815802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:11.815858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:11.873057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:11.873757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:11.873879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:11.873927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:11.992185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:11.992328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:11.992366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:11.992393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:11.995663] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-05T20:25:11.995918] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-05T20:25:11.996035] [INFO ] [sig       ] JKS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:12.132224] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JKS.txt
[2025-12-05T20:25:12.132359] [INFO ] [sig       ] [1798/3626] Completed JKS in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:12.132395] [INFO ] [sig       ] [1799/3626] Forecasting JLL...
[2025-12-05T20:25:12.132424] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-05T20:25:12.132455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-05T20:25:12.142738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-05T20:25:12.143012] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-05T20:25:12.143807] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-05T20:25:12.143858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:12.143891] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:12.143919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:12.143974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:12.199195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:12.199969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:12.200044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:12.200076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:12.321515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:12.321666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:12.321706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:12.321735] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:12.325107] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-05T20:25:12.325379] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-05T20:25:12.325504] [INFO ] [sig       ] JLL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:12.461288] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JLL.txt
[2025-12-05T20:25:12.461409] [INFO ] [sig       ] [1799/3626] Completed JLL in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:12.461446] [INFO ] [sig       ] [1800/3626] Forecasting JLS...
[2025-12-05T20:25:12.461474] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-05T20:25:12.461503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-05T20:25:12.471854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-05T20:25:12.472142] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-05T20:25:12.472942] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-05T20:25:12.472993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:12.473024] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:12.473050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:12.473105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:12.528848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:12.529535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:12.529639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:12.529674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:12.640406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:12.640559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:12.640642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:12.640694] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:12.643999] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=16.12%)
[2025-12-05T20:25:12.644262] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-05T20:25:12.644384] [INFO ] [sig       ] JLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:12.783368] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JLS.txt
[2025-12-05T20:25:12.783488] [INFO ] [sig       ] [1800/3626] Completed JLS in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:12.783526] [INFO ] [sig       ] [1801/3626] Forecasting JMIA...
[2025-12-05T20:25:12.783560] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-05T20:25:12.783619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-05T20:25:12.794334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-05T20:25:12.794606] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-05T20:25:12.795351] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-05T20:25:12.795400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:12.795431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:12.795457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:12.795512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:12.853722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:12.854346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:12.854420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:12.854451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:12.979866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:12.980011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:12.980049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:12.980077] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:12.983332] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-05T20:25:12.983627] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-05T20:25:12.983777] [INFO ] [sig       ] JMIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:13.118891] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JMIA.txt
[2025-12-05T20:25:13.119044] [INFO ] [sig       ] [1801/3626] Completed JMIA in 0.3s | 2.96 sym/s | Total: 10.1m | ETA: 10.3m
[2025-12-05T20:25:13.119093] [INFO ] [sig       ] [1802/3626] Forecasting JMSB...
[2025-12-05T20:25:13.119131] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-05T20:25:13.119171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-05T20:25:13.129531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-05T20:25:13.129833] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-05T20:25:13.130570] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-05T20:25:13.130636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:13.130667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:13.130694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:13.130749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:13.186585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:13.187316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:13.187391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:13.187462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:13.288773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:13.288923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:13.288963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:13.288993] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:13.292315] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=14.81%)
[2025-12-05T20:25:13.292592] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-05T20:25:13.292714] [INFO ] [sig       ] JMSB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:13.428637] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JMSB.txt
[2025-12-05T20:25:13.428749] [INFO ] [sig       ] [1802/3626] Completed JMSB in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-05T20:25:13.428787] [INFO ] [sig       ] [1803/3626] Forecasting JNJ...
[2025-12-05T20:25:13.428815] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-05T20:25:13.428844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-05T20:25:13.439709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-05T20:25:13.439993] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-05T20:25:13.440808] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-05T20:25:13.440860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:13.440892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:13.440919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:13.440977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:13.496542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:13.497158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:13.497244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:13.497283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:13.622802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:13.622971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:13.623011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:13.623046] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:13.626411] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2025-12-05T20:25:13.626694] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-05T20:25:13.626812] [INFO ] [sig       ] JNJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:13.763889] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JNJ.txt
[2025-12-05T20:25:13.764017] [INFO ] [sig       ] [1803/3626] Completed JNJ in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-05T20:25:13.764055] [INFO ] [sig       ] [1804/3626] Forecasting JOBY...
[2025-12-05T20:25:13.764084] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-05T20:25:13.764113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-05T20:25:13.774661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-05T20:25:13.774935] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-05T20:25:13.775781] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-05T20:25:13.775833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:13.775865] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:13.775905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:13.775962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:13.831834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:13.832420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:13.832493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:13.832524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:13.949909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:13.950057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:13.950096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:13.950124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:13.953376] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: DOWN (p=16.93%)
[2025-12-05T20:25:13.953649] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-05T20:25:13.953764] [INFO ] [sig       ] JOBY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:14.092941] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JOBY.txt
[2025-12-05T20:25:14.093081] [INFO ] [sig       ] [1804/3626] Completed JOBY in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-05T20:25:14.093120] [INFO ] [sig       ] [1805/3626] Forecasting JOE...
[2025-12-05T20:25:14.093150] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-05T20:25:14.093185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-05T20:25:14.104259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2025-12-05T20:25:14.104533] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-05T20:25:14.105333] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-05T20:25:14.105386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:14.105456] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:14.105486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:14.105541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:14.163809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:14.164523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:14.164628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:14.164668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:14.285856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:14.286012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:14.286053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:14.286080] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:14.289486] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-12-05T20:25:14.289776] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-05T20:25:14.289897] [INFO ] [sig       ] JOE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:14.431268] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JOE.txt
[2025-12-05T20:25:14.431431] [INFO ] [sig       ] [1805/3626] Completed JOE in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-05T20:25:14.431472] [INFO ] [sig       ] [1806/3626] Forecasting JOF...
[2025-12-05T20:25:14.431500] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-05T20:25:14.431529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-05T20:25:14.442282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-05T20:25:14.442606] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-05T20:25:14.443400] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-05T20:25:14.443450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:14.443480] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:14.443505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:14.443560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:14.498889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:14.499493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:14.499569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:14.499619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:14.612471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:14.612626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:14.612667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:14.612693] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:14.615954] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-05T20:25:14.616225] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-05T20:25:14.616365] [INFO ] [sig       ] JOF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:14.753125] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JOF.txt
[2025-12-05T20:25:14.753240] [INFO ] [sig       ] [1806/3626] Completed JOF in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.3m
[2025-12-05T20:25:14.753277] [INFO ] [sig       ] [1807/3626] Forecasting JPC...
[2025-12-05T20:25:14.753306] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-05T20:25:14.753334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-05T20:25:14.763704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-05T20:25:14.763973] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-05T20:25:14.764764] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-05T20:25:14.764812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:14.764843] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:14.764868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:14.764923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:14.820390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:14.820993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:14.821066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:14.821097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:14.938791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:14.938957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:14.938998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:14.939026] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:14.942443] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=61.04%)
[2025-12-05T20:25:14.942730] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-05T20:25:14.942855] [INFO ] [sig       ] JPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:15.082934] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JPC.txt
[2025-12-05T20:25:15.083064] [INFO ] [sig       ] [1807/3626] Completed JPC in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:15.083103] [INFO ] [sig       ] [1808/3626] Forecasting JPEF...
[2025-12-05T20:25:15.083131] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-05T20:25:15.083167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-05T20:25:15.093561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2025-12-05T20:25:15.093850] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-05T20:25:15.094609] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-05T20:25:15.094657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:15.094688] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:15.094714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:15.094770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:15.150542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:15.151211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:15.151286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:15.151318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:15.271124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:15.271286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:15.271325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:15.271382] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:15.274755] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-05T20:25:15.275018] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-05T20:25:15.275138] [INFO ] [sig       ] JPEF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:15.413451] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JPEF.txt
[2025-12-05T20:25:15.413597] [INFO ] [sig       ] [1808/3626] Completed JPEF in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:15.413638] [INFO ] [sig       ] [1809/3626] Forecasting JPM...
[2025-12-05T20:25:15.413666] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-05T20:25:15.413695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-05T20:25:15.423988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2025-12-05T20:25:15.424261] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-05T20:25:15.425034] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-05T20:25:15.425084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:15.425114] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:15.425138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:15.425192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:15.481619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:15.482261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:15.482336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:15.482367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:15.606762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:15.606890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:15.606928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:15.606955] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:15.610265] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-12-05T20:25:15.610543] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-05T20:25:15.610681] [INFO ] [sig       ] JPM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:15.751692] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JPM.txt
[2025-12-05T20:25:15.751820] [INFO ] [sig       ] [1809/3626] Completed JPM in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:15.751858] [INFO ] [sig       ] [1810/3626] Forecasting JQC...
[2025-12-05T20:25:15.751887] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-05T20:25:15.751916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-05T20:25:15.762983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-05T20:25:15.763229] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-05T20:25:15.764055] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-05T20:25:15.764106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:15.764137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:15.764162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:15.764217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:15.820262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:15.820974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:15.821051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:15.821082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:15.941060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:15.941205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:15.941244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:15.941274] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:15.944544] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2025-12-05T20:25:15.944822] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-05T20:25:15.944938] [INFO ] [sig       ] JQC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:16.081412] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JQC.txt
[2025-12-05T20:25:16.081534] [INFO ] [sig       ] [1810/3626] Completed JQC in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:16.081585] [INFO ] [sig       ] [1811/3626] Forecasting JRI...
[2025-12-05T20:25:16.081617] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-05T20:25:16.081647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-05T20:25:16.092429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-05T20:25:16.092702] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-05T20:25:16.093467] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-05T20:25:16.093516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:16.093545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:16.093597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:16.093658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:16.149516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:16.150102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:16.150175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:16.150206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:16.263602] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:16.263738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:16.263775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:16.263804] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:16.267085] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=8.46%)
[2025-12-05T20:25:16.267349] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-05T20:25:16.267468] [INFO ] [sig       ] JRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:16.404085] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JRI.txt
[2025-12-05T20:25:16.404199] [INFO ] [sig       ] [1811/3626] Completed JRI in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:16.404236] [INFO ] [sig       ] [1812/3626] Forecasting JRS...
[2025-12-05T20:25:16.404265] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-05T20:25:16.404295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-05T20:25:16.414551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-05T20:25:16.414852] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-05T20:25:16.415626] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-05T20:25:16.415677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:16.415709] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:16.415736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:16.415808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:16.473118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:16.473777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:16.473854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:16.473886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:16.594202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:16.594353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:16.594409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:16.594439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:16.597875] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=33.92%)
[2025-12-05T20:25:16.598140] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-05T20:25:16.598270] [INFO ] [sig       ] JRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:16.736609] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JRS.txt
[2025-12-05T20:25:16.736735] [INFO ] [sig       ] [1812/3626] Completed JRS in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:16.736775] [INFO ] [sig       ] [1813/3626] Forecasting JSM...
[2025-12-05T20:25:16.736813] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-05T20:25:16.736854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-05T20:25:16.747473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2025-12-05T20:25:16.747776] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-05T20:25:16.748553] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-05T20:25:16.748626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:16.748659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:16.748686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:16.748756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:16.804462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:16.805053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:16.805127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:16.805158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:16.916302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:16.916468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:16.916508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:16.916536] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:16.919952] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-05T20:25:16.920227] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-05T20:25:16.920350] [INFO ] [sig       ] JSM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:17.057103] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JSM.txt
[2025-12-05T20:25:17.057220] [INFO ] [sig       ] [1813/3626] Completed JSM in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:17.057258] [INFO ] [sig       ] [1814/3626] Forecasting JSMD...
[2025-12-05T20:25:17.057286] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-05T20:25:17.057314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-05T20:25:17.068085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2025-12-05T20:25:17.068371] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-05T20:25:17.069142] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-05T20:25:17.069191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:17.069225] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:17.069256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:17.069324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:17.125232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:17.125820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:17.125895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:17.125925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:17.252303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:17.252449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:17.252487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:17.252514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:17.255853] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2025-12-05T20:25:17.256118] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-05T20:25:17.256234] [INFO ] [sig       ] JSMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:17.392931] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JSMD.txt
[2025-12-05T20:25:17.393040] [INFO ] [sig       ] [1814/3626] Completed JSMD in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:17.393076] [INFO ] [sig       ] [1815/3626] Forecasting JSML...
[2025-12-05T20:25:17.393104] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-05T20:25:17.393133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-05T20:25:17.403080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-05T20:25:17.403377] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-05T20:25:17.404137] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-05T20:25:17.404187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:17.404218] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:17.404245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:17.404301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:17.459525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:17.460195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:17.460298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:17.460333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:17.575123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:17.575257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:17.575295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:17.575323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:17.578655] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-05T20:25:17.578911] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-05T20:25:17.579027] [INFO ] [sig       ] JSML: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:17.716879] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JSML.txt
[2025-12-05T20:25:17.716999] [INFO ] [sig       ] [1815/3626] Completed JSML in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:17.717036] [INFO ] [sig       ] [1816/3626] Forecasting JTAI...
[2025-12-05T20:25:17.717066] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-05T20:25:17.717094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-05T20:25:17.727245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-05T20:25:17.727521] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-05T20:25:17.728310] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-05T20:25:17.728360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:17.728390] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:17.728415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:17.728470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:17.784488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:17.785273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:17.785352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:17.785383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:17.905675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:17.905826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:17.905866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:17.905895] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:17.909228] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: UP (p=82.70%)
[2025-12-05T20:25:17.909487] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-05T20:25:17.909622] [INFO ] [sig       ] JTAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:18.048275] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JTAI.txt
[2025-12-05T20:25:18.048427] [INFO ] [sig       ] [1816/3626] Completed JTAI in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:18.048467] [INFO ] [sig       ] [1817/3626] Forecasting JTEK...
[2025-12-05T20:25:18.048496] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-05T20:25:18.048525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-05T20:25:18.059251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-05T20:25:18.059546] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-05T20:25:18.060356] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-05T20:25:18.060420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:18.060451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:18.060477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:18.060532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:18.116045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:18.116807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:18.116885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:18.116917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:18.234464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:18.234634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:18.234674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:18.234702] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:18.238036] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=81.38%)
[2025-12-05T20:25:18.238308] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-05T20:25:18.238452] [INFO ] [sig       ] JTEK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:18.377827] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JTEK.txt
[2025-12-05T20:25:18.377959] [INFO ] [sig       ] [1817/3626] Completed JTEK in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:18.378000] [INFO ] [sig       ] [1818/3626] Forecasting JVA...
[2025-12-05T20:25:18.378028] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-05T20:25:18.378056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-05T20:25:18.388433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-05T20:25:18.388736] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-05T20:25:18.389518] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-05T20:25:18.389568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:18.389621] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:18.389649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:18.389705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:18.447086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:18.447773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:18.447868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:18.447902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:18.567503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:18.567673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:18.567713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:18.567743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:18.571176] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=4.41%)
[2025-12-05T20:25:18.571468] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-05T20:25:18.571618] [INFO ] [sig       ] JVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:18.713246] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/JVA.txt
[2025-12-05T20:25:18.713426] [INFO ] [sig       ] [1818/3626] Completed JVA in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:18.713467] [INFO ] [sig       ] [1819/3626] Forecasting JXN...
[2025-12-05T20:25:18.713496] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-05T20:25:18.713525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-05T20:25:18.724245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2025-12-05T20:25:18.724647] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-05T20:25:18.725403] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-05T20:25:18.725453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:18.725484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:18.725511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:18.725593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:18.782466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:18.783326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:18.783412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:18.783444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:18.906026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:18.906174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:18.906215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:18.906243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:18.909552] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=68.82%)
[2025-12-05T20:25:18.909842] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-05T20:25:18.909964] [INFO ] [sig       ] JXN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:19.047816] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/JXN.txt
[2025-12-05T20:25:19.047962] [INFO ] [sig       ] [1819/3626] Completed JXN in 0.3s | 2.96 sym/s | Total: 10.2m | ETA: 10.2m
[2025-12-05T20:25:19.048000] [INFO ] [sig       ] [1820/3626] Forecasting K...
[2025-12-05T20:25:19.048028] [INFO ] [sig       ] Generating forecast for: K
[2025-12-05T20:25:19.048057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-05T20:25:19.058787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-05T20:25:19.059055] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-05T20:25:19.059848] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-05T20:25:19.059897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:19.059927] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:19.059952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:19.060007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:19.116866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:19.117563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:19.117662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:19.117693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:19.241893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:19.242041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:19.242080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:19.242107] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:19.245405] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=26.74%)
[2025-12-05T20:25:19.245692] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-05T20:25:19.245814] [INFO ] [sig       ] K: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:19.382948] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/K.txt
[2025-12-05T20:25:19.383069] [INFO ] [sig       ] [1820/3626] Completed K in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-05T20:25:19.383112] [INFO ] [sig       ] [1821/3626] Forecasting KAI...
[2025-12-05T20:25:19.383141] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-05T20:25:19.383170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-05T20:25:19.394419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2025-12-05T20:25:19.394812] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-05T20:25:19.395648] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-05T20:25:19.395700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:19.395732] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:19.395759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:19.395814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:19.451267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:19.452061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:19.452141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:19.452173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:19.570323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:19.570490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:19.570529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:19.570557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:19.574064] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2025-12-05T20:25:19.574357] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-05T20:25:19.574494] [INFO ] [sig       ] KAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:19.713700] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KAI.txt
[2025-12-05T20:25:19.713895] [INFO ] [sig       ] [1821/3626] Completed KAI in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-05T20:25:19.713945] [INFO ] [sig       ] [1822/3626] Forecasting KARO...
[2025-12-05T20:25:19.713982] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-05T20:25:19.714020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-05T20:25:19.728462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-05T20:25:19.728917] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-05T20:25:19.729982] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-05T20:25:19.730046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:19.730125] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:19.730168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:19.730251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:19.795622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:19.796460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:19.796547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:19.796624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:19.920305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:19.920479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:19.920522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:19.920551] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:19.924006] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=81.51%)
[2025-12-05T20:25:19.924267] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-05T20:25:19.924425] [INFO ] [sig       ] KARO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:20.065111] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KARO.txt
[2025-12-05T20:25:20.065258] [INFO ] [sig       ] [1822/3626] Completed KARO in 0.4s | 2.96 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-05T20:25:20.065296] [INFO ] [sig       ] [1823/3626] Forecasting KB...
[2025-12-05T20:25:20.065324] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-05T20:25:20.065353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-05T20:25:20.076284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-05T20:25:20.076618] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-05T20:25:20.077371] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-05T20:25:20.077420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:20.077450] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:20.077476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:20.077530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:20.133111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:20.133687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:20.133762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:20.133793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:20.253074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:20.253196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:20.253233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:20.253260] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:20.256533] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=47.84%)
[2025-12-05T20:25:20.256809] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-05T20:25:20.256929] [INFO ] [sig       ] KB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:20.393954] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KB.txt
[2025-12-05T20:25:20.394079] [INFO ] [sig       ] [1823/3626] Completed KB in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.2m
[2025-12-05T20:25:20.394117] [INFO ] [sig       ] [1824/3626] Forecasting KBH...
[2025-12-05T20:25:20.394153] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-05T20:25:20.394181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-05T20:25:20.404227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-05T20:25:20.404510] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-05T20:25:20.405262] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-05T20:25:20.405314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:20.405351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:20.405383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:20.405450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:20.462035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:20.462621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:20.462692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:20.462723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:20.579933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:20.580086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:20.580124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:20.580168] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:20.583522] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-05T20:25:20.583822] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-05T20:25:20.583947] [INFO ] [sig       ] KBH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:20.720816] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KBH.txt
[2025-12-05T20:25:20.720932] [INFO ] [sig       ] [1824/3626] Completed KBH in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:20.720969] [INFO ] [sig       ] [1825/3626] Forecasting KBWB...
[2025-12-05T20:25:20.720997] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-05T20:25:20.721026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-05T20:25:20.731217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-05T20:25:20.731458] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-05T20:25:20.732197] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-05T20:25:20.732246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:20.732275] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:20.732301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:20.732355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:20.788704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:20.789274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:20.789348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:20.789379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:20.909907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:20.910016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:20.910052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:20.910108] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:20.913292] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: UP (p=95.79%)
[2025-12-05T20:25:20.913554] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-05T20:25:20.913693] [INFO ] [sig       ] KBWB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:21.050156] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KBWB.txt
[2025-12-05T20:25:21.050265] [INFO ] [sig       ] [1825/3626] Completed KBWB in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:21.050302] [INFO ] [sig       ] [1826/3626] Forecasting KBWD...
[2025-12-05T20:25:21.050332] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-05T20:25:21.050364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-05T20:25:21.060004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-05T20:25:21.060255] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-05T20:25:21.061016] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-05T20:25:21.061067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:21.061098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:21.061126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:21.061182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:21.116478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:21.117055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:21.117141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:21.117173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:21.234255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:21.234361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:21.234395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:21.234423] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:21.237486] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2025-12-05T20:25:21.237761] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-05T20:25:21.237898] [INFO ] [sig       ] KBWD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:21.376544] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KBWD.txt
[2025-12-05T20:25:21.376699] [INFO ] [sig       ] [1826/3626] Completed KBWD in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:21.376737] [INFO ] [sig       ] [1827/3626] Forecasting KBWP...
[2025-12-05T20:25:21.376767] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-05T20:25:21.376797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-05T20:25:21.387659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-05T20:25:21.387964] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-05T20:25:21.388824] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-05T20:25:21.388874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:21.388907] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:21.388933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:21.388990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:21.446341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:21.447086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:21.447168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:21.447201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:21.560656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:21.560821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:21.560863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:21.560891] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:21.564489] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2025-12-05T20:25:21.564827] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-05T20:25:21.564963] [INFO ] [sig       ] KBWP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:21.709301] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KBWP.txt
[2025-12-05T20:25:21.709461] [INFO ] [sig       ] [1827/3626] Completed KBWP in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:21.709507] [INFO ] [sig       ] [1828/3626] Forecasting KBWY...
[2025-12-05T20:25:21.709539] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-05T20:25:21.709584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-05T20:25:21.721222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-05T20:25:21.721612] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-05T20:25:21.722367] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-05T20:25:21.722416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:21.722447] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:21.722489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:21.722550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:21.780059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:21.780891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:21.780973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:21.781007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:21.898317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:21.898467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:21.898507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:21.898536] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:21.901914] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=34.98%)
[2025-12-05T20:25:21.902179] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-05T20:25:21.902300] [INFO ] [sig       ] KBWY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:22.043970] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KBWY.txt
[2025-12-05T20:25:22.044110] [INFO ] [sig       ] [1828/3626] Completed KBWY in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:22.044149] [INFO ] [sig       ] [1829/3626] Forecasting KC...
[2025-12-05T20:25:22.044176] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-05T20:25:22.044205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-05T20:25:22.055131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-05T20:25:22.055450] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-05T20:25:22.056245] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-05T20:25:22.056296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:22.056328] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:22.056354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:22.056410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:22.114561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:22.115335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:22.115412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:22.115446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:22.239911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:22.240079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:22.240122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:22.240151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:22.243525] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-05T20:25:22.243810] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-05T20:25:22.243936] [INFO ] [sig       ] KC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:22.381381] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KC.txt
[2025-12-05T20:25:22.381519] [INFO ] [sig       ] [1829/3626] Completed KC in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:22.381558] [INFO ] [sig       ] [1830/3626] Forecasting KD...
[2025-12-05T20:25:22.381606] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-05T20:25:22.381637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-05T20:25:22.392439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-05T20:25:22.392747] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-05T20:25:22.393531] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-05T20:25:22.393604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:22.393639] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:22.393667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:22.393723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:22.450422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:22.451185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:22.451263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:22.451296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:22.577017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:22.577173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:22.577214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:22.577243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:22.581358] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2025-12-05T20:25:22.581758] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-05T20:25:22.581924] [INFO ] [sig       ] KD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:22.722663] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KD.txt
[2025-12-05T20:25:22.722792] [INFO ] [sig       ] [1830/3626] Completed KD in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:22.722830] [INFO ] [sig       ] [1831/3626] Forecasting KDP...
[2025-12-05T20:25:22.722859] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-05T20:25:22.722888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-05T20:25:22.734292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-05T20:25:22.734681] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-05T20:25:22.735443] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-05T20:25:22.735492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:22.735523] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:22.735548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:22.735622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:22.793386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:22.794330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:22.794416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:22.794449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:22.914257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:22.914395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:22.914434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:22.914462] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:22.917842] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=26.57%)
[2025-12-05T20:25:22.918108] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-05T20:25:22.918230] [INFO ] [sig       ] KDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:23.055824] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KDP.txt
[2025-12-05T20:25:23.055944] [INFO ] [sig       ] [1831/3626] Completed KDP in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:23.055980] [INFO ] [sig       ] [1832/3626] Forecasting KE...
[2025-12-05T20:25:23.056009] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-05T20:25:23.056044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-05T20:25:23.067321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-05T20:25:23.067664] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-05T20:25:23.068510] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-05T20:25:23.068560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:23.068612] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:23.068640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:23.068695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:23.124522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:23.125258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:23.125338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:23.125401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:23.242265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:23.242432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:23.242472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:23.242501] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:23.245872] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=7.72%)
[2025-12-05T20:25:23.246139] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-05T20:25:23.246262] [INFO ] [sig       ] KE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:23.382323] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KE.txt
[2025-12-05T20:25:23.382468] [INFO ] [sig       ] [1832/3626] Completed KE in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:23.382514] [INFO ] [sig       ] [1833/3626] Forecasting KELYA...
[2025-12-05T20:25:23.382549] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-05T20:25:23.382598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-05T20:25:23.394061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-05T20:25:23.394444] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-05T20:25:23.395238] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-05T20:25:23.395289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:23.395319] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:23.395344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:23.395398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:23.450565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:23.451291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:23.451370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:23.451401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:23.575109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:23.575258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:23.575298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:23.575325] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:23.578784] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2025-12-05T20:25:23.579042] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-05T20:25:23.579159] [INFO ] [sig       ] KELYA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:23.759837] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KELYA.txt
[2025-12-05T20:25:23.759972] [INFO ] [sig       ] [1833/3626] Completed KELYA in 0.4s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:23.760011] [INFO ] [sig       ] [1834/3626] Forecasting KEN...
[2025-12-05T20:25:23.760039] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-05T20:25:23.760068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-05T20:25:23.770002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-05T20:25:23.770276] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-05T20:25:23.771042] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-05T20:25:23.771091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:23.771123] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:23.771149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:23.771205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:23.828794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:23.829397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:23.829478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:23.829512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:23.943991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:23.944133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:23.944171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:23.944199] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:23.947477] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2025-12-05T20:25:23.947750] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-05T20:25:23.947888] [INFO ] [sig       ] KEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:24.088692] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KEN.txt
[2025-12-05T20:25:24.088811] [INFO ] [sig       ] [1834/3626] Completed KEN in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:24.088848] [INFO ] [sig       ] [1835/3626] Forecasting KEP...
[2025-12-05T20:25:24.088876] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-05T20:25:24.088905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-05T20:25:24.099375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-05T20:25:24.099670] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-05T20:25:24.100402] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-05T20:25:24.100451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:24.100482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:24.100508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:24.100564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:24.158250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:24.158845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:24.158922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:24.158961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:24.278941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:24.279057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:24.279094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:24.279121] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:24.282332] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=46.38%)
[2025-12-05T20:25:24.282607] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-05T20:25:24.282724] [INFO ] [sig       ] KEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:24.424893] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KEP.txt
[2025-12-05T20:25:24.425020] [INFO ] [sig       ] [1835/3626] Completed KEP in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:24.425059] [INFO ] [sig       ] [1836/3626] Forecasting KEX...
[2025-12-05T20:25:24.425087] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-05T20:25:24.425116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-05T20:25:24.435731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2025-12-05T20:25:24.435990] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-05T20:25:24.436773] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-05T20:25:24.436823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:24.436854] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:24.436880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:24.436934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:24.494765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:24.495355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:24.495430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:24.495463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:24.618908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:24.619049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:24.619088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:24.619117] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:24.622660] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-05T20:25:24.623052] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-05T20:25:24.623244] [INFO ] [sig       ] KEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:24.766986] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KEX.txt
[2025-12-05T20:25:24.767159] [INFO ] [sig       ] [1836/3626] Completed KEX in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:24.767198] [INFO ] [sig       ] [1837/3626] Forecasting KEYS...
[2025-12-05T20:25:24.767227] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-05T20:25:24.767256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-05T20:25:24.778067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-05T20:25:24.778422] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-05T20:25:24.779234] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-05T20:25:24.779286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:24.779318] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:24.779346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:24.779403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:24.837709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:24.838563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:24.838665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:24.838696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:24.965858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:24.966016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:24.966055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:24.966083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:24.969381] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=86.99%)
[2025-12-05T20:25:24.969659] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-05T20:25:24.969779] [INFO ] [sig       ] KEYS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:25.110176] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KEYS.txt
[2025-12-05T20:25:25.110298] [INFO ] [sig       ] [1837/3626] Completed KEYS in 0.3s | 2.96 sym/s | Total: 10.3m | ETA: 10.1m
[2025-12-05T20:25:25.110335] [INFO ] [sig       ] [1838/3626] Forecasting KFS...
[2025-12-05T20:25:25.110363] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-05T20:25:25.110391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-05T20:25:25.120891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2025-12-05T20:25:25.121160] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-05T20:25:25.121957] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-05T20:25:25.122008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:25.122041] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:25.122068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:25.122124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:25.178645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:25.179207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:25.179278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:25.179309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:25.294280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:25.294389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:25.294426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:25.294455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:25.297732] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-05T20:25:25.298009] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-05T20:25:25.298128] [INFO ] [sig       ] KFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:25.436946] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KFS.txt
[2025-12-05T20:25:25.437066] [INFO ] [sig       ] [1838/3626] Completed KFS in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-05T20:25:25.437104] [INFO ] [sig       ] [1839/3626] Forecasting KFY...
[2025-12-05T20:25:25.437132] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-05T20:25:25.437160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-05T20:25:25.447240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-05T20:25:25.447489] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-05T20:25:25.448252] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-05T20:25:25.448301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:25.448355] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:25.448383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:25.448438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:25.504920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:25.505504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:25.505593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:25.505626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:25.619864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:25.619979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:25.620015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:25.620043] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:25.623296] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2025-12-05T20:25:25.623617] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-05T20:25:25.623792] [INFO ] [sig       ] KFY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:25.771002] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KFY.txt
[2025-12-05T20:25:25.771149] [INFO ] [sig       ] [1839/3626] Completed KFY in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-05T20:25:25.771187] [INFO ] [sig       ] [1840/3626] Forecasting KGS...
[2025-12-05T20:25:25.771217] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-05T20:25:25.771246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-05T20:25:25.781824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-05T20:25:25.782073] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-05T20:25:25.782817] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-05T20:25:25.782866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:25.782896] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:25.782922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:25.782977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:25.840707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:25.841410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:25.841486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:25.841517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:25.962554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:25.962714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:25.962754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:25.962782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:25.966055] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-05T20:25:25.966317] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-05T20:25:25.966433] [INFO ] [sig       ] KGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:26.111544] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KGS.txt
[2025-12-05T20:25:26.111701] [INFO ] [sig       ] [1840/3626] Completed KGS in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-05T20:25:26.111739] [INFO ] [sig       ] [1841/3626] Forecasting KHC...
[2025-12-05T20:25:26.111768] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-05T20:25:26.111797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-05T20:25:26.128637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2025-12-05T20:25:26.129006] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-05T20:25:26.129869] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-05T20:25:26.129942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:26.129978] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:26.130004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:26.130061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:26.188706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:26.189377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:26.189459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:26.189499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:26.314024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:26.314179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:26.314219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:26.314246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:26.318155] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=36.07%)
[2025-12-05T20:25:26.318421] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-05T20:25:26.318567] [INFO ] [sig       ] KHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:26.459915] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KHC.txt
[2025-12-05T20:25:26.460073] [INFO ] [sig       ] [1841/3626] Completed KHC in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.1m
[2025-12-05T20:25:26.460113] [INFO ] [sig       ] [1842/3626] Forecasting KIDS...
[2025-12-05T20:25:26.460141] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-05T20:25:26.460171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-05T20:25:26.471181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2025-12-05T20:25:26.471481] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-05T20:25:26.472245] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-05T20:25:26.472294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:26.472325] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:26.472352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:26.472407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:26.528075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:26.528724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:26.528799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:26.528830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:26.646620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:26.646777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:26.646817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:26.646877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:26.650367] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-05T20:25:26.650665] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-05T20:25:26.650794] [INFO ] [sig       ] KIDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:26.800117] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KIDS.txt
[2025-12-05T20:25:26.800269] [INFO ] [sig       ] [1842/3626] Completed KIDS in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:26.800309] [INFO ] [sig       ] [1843/3626] Forecasting KIM...
[2025-12-05T20:25:26.800337] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-05T20:25:26.800367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-05T20:25:26.811100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-05T20:25:26.811439] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-05T20:25:26.812200] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-05T20:25:26.812250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:26.812281] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:26.812307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:26.812363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:26.872017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:26.872891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:26.872973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:26.873005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:26.991466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:26.991624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:26.991664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:26.991692] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:26.994970] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-05T20:25:26.995226] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-05T20:25:26.995345] [INFO ] [sig       ] KIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:27.138301] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KIM.txt
[2025-12-05T20:25:27.138420] [INFO ] [sig       ] [1843/3626] Completed KIM in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:27.138460] [INFO ] [sig       ] [1844/3626] Forecasting KINS...
[2025-12-05T20:25:27.138496] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-05T20:25:27.138532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-05T20:25:27.150129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-05T20:25:27.150437] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-05T20:25:27.151230] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-05T20:25:27.151280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:27.151310] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:27.151335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:27.151390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:27.207897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:27.208816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:27.208900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:27.208938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:27.329007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:27.329165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:27.329205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:27.329232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:27.332550] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2025-12-05T20:25:27.332835] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-05T20:25:27.332953] [INFO ] [sig       ] KINS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:27.474032] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KINS.txt
[2025-12-05T20:25:27.474192] [INFO ] [sig       ] [1844/3626] Completed KINS in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:27.474237] [INFO ] [sig       ] [1845/3626] Forecasting KIO...
[2025-12-05T20:25:27.474266] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-05T20:25:27.474297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-05T20:25:27.485981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-05T20:25:27.486288] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-05T20:25:27.487144] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-05T20:25:27.487195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:27.487226] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:27.487253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:27.487308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:27.545706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:27.546589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:27.546676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:27.546709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:27.671395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:27.671553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:27.671610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:27.671639] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:27.674937] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-05T20:25:27.675197] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-05T20:25:27.675317] [INFO ] [sig       ] KIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:27.814019] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KIO.txt
[2025-12-05T20:25:27.814171] [INFO ] [sig       ] [1845/3626] Completed KIO in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:27.814209] [INFO ] [sig       ] [1846/3626] Forecasting KKRS...
[2025-12-05T20:25:27.814236] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-05T20:25:27.814265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-05T20:25:27.824978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2025-12-05T20:25:27.825360] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-05T20:25:27.826142] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-05T20:25:27.826192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:27.826222] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:27.826248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:27.826303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:27.883017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:27.883849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:27.883927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:27.883959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:27.999786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:27.999945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:27.999986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:28.000013] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:28.003483] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=39.15%)
[2025-12-05T20:25:28.003857] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-05T20:25:28.004017] [INFO ] [sig       ] KKRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:28.149031] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KKRS.txt
[2025-12-05T20:25:28.149195] [INFO ] [sig       ] [1846/3626] Completed KKRS in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:28.149237] [INFO ] [sig       ] [1847/3626] Forecasting KLAC...
[2025-12-05T20:25:28.149265] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-05T20:25:28.149294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-05T20:25:28.160014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2025-12-05T20:25:28.160272] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-05T20:25:28.161042] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-05T20:25:28.161090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:28.161121] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:28.161147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:28.161202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:28.217276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:28.218125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:28.218202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:28.218234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:28.337026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:28.337175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:28.337214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:28.337243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:28.340599] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-05T20:25:28.340856] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-05T20:25:28.340971] [INFO ] [sig       ] KLAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:28.480772] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KLAC.txt
[2025-12-05T20:25:28.480916] [INFO ] [sig       ] [1847/3626] Completed KLAC in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:28.480955] [INFO ] [sig       ] [1848/3626] Forecasting KLIC...
[2025-12-05T20:25:28.480984] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-05T20:25:28.481014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-05T20:25:28.491679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-05T20:25:28.491997] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-05T20:25:28.492777] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-05T20:25:28.492829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:28.492860] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:28.492886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:28.492941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:28.549266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:28.550072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:28.550150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:28.550182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:28.674741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:28.674887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:28.674943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:28.674973] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:28.678280] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-05T20:25:28.678551] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-05T20:25:28.678710] [INFO ] [sig       ] KLIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:28.814338] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KLIC.txt
[2025-12-05T20:25:28.814452] [INFO ] [sig       ] [1848/3626] Completed KLIC in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:28.814490] [INFO ] [sig       ] [1849/3626] Forecasting KLXE...
[2025-12-05T20:25:28.814517] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-05T20:25:28.814548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-05T20:25:28.825653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-05T20:25:28.825972] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-05T20:25:28.826781] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-05T20:25:28.826830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:28.826861] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:28.826887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:28.826942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:28.882735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:28.883506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:28.883632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:28.883667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:29.001123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:29.001280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:29.001320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:29.001348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:29.004707] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=87.07%)
[2025-12-05T20:25:29.004976] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-05T20:25:29.005100] [INFO ] [sig       ] KLXE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:29.144086] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KLXE.txt
[2025-12-05T20:25:29.144234] [INFO ] [sig       ] [1849/3626] Completed KLXE in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:29.144273] [INFO ] [sig       ] [1850/3626] Forecasting KMB...
[2025-12-05T20:25:29.144303] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-05T20:25:29.144333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-05T20:25:29.155414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-05T20:25:29.155779] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-05T20:25:29.156544] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-05T20:25:29.156620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:29.156655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:29.156682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:29.156737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:29.215871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:29.216855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:29.216935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:29.216967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:29.334986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:29.335139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:29.335178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:29.335206] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:29.338595] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: UP (p=93.03%)
[2025-12-05T20:25:29.338882] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-05T20:25:29.339009] [INFO ] [sig       ] KMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:29.476755] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KMB.txt
[2025-12-05T20:25:29.476905] [INFO ] [sig       ] [1850/3626] Completed KMB in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:29.476944] [INFO ] [sig       ] [1851/3626] Forecasting KMDA...
[2025-12-05T20:25:29.476972] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-05T20:25:29.477001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-05T20:25:29.487629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-05T20:25:29.488007] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-05T20:25:29.488810] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-05T20:25:29.488858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:29.488888] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:29.488914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:29.488968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:29.545426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:29.546253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:29.546332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:29.546364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:29.669507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:29.669675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:29.669714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:29.669741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:29.673083] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=16.40%)
[2025-12-05T20:25:29.673350] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-05T20:25:29.673472] [INFO ] [sig       ] KMDA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:29.812088] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KMDA.txt
[2025-12-05T20:25:29.812230] [INFO ] [sig       ] [1851/3626] Completed KMDA in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:29.812267] [INFO ] [sig       ] [1852/3626] Forecasting KMI...
[2025-12-05T20:25:29.812296] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-05T20:25:29.812326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-05T20:25:29.822983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-05T20:25:29.823323] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-05T20:25:29.824104] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-05T20:25:29.824155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:29.824200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:29.824228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:29.824283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:29.880344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:29.881162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:29.881242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:29.881274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:30.000497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:30.000690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:30.000736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:30.000766] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:30.004203] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=57.91%)
[2025-12-05T20:25:30.004511] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-05T20:25:30.004656] [INFO ] [sig       ] KMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:30.143095] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KMI.txt
[2025-12-05T20:25:30.143261] [INFO ] [sig       ] [1852/3626] Completed KMI in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:30.143324] [INFO ] [sig       ] [1853/3626] Forecasting KMPB...
[2025-12-05T20:25:30.143372] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-05T20:25:30.143410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-05T20:25:30.154073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2025-12-05T20:25:30.154417] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-05T20:25:30.155188] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-05T20:25:30.155239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:30.155270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:30.155296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:30.155351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:30.211386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:30.212205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:30.212290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:30.212322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:30.323523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:30.323688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:30.323727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:30.323754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:30.326997] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2025-12-05T20:25:30.327252] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-05T20:25:30.327370] [INFO ] [sig       ] KMPB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:30.466182] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KMPB.txt
[2025-12-05T20:25:30.466321] [INFO ] [sig       ] [1853/3626] Completed KMPB in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:30.466358] [INFO ] [sig       ] [1854/3626] Forecasting KMX...
[2025-12-05T20:25:30.466387] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-05T20:25:30.466416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-05T20:25:30.477459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-05T20:25:30.477819] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-05T20:25:30.478596] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-05T20:25:30.478645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:30.478676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:30.478701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:30.478756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:30.535260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:30.535867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:30.535941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:30.535973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:30.654172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:30.654295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:30.654332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:30.654360] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:30.657537] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: UP (p=83.80%)
[2025-12-05T20:25:30.657817] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-05T20:25:30.657937] [INFO ] [sig       ] KMX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:30.798052] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KMX.txt
[2025-12-05T20:25:30.798168] [INFO ] [sig       ] [1854/3626] Completed KMX in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:30.798206] [INFO ] [sig       ] [1855/3626] Forecasting KN...
[2025-12-05T20:25:30.798236] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-05T20:25:30.798266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-05T20:25:30.809500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-05T20:25:30.809794] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-05T20:25:30.810530] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-05T20:25:30.810597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:30.810630] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:30.810656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:30.810710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:30.870006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:30.870691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:30.870765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:30.870795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:30.992293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:30.992433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:30.992470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:30.992497] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:30.995707] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=12.85%)
[2025-12-05T20:25:30.995960] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-05T20:25:30.996078] [INFO ] [sig       ] KN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:31.132955] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KN.txt
[2025-12-05T20:25:31.133072] [INFO ] [sig       ] [1855/3626] Completed KN in 0.3s | 2.96 sym/s | Total: 10.4m | ETA: 10.0m
[2025-12-05T20:25:31.133109] [INFO ] [sig       ] [1856/3626] Forecasting KNF...
[2025-12-05T20:25:31.133143] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-05T20:25:31.133173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-05T20:25:31.143966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-05T20:25:31.144353] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-05T20:25:31.145188] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-05T20:25:31.145239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:31.145298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:31.145325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:31.145380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:31.200932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:31.201785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:31.201865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:31.201896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:31.318878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:31.319024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:31.319062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:31.319089] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:31.322336] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=82.78%)
[2025-12-05T20:25:31.322614] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-05T20:25:31.322736] [INFO ] [sig       ] KNF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:31.460055] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KNF.txt
[2025-12-05T20:25:31.460168] [INFO ] [sig       ] [1856/3626] Completed KNF in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-05T20:25:31.460205] [INFO ] [sig       ] [1857/3626] Forecasting KNOP...
[2025-12-05T20:25:31.460233] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-05T20:25:31.460261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-05T20:25:31.470728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-05T20:25:31.470993] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-05T20:25:31.471769] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-05T20:25:31.471818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:31.471848] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:31.471873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:31.471928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:31.528112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:31.528922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:31.528999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:31.529031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:31.647904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:31.648038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:31.648075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:31.648102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:31.651309] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-05T20:25:31.651585] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-05T20:25:31.651704] [INFO ] [sig       ] KNOP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:31.802754] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KNOP.txt
[2025-12-05T20:25:31.802902] [INFO ] [sig       ] [1857/3626] Completed KNOP in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-05T20:25:31.802941] [INFO ] [sig       ] [1858/3626] Forecasting KNSA...
[2025-12-05T20:25:31.802970] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-05T20:25:31.803001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-05T20:25:31.814461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-05T20:25:31.814815] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-05T20:25:31.815560] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-05T20:25:31.815631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:31.815662] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:31.815688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:31.815743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:31.871467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:31.872292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:31.872371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:31.872404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:31.991784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:31.991941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:31.991980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:31.992007] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:31.995287] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-12-05T20:25:31.995554] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-05T20:25:31.995702] [INFO ] [sig       ] KNSA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:32.133486] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KNSA.txt
[2025-12-05T20:25:32.133657] [INFO ] [sig       ] [1858/3626] Completed KNSA in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-05T20:25:32.133698] [INFO ] [sig       ] [1859/3626] Forecasting KNSL...
[2025-12-05T20:25:32.133727] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-05T20:25:32.133758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-05T20:25:32.144195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-05T20:25:32.144469] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-05T20:25:32.145218] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-05T20:25:32.145267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:32.145298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:32.145323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:32.145379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:32.200831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:32.201650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:32.201732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:32.201764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:32.321118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:32.321268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:32.321307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:32.321381] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:32.324707] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-05T20:25:32.324972] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-05T20:25:32.325093] [INFO ] [sig       ] KNSL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:32.464970] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KNSL.txt
[2025-12-05T20:25:32.465087] [INFO ] [sig       ] [1859/3626] Completed KNSL in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 10.0m
[2025-12-05T20:25:32.465126] [INFO ] [sig       ] [1860/3626] Forecasting KNTK...
[2025-12-05T20:25:32.465155] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-05T20:25:32.465184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-05T20:25:32.475687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-05T20:25:32.475938] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-05T20:25:32.476700] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-05T20:25:32.476749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:32.476780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:32.476806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:32.476861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:32.533078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:32.533716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:32.533789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:32.533821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:32.650594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:32.650734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:32.650772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:32.650799] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:32.654002] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-05T20:25:32.654257] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-05T20:25:32.654375] [INFO ] [sig       ] KNTK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:32.790850] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KNTK.txt
[2025-12-05T20:25:32.790961] [INFO ] [sig       ] [1860/3626] Completed KNTK in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:32.790997] [INFO ] [sig       ] [1861/3626] Forecasting KNX...
[2025-12-05T20:25:32.791026] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-05T20:25:32.791055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-05T20:25:32.801464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2025-12-05T20:25:32.801737] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-05T20:25:32.802462] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-05T20:25:32.802511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:32.802541] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:32.802591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:32.802651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:32.858632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:32.859234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:32.859308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:32.859354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:32.978469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:32.978621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:32.978662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:32.978690] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:32.981901] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2025-12-05T20:25:32.982153] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-05T20:25:32.982269] [INFO ] [sig       ] KNX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:33.119104] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KNX.txt
[2025-12-05T20:25:33.119220] [INFO ] [sig       ] [1861/3626] Completed KNX in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:33.119257] [INFO ] [sig       ] [1862/3626] Forecasting KOD...
[2025-12-05T20:25:33.119286] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-05T20:25:33.119316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-05T20:25:33.130216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2025-12-05T20:25:33.130510] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-05T20:25:33.131306] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-05T20:25:33.131357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:33.131389] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:33.131414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:33.131469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:33.187450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:33.188325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:33.188410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:33.188441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:33.311820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:33.311978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:33.312017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:33.312045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:33.315363] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-05T20:25:33.315648] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-05T20:25:33.315775] [INFO ] [sig       ] KOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:33.453339] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KOD.txt
[2025-12-05T20:25:33.453483] [INFO ] [sig       ] [1862/3626] Completed KOD in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:33.453521] [INFO ] [sig       ] [1863/3626] Forecasting KODK...
[2025-12-05T20:25:33.453550] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-05T20:25:33.453596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-05T20:25:33.464230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-05T20:25:33.464586] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-05T20:25:33.465353] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-05T20:25:33.465403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:33.465435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:33.465462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:33.465531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:33.522087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:33.522929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:33.523007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:33.523038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:33.644257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:33.644414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:33.644452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:33.644480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:33.647779] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-05T20:25:33.648067] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-05T20:25:33.648189] [INFO ] [sig       ] KODK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:33.787058] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KODK.txt
[2025-12-05T20:25:33.787185] [INFO ] [sig       ] [1863/3626] Completed KODK in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:33.787224] [INFO ] [sig       ] [1864/3626] Forecasting KOF...
[2025-12-05T20:25:33.787253] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-05T20:25:33.787281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-05T20:25:33.797933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-05T20:25:33.798256] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-05T20:25:33.799018] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-05T20:25:33.799067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:33.799098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:33.799125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:33.799180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:33.855302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:33.856121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:33.856202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:33.856234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:33.975139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:33.975289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:33.975328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:33.975357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:33.978661] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2025-12-05T20:25:33.978921] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-05T20:25:33.979039] [INFO ] [sig       ] KOF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:34.120834] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KOF.txt
[2025-12-05T20:25:34.120964] [INFO ] [sig       ] [1864/3626] Completed KOF in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:34.121000] [INFO ] [sig       ] [1865/3626] Forecasting KOP...
[2025-12-05T20:25:34.121028] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-05T20:25:34.121056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-05T20:25:34.132604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-05T20:25:34.132930] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-05T20:25:34.133737] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-05T20:25:34.133807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:34.133839] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:34.133866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:34.133921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:34.190123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:34.190867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:34.190943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:34.190975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:34.310218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:34.310362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:34.310399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:34.310426] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:34.313769] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2025-12-05T20:25:34.314043] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-05T20:25:34.314159] [INFO ] [sig       ] KOP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:34.452766] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KOP.txt
[2025-12-05T20:25:34.452881] [INFO ] [sig       ] [1865/3626] Completed KOP in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:34.452918] [INFO ] [sig       ] [1866/3626] Forecasting KOPN...
[2025-12-05T20:25:34.452946] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-05T20:25:34.452975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-05T20:25:34.464094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2025-12-05T20:25:34.464419] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-05T20:25:34.465239] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-05T20:25:34.465290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:34.465321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:34.465349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:34.465405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:34.521919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:34.522527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:34.522657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:34.522704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:34.641290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:34.641439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:34.641479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:34.641508] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:34.644852] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=4.92%)
[2025-12-05T20:25:34.645128] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-05T20:25:34.645249] [INFO ] [sig       ] KOPN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:34.783865] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KOPN.txt
[2025-12-05T20:25:34.784013] [INFO ] [sig       ] [1866/3626] Completed KOPN in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:34.784052] [INFO ] [sig       ] [1867/3626] Forecasting KOS...
[2025-12-05T20:25:34.784082] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-05T20:25:34.784112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-05T20:25:34.795662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-05T20:25:34.796000] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-05T20:25:34.796822] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-05T20:25:34.796874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:34.796906] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:34.796933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:34.796989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:34.855614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:34.856249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:34.856329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:34.856361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:34.978642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:34.978804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:34.978851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:34.978880] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:34.982200] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=27.48%)
[2025-12-05T20:25:34.982496] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-05T20:25:34.982644] [INFO ] [sig       ] KOS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:35.126299] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KOS.txt
[2025-12-05T20:25:35.126448] [INFO ] [sig       ] [1867/3626] Completed KOS in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:35.126489] [INFO ] [sig       ] [1868/3626] Forecasting KOSS...
[2025-12-05T20:25:35.126518] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-05T20:25:35.126550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-05T20:25:35.137916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-05T20:25:35.138279] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-05T20:25:35.139054] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-05T20:25:35.139104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:35.139136] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:35.139162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:35.139217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:35.198806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:35.199734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:35.199815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:35.199846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:35.315810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:35.315977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:35.316024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:35.316083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:35.319800] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-05T20:25:35.320083] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-05T20:25:35.320209] [INFO ] [sig       ] KOSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:35.461149] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KOSS.txt
[2025-12-05T20:25:35.461287] [INFO ] [sig       ] [1868/3626] Completed KOSS in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:35.461325] [INFO ] [sig       ] [1869/3626] Forecasting KPRX...
[2025-12-05T20:25:35.461354] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-05T20:25:35.461383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-05T20:25:35.471794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-05T20:25:35.472122] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-05T20:25:35.472950] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-05T20:25:35.473002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:35.473034] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:35.473061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:35.473118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:35.530590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:35.531472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:35.531553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:35.531604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:35.644793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:35.644941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:35.644980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:35.645008] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:35.648452] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-05T20:25:35.648738] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-05T20:25:35.648860] [INFO ] [sig       ] KPRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:35.784404] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KPRX.txt
[2025-12-05T20:25:35.784564] [INFO ] [sig       ] [1869/3626] Completed KPRX in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:35.784620] [INFO ] [sig       ] [1870/3626] Forecasting KPTI...
[2025-12-05T20:25:35.784650] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-05T20:25:35.784679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-05T20:25:35.794966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-05T20:25:35.795272] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-05T20:25:35.796026] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-05T20:25:35.796075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:35.796106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:35.796132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:35.796186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:35.850985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:35.851607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:35.851680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:35.851711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:35.969992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:35.970143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:35.970183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:35.970211] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:35.973461] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-05T20:25:35.973748] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-05T20:25:35.973871] [INFO ] [sig       ] KPTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:36.109510] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KPTI.txt
[2025-12-05T20:25:36.109654] [INFO ] [sig       ] [1870/3626] Completed KPTI in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:36.109693] [INFO ] [sig       ] [1871/3626] Forecasting KRC...
[2025-12-05T20:25:36.109723] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-05T20:25:36.109751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-05T20:25:36.120455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-05T20:25:36.120768] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-05T20:25:36.121497] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-05T20:25:36.121546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:36.121600] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:36.121629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:36.121685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:36.177238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:36.178499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:36.178742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:36.178782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:36.302311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:36.302461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:36.302500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:36.302528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:36.305889] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-05T20:25:36.306162] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-05T20:25:36.306293] [INFO ] [sig       ] KRC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:36.442903] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KRC.txt
[2025-12-05T20:25:36.443038] [INFO ] [sig       ] [1871/3626] Completed KRC in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:36.443075] [INFO ] [sig       ] [1872/3626] Forecasting KREF...
[2025-12-05T20:25:36.443104] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-05T20:25:36.443133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-05T20:25:36.453426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-05T20:25:36.453713] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-05T20:25:36.454449] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-05T20:25:36.454498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:36.454529] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:36.454554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:36.454629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:36.510020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:36.510714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:36.510791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:36.510822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:36.626356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:36.626523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:36.626563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:36.626610] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:36.630065] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-05T20:25:36.630391] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-05T20:25:36.630527] [INFO ] [sig       ] KREF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:36.774766] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KREF.txt
[2025-12-05T20:25:36.774918] [INFO ] [sig       ] [1872/3626] Completed KREF in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:36.774957] [INFO ] [sig       ] [1873/3626] Forecasting KRG...
[2025-12-05T20:25:36.774986] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-05T20:25:36.775019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-05T20:25:36.786249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-05T20:25:36.786549] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-05T20:25:36.787451] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-05T20:25:36.787511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:36.787591] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:36.787632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:36.787697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:36.846474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:36.847343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:36.847424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:36.847458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:36.967999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:36.968134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:36.968178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:36.968206] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:36.971492] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-05T20:25:36.971767] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-05T20:25:36.971887] [INFO ] [sig       ] KRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:37.108064] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KRG.txt
[2025-12-05T20:25:37.108186] [INFO ] [sig       ] [1873/3626] Completed KRG in 0.3s | 2.96 sym/s | Total: 10.5m | ETA: 9.9m
[2025-12-05T20:25:37.108222] [INFO ] [sig       ] [1874/3626] Forecasting KRMD...
[2025-12-05T20:25:37.108250] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-05T20:25:37.108279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-05T20:25:37.119900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-05T20:25:37.120235] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-05T20:25:37.121051] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-05T20:25:37.121100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:37.121132] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:37.121159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:37.121217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:37.179498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:37.180422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:37.180504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:37.180536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:37.301430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:37.301601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:37.301645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:37.301672] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:37.305118] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2025-12-05T20:25:37.305384] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-05T20:25:37.305505] [INFO ] [sig       ] KRMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:37.444630] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KRMD.txt
[2025-12-05T20:25:37.444783] [INFO ] [sig       ] [1874/3626] Completed KRMD in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-05T20:25:37.444822] [INFO ] [sig       ] [1875/3626] Forecasting KRNY...
[2025-12-05T20:25:37.444850] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-05T20:25:37.444880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-05T20:25:37.455791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-05T20:25:37.456119] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-05T20:25:37.456878] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-05T20:25:37.456926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:37.456958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:37.456983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:37.457039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:37.513179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:37.514007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:37.514086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:37.514118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:37.629183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:37.629332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:37.629370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:37.629397] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:37.632717] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-05T20:25:37.632978] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-05T20:25:37.633094] [INFO ] [sig       ] KRNY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:37.768824] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KRNY.txt
[2025-12-05T20:25:37.768940] [INFO ] [sig       ] [1875/3626] Completed KRNY in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-05T20:25:37.768976] [INFO ] [sig       ] [1876/3626] Forecasting KRO...
[2025-12-05T20:25:37.769004] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-05T20:25:37.769033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-05T20:25:37.779413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-05T20:25:37.779776] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-05T20:25:37.780514] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-05T20:25:37.780563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:37.780628] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:37.780657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:37.780712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:37.836554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:37.837140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:37.837215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:37.837245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:37.956036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:37.956187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:37.956225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:37.956286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:37.959658] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=24.29%)
[2025-12-05T20:25:37.959934] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-05T20:25:37.960059] [INFO ] [sig       ] KRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:38.099659] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KRO.txt
[2025-12-05T20:25:38.099847] [INFO ] [sig       ] [1876/3626] Completed KRO in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.9m
[2025-12-05T20:25:38.099902] [INFO ] [sig       ] [1877/3626] Forecasting KROS...
[2025-12-05T20:25:38.099945] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-05T20:25:38.099990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-05T20:25:38.113877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-05T20:25:38.114334] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-05T20:25:38.115467] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-05T20:25:38.115538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:38.115610] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:38.115658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:38.115750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:38.185193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:38.186068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:38.186156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:38.186189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:38.337455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:38.337675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:38.337738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:38.337784] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:38.343223] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=0.05%)
[2025-12-05T20:25:38.343782] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-05T20:25:38.344016] [INFO ] [sig       ] KROS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:38.521131] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KROS.txt
[2025-12-05T20:25:38.521348] [INFO ] [sig       ] [1877/3626] Completed KROS in 0.4s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:38.521399] [INFO ] [sig       ] [1878/3626] Forecasting KRP...
[2025-12-05T20:25:38.521439] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-05T20:25:38.521471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-05T20:25:38.539350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-05T20:25:38.539883] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-05T20:25:38.541127] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-05T20:25:38.541198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:38.541250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:38.541287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:38.541367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:38.627452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:38.628781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:38.628931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:38.628985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:38.782123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:38.782281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:38.782321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:38.782352] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:38.786270] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-05T20:25:38.786690] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-05T20:25:38.786847] [INFO ] [sig       ] KRP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:38.938010] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KRP.txt
[2025-12-05T20:25:38.938179] [INFO ] [sig       ] [1878/3626] Completed KRP in 0.4s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:38.938220] [INFO ] [sig       ] [1879/3626] Forecasting KRRO...
[2025-12-05T20:25:38.938248] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-05T20:25:38.938279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-05T20:25:38.950219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-05T20:25:38.950638] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-05T20:25:38.951483] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-05T20:25:38.951537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:38.951569] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:38.951617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:38.951676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:39.025541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:39.026551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:39.026669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:39.026711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:39.154394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:39.154550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:39.154607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:39.154637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:39.158185] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: UP (p=53.54%)
[2025-12-05T20:25:39.158488] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-05T20:25:39.158640] [INFO ] [sig       ] KRRO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:39.319863] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KRRO.txt
[2025-12-05T20:25:39.320028] [INFO ] [sig       ] [1879/3626] Completed KRRO in 0.4s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:39.320075] [INFO ] [sig       ] [1880/3626] Forecasting KRUS...
[2025-12-05T20:25:39.320104] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-05T20:25:39.320135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-05T20:25:39.335795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2025-12-05T20:25:39.336132] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-05T20:25:39.336904] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-05T20:25:39.336954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:39.336986] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:39.337012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:39.337072] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:39.394541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:39.395329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:39.395409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:39.395443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:39.509643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:39.509790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:39.509829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:39.509857] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:39.513132] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2025-12-05T20:25:39.513394] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-05T20:25:39.513516] [INFO ] [sig       ] KRUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:39.648358] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KRUS.txt
[2025-12-05T20:25:39.648500] [INFO ] [sig       ] [1880/3626] Completed KRUS in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:39.648538] [INFO ] [sig       ] [1881/3626] Forecasting KRYS...
[2025-12-05T20:25:39.648568] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-05T20:25:39.648620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-05T20:25:39.659658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2025-12-05T20:25:39.660015] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-05T20:25:39.660788] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-05T20:25:39.660838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:39.660868] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:39.660894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:39.660949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:39.719105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:39.720066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:39.720147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:39.720179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:39.842191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:39.842334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:39.842373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:39.842401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:39.845681] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=83.73%)
[2025-12-05T20:25:39.845941] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-05T20:25:39.846078] [INFO ] [sig       ] KRYS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:39.983049] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KRYS.txt
[2025-12-05T20:25:39.983191] [INFO ] [sig       ] [1881/3626] Completed KRYS in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:39.983231] [INFO ] [sig       ] [1882/3626] Forecasting KSCP...
[2025-12-05T20:25:39.983261] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-05T20:25:39.983291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-05T20:25:39.993942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2025-12-05T20:25:39.994286] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-05T20:25:39.995112] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-05T20:25:39.995166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:39.995206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:39.995235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:39.995303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:40.056800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:40.057707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:40.057808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:40.057844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:40.188304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:40.188449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:40.188489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:40.188516] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:40.191768] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-05T20:25:40.192026] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-05T20:25:40.192144] [INFO ] [sig       ] KSCP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:40.328276] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KSCP.txt
[2025-12-05T20:25:40.328421] [INFO ] [sig       ] [1882/3626] Completed KSCP in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:40.328460] [INFO ] [sig       ] [1883/3626] Forecasting KSPI...
[2025-12-05T20:25:40.328489] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-05T20:25:40.328519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-05T20:25:40.339025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2025-12-05T20:25:40.339341] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-05T20:25:40.340146] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-05T20:25:40.340197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:40.340228] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:40.340255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:40.340311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:40.397589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:40.398302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:40.398410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:40.398445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:40.521693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:40.521852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:40.521915] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:40.521945] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:40.525314] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-05T20:25:40.525588] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-05T20:25:40.525707] [INFO ] [sig       ] KSPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:40.661706] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KSPI.txt
[2025-12-05T20:25:40.661842] [INFO ] [sig       ] [1883/3626] Completed KSPI in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:40.661881] [INFO ] [sig       ] [1884/3626] Forecasting KSS...
[2025-12-05T20:25:40.661911] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-05T20:25:40.661941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-05T20:25:40.672596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2025-12-05T20:25:40.672921] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-05T20:25:40.673686] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-05T20:25:40.673735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:40.673766] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:40.673792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:40.673848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:40.729525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:40.730308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:40.730387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:40.730420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:40.853525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:40.853695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:40.853735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:40.853763] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:40.857053] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-05T20:25:40.857308] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-05T20:25:40.857425] [INFO ] [sig       ] KSS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:40.998914] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KSS.txt
[2025-12-05T20:25:40.999068] [INFO ] [sig       ] [1884/3626] Completed KSS in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:40.999107] [INFO ] [sig       ] [1885/3626] Forecasting KTB...
[2025-12-05T20:25:40.999138] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-05T20:25:40.999168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-05T20:25:41.010078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-05T20:25:41.010385] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-05T20:25:41.011182] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-05T20:25:41.011234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:41.011270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:41.011306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:41.011370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:41.067690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:41.068381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:41.068476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:41.068509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:41.192085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:41.192237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:41.192278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:41.192307] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:41.195751] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-05T20:25:41.196017] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-05T20:25:41.196143] [INFO ] [sig       ] KTB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:41.332777] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KTB.txt
[2025-12-05T20:25:41.332928] [INFO ] [sig       ] [1885/3626] Completed KTB in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:41.332966] [INFO ] [sig       ] [1886/3626] Forecasting KTCC...
[2025-12-05T20:25:41.332994] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-05T20:25:41.333025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-05T20:25:41.344025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-05T20:25:41.344332] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-05T20:25:41.345125] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-05T20:25:41.345176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:41.345209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:41.345237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:41.345293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:41.400635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:41.401360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:41.401440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:41.401473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:41.514043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:41.514206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:41.514246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:41.514275] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:41.517663] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: UP (p=65.73%)
[2025-12-05T20:25:41.517967] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-05T20:25:41.518095] [INFO ] [sig       ] KTCC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:41.655929] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KTCC.txt
[2025-12-05T20:25:41.656085] [INFO ] [sig       ] [1886/3626] Completed KTCC in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:41.656123] [INFO ] [sig       ] [1887/3626] Forecasting KTF...
[2025-12-05T20:25:41.656153] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-05T20:25:41.656182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-05T20:25:41.666907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-05T20:25:41.667242] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-05T20:25:41.668046] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-05T20:25:41.668097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:41.668147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:41.668175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:41.668232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:41.724593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:41.725344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:41.725424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:41.725457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:41.848582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:41.848733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:41.848776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:41.848805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:41.852275] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2025-12-05T20:25:41.852561] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-05T20:25:41.852706] [INFO ] [sig       ] KTF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:41.993888] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KTF.txt
[2025-12-05T20:25:41.994050] [INFO ] [sig       ] [1887/3626] Completed KTF in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:41.994090] [INFO ] [sig       ] [1888/3626] Forecasting KTOS...
[2025-12-05T20:25:41.994120] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-05T20:25:41.994153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-05T20:25:42.006544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-05T20:25:42.006966] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-05T20:25:42.007790] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-05T20:25:42.007861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:42.007892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:42.007918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:42.008175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:42.067731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:42.068629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:42.068710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:42.068744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:42.184604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:42.184761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:42.184800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:42.184828] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:42.188119] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2025-12-05T20:25:42.188388] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-05T20:25:42.188505] [INFO ] [sig       ] KTOS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:42.327500] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KTOS.txt
[2025-12-05T20:25:42.327650] [INFO ] [sig       ] [1888/3626] Completed KTOS in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:42.327689] [INFO ] [sig       ] [1889/3626] Forecasting KURA...
[2025-12-05T20:25:42.327719] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-05T20:25:42.327747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-05T20:25:42.338253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2025-12-05T20:25:42.338552] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-05T20:25:42.339310] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-05T20:25:42.339368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:42.339409] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:42.339445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:42.339506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:42.394661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:42.395354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:42.395428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:42.395460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:42.516632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:42.516786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:42.516826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:42.516854] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:42.520161] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: DOWN (p=33.58%)
[2025-12-05T20:25:42.520431] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-05T20:25:42.520553] [INFO ] [sig       ] KURA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:42.663482] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KURA.txt
[2025-12-05T20:25:42.663633] [INFO ] [sig       ] [1889/3626] Completed KURA in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:42.663673] [INFO ] [sig       ] [1890/3626] Forecasting KVHI...
[2025-12-05T20:25:42.663702] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-05T20:25:42.663731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-05T20:25:42.674524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-05T20:25:42.674941] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-05T20:25:42.675739] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-05T20:25:42.675789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:42.675857] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:42.675886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:42.675944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:42.732653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:42.733510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:42.733619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:42.733653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:42.845955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:42.846106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:42.846145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:42.846172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:42.849455] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=24.06%)
[2025-12-05T20:25:42.849733] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-05T20:25:42.849852] [INFO ] [sig       ] KVHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:42.987244] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KVHI.txt
[2025-12-05T20:25:42.987396] [INFO ] [sig       ] [1890/3626] Completed KVHI in 0.3s | 2.96 sym/s | Total: 10.6m | ETA: 9.8m
[2025-12-05T20:25:42.987436] [INFO ] [sig       ] [1891/3626] Forecasting KVUE...
[2025-12-05T20:25:42.987474] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-05T20:25:42.987506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-05T20:25:42.998212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2025-12-05T20:25:42.998493] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-05T20:25:42.999246] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-05T20:25:42.999295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:42.999326] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:42.999352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:42.999407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:43.055806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:43.056392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:43.056465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:43.056497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:43.170167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:43.170274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:43.170312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:43.170339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:43.173441] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-12-05T20:25:43.173716] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-05T20:25:43.173832] [INFO ] [sig       ] KVUE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:43.310082] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KVUE.txt
[2025-12-05T20:25:43.310189] [INFO ] [sig       ] [1891/3626] Completed KVUE in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-05T20:25:43.310225] [INFO ] [sig       ] [1892/3626] Forecasting KVYO...
[2025-12-05T20:25:43.310253] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-05T20:25:43.310281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-05T20:25:43.320483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2025-12-05T20:25:43.320755] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-05T20:25:43.321479] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-05T20:25:43.321529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:43.321560] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:43.321607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:43.321664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:43.381240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:43.381931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:43.382008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:43.382039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:43.506483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:43.506626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:43.506664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:43.506691] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:43.509958] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2025-12-05T20:25:43.510211] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-05T20:25:43.510326] [INFO ] [sig       ] KVYO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:43.647421] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KVYO.txt
[2025-12-05T20:25:43.647531] [INFO ] [sig       ] [1892/3626] Completed KVYO in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-05T20:25:43.647568] [INFO ] [sig       ] [1893/3626] Forecasting KYN...
[2025-12-05T20:25:43.647614] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-05T20:25:43.647645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-05T20:25:43.659452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2025-12-05T20:25:43.659852] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-05T20:25:43.660690] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-05T20:25:43.660738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:43.660769] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:43.660795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:43.660850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:43.716341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:43.717174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:43.717258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:43.717289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:43.833802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:43.833971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:43.834013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:43.834076] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:43.837601] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2025-12-05T20:25:43.837963] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-05T20:25:43.838100] [INFO ] [sig       ] KYN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:43.977323] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/KYN.txt
[2025-12-05T20:25:43.977483] [INFO ] [sig       ] [1893/3626] Completed KYN in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-05T20:25:43.977523] [INFO ] [sig       ] [1894/3626] Forecasting KYTX...
[2025-12-05T20:25:43.977551] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-05T20:25:43.977600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-05T20:25:43.988191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-05T20:25:43.988528] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-05T20:25:43.989344] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-05T20:25:43.989393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:43.989423] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:43.989447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:43.989501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:44.046517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:44.047393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:44.047475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:44.047507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:44.164897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:44.165056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:44.165096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:44.165141] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:44.168486] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=63.40%)
[2025-12-05T20:25:44.168760] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-05T20:25:44.168890] [INFO ] [sig       ] KYTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:44.305265] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KYTX.txt
[2025-12-05T20:25:44.305366] [INFO ] [sig       ] [1894/3626] Completed KYTX in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.8m
[2025-12-05T20:25:44.305402] [INFO ] [sig       ] [1895/3626] Forecasting KZIA...
[2025-12-05T20:25:44.305429] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-05T20:25:44.305458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-05T20:25:44.315388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-05T20:25:44.315672] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-05T20:25:44.316435] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-05T20:25:44.316484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:44.316515] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:44.316541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:44.316614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:44.372023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:44.372600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:44.372674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:44.372704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:44.488849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:44.489001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:44.489046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:44.489080] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:44.492358] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-05T20:25:44.492629] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-05T20:25:44.492749] [INFO ] [sig       ] KZIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:44.630557] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/KZIA.txt
[2025-12-05T20:25:44.630699] [INFO ] [sig       ] [1895/3626] Completed KZIA in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:44.630736] [INFO ] [sig       ] [1896/3626] Forecasting L...
[2025-12-05T20:25:44.630765] [INFO ] [sig       ] Generating forecast for: L
[2025-12-05T20:25:44.630795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-05T20:25:44.641332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-05T20:25:44.641604] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-05T20:25:44.642369] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-05T20:25:44.642417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:44.642446] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:44.642472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:44.642527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:44.698005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:44.698798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:44.698878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:44.698934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:44.815171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:44.815266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:44.815300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:44.815325] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:44.818331] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=37.91%)
[2025-12-05T20:25:44.818600] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-05T20:25:44.818716] [INFO ] [sig       ] L: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:44.954443] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/L.txt
[2025-12-05T20:25:44.954552] [INFO ] [sig       ] [1896/3626] Completed L in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:44.954610] [INFO ] [sig       ] [1897/3626] Forecasting LAB...
[2025-12-05T20:25:44.954641] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-05T20:25:44.954670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-05T20:25:44.965285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-05T20:25:44.965550] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-05T20:25:44.966329] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-05T20:25:44.966379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:44.966410] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:44.966437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:44.966494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:45.023330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:45.023929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:45.024006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:45.024038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:45.141611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:45.141712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:45.141746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:45.141772] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:45.144888] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=7.86%)
[2025-12-05T20:25:45.145140] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-05T20:25:45.145253] [INFO ] [sig       ] LAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:45.281751] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LAB.txt
[2025-12-05T20:25:45.281852] [INFO ] [sig       ] [1897/3626] Completed LAB in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:45.281888] [INFO ] [sig       ] [1898/3626] Forecasting LAC...
[2025-12-05T20:25:45.281915] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-05T20:25:45.281943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-05T20:25:45.293169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-05T20:25:45.293494] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-05T20:25:45.294298] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-05T20:25:45.294349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:45.294380] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:45.294405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:45.294475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:45.351156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:45.351981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:45.352060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:45.352091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:45.473188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:45.473325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:45.473365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:45.473392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:45.476796] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=65.56%)
[2025-12-05T20:25:45.477092] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-05T20:25:45.477218] [INFO ] [sig       ] LAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:45.615310] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LAC.txt
[2025-12-05T20:25:45.615449] [INFO ] [sig       ] [1898/3626] Completed LAC in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:45.615486] [INFO ] [sig       ] [1899/3626] Forecasting LAD...
[2025-12-05T20:25:45.615514] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-05T20:25:45.615542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-05T20:25:45.626896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-05T20:25:45.627217] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-05T20:25:45.628055] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-05T20:25:45.628119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:45.628160] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:45.628192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:45.628254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:45.687520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:45.688289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:45.688372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:45.688405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:45.808699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:45.808882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:45.808930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:45.808964] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:45.812453] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=18.07%)
[2025-12-05T20:25:45.812770] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-05T20:25:45.812898] [INFO ] [sig       ] LAD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:45.955257] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LAD.txt
[2025-12-05T20:25:45.955398] [INFO ] [sig       ] [1899/3626] Completed LAD in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:45.955436] [INFO ] [sig       ] [1900/3626] Forecasting LAES...
[2025-12-05T20:25:45.955464] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-05T20:25:45.955494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-05T20:25:45.967944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-05T20:25:45.968285] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-05T20:25:45.969069] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-05T20:25:45.969136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:45.969168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:45.969196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:45.969252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:46.028024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:46.028762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:46.028880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:46.028932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:46.145241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:46.145392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:46.145434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:46.145461] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:46.148914] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-05T20:25:46.149212] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-05T20:25:46.149336] [INFO ] [sig       ] LAES: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:46.291311] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LAES.txt
[2025-12-05T20:25:46.291441] [INFO ] [sig       ] [1900/3626] Completed LAES in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:46.291480] [INFO ] [sig       ] [1901/3626] Forecasting LAKE...
[2025-12-05T20:25:46.291510] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-05T20:25:46.291540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-05T20:25:46.302762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAKE'.
[2025-12-05T20:25:46.303072] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-05T20:25:46.303861] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-05T20:25:46.303911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:46.303942] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:46.303968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:46.304023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:46.360205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:46.360969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:46.361046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:46.361079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:46.480662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:46.480824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:46.480867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:46.480894] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:46.484392] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: UP (p=83.75%)
[2025-12-05T20:25:46.484684] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-05T20:25:46.484810] [INFO ] [sig       ] LAKE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:46.624146] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LAKE.txt
[2025-12-05T20:25:46.624291] [INFO ] [sig       ] [1901/3626] Completed LAKE in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:46.624330] [INFO ] [sig       ] [1902/3626] Forecasting LAND...
[2025-12-05T20:25:46.624359] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-05T20:25:46.624388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-05T20:25:46.635462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-05T20:25:46.635812] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-05T20:25:46.636601] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-05T20:25:46.636651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:46.636682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:46.636707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:46.636762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:46.691830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:46.692588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:46.692668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:46.692700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:46.810871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:46.811032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:46.811071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:46.811098] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:46.814425] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=91.71%)
[2025-12-05T20:25:46.814715] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-05T20:25:46.814840] [INFO ] [sig       ] LAND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:46.951744] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LAND.txt
[2025-12-05T20:25:46.951910] [INFO ] [sig       ] [1902/3626] Completed LAND in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:46.951948] [INFO ] [sig       ] [1903/3626] Forecasting LANDO...
[2025-12-05T20:25:46.951977] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-05T20:25:46.952008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-05T20:25:46.963195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-05T20:25:46.963493] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-05T20:25:46.964269] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-05T20:25:46.964318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:46.964349] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:46.964375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:46.964429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:47.019240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:47.019871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:47.019948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:47.019979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:47.124641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:47.124764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:47.124803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:47.124830] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:47.128028] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2025-12-05T20:25:47.128288] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-05T20:25:47.128415] [INFO ] [sig       ] LANDO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:47.266644] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LANDO.txt
[2025-12-05T20:25:47.266776] [INFO ] [sig       ] [1903/3626] Completed LANDO in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:47.266813] [INFO ] [sig       ] [1904/3626] Forecasting LANDP...
[2025-12-05T20:25:47.266841] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-05T20:25:47.266872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-05T20:25:47.278298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-05T20:25:47.278669] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-05T20:25:47.279479] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-05T20:25:47.279532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:47.279565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:47.279624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:47.279682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:47.338621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:47.339551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:47.339651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:47.339686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:47.456107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:47.456273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:47.456314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:47.456341] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:47.459855] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: DOWN (p=15.43%)
[2025-12-05T20:25:47.460128] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-05T20:25:47.460253] [INFO ] [sig       ] LANDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:47.599167] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LANDP.txt
[2025-12-05T20:25:47.599297] [INFO ] [sig       ] [1904/3626] Completed LANDP in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:47.599335] [INFO ] [sig       ] [1905/3626] Forecasting LASE...
[2025-12-05T20:25:47.599364] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-05T20:25:47.599392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-05T20:25:47.614008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LASE'.
[2025-12-05T20:25:47.614497] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-05T20:25:47.615684] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-05T20:25:47.615752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:47.615803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:47.615850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:47.615943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:47.678276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:47.679145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:47.679228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:47.679261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:47.796005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:47.796157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:47.796197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:47.796227] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:47.799785] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: DOWN (p=45.16%)
[2025-12-05T20:25:47.800055] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-05T20:25:47.800179] [INFO ] [sig       ] LASE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:47.941275] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LASE.txt
[2025-12-05T20:25:47.941421] [INFO ] [sig       ] [1905/3626] Completed LASE in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:47.941460] [INFO ] [sig       ] [1906/3626] Forecasting LAZ...
[2025-12-05T20:25:47.941488] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-05T20:25:47.941518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-05T20:25:47.952745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-05T20:25:47.953102] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-05T20:25:47.953877] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-05T20:25:47.953927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:47.953962] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:47.953988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:47.954044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:48.009786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:48.010464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:48.010540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:48.010589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:48.129302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:48.129461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:48.129502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:48.129530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:48.132799] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-12-05T20:25:48.133085] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-05T20:25:48.133218] [INFO ] [sig       ] LAZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:48.270046] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LAZ.txt
[2025-12-05T20:25:48.270184] [INFO ] [sig       ] [1906/3626] Completed LAZ in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:48.270222] [INFO ] [sig       ] [1907/3626] Forecasting LBRDA...
[2025-12-05T20:25:48.270251] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-05T20:25:48.270279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-05T20:25:48.283665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-05T20:25:48.284297] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-05T20:25:48.285442] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-05T20:25:48.285537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:48.285591] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:48.285624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:48.285684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:48.346418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:48.347592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:48.347712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:48.347760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:48.470780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:48.471056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:48.471104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:48.471133] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:48.475112] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-05T20:25:48.475464] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-05T20:25:48.475673] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:48.616209] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LBRDA.txt
[2025-12-05T20:25:48.616408] [INFO ] [sig       ] [1907/3626] Completed LBRDA in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:48.616448] [INFO ] [sig       ] [1908/3626] Forecasting LBRDK...
[2025-12-05T20:25:48.616478] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-05T20:25:48.616509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-05T20:25:48.628690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2025-12-05T20:25:48.629276] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-05T20:25:48.630238] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-05T20:25:48.630297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:48.630330] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:48.630356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:48.630415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:48.686730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:48.687850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:48.687942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:48.687975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:48.817021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:48.817185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:48.817229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:48.817259] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:48.820795] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-12-05T20:25:48.821073] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-05T20:25:48.821201] [INFO ] [sig       ] LBRDK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:48.966031] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LBRDK.txt
[2025-12-05T20:25:48.966168] [INFO ] [sig       ] [1908/3626] Completed LBRDK in 0.3s | 2.96 sym/s | Total: 10.7m | ETA: 9.7m
[2025-12-05T20:25:48.966206] [INFO ] [sig       ] [1909/3626] Forecasting LBTYA...
[2025-12-05T20:25:48.966235] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-05T20:25:48.966263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-05T20:25:48.977762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2025-12-05T20:25:48.978087] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-05T20:25:48.980073] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-05T20:25:48.980268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:48.980308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:48.980337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:48.980424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:49.037206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:49.038472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:49.038594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:49.038630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:49.160895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:49.161129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:49.161173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:49.161203] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:49.165219] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=12.75%)
[2025-12-05T20:25:49.165551] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-05T20:25:49.165714] [INFO ] [sig       ] LBTYA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:49.310240] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LBTYA.txt
[2025-12-05T20:25:49.310462] [INFO ] [sig       ] [1909/3626] Completed LBTYA in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-05T20:25:49.310505] [INFO ] [sig       ] [1910/3626] Forecasting LBTYK...
[2025-12-05T20:25:49.310537] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-05T20:25:49.310588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-05T20:25:49.323445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-05T20:25:49.324029] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-05T20:25:49.324952] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-05T20:25:49.325003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:49.325035] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:49.325062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:49.325121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:49.384142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:49.385345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:49.385443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:49.385477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:49.506349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:49.506596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:49.506686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:49.506718] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:49.510524] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-05T20:25:49.510844] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-05T20:25:49.510978] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:49.650335] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LBTYK.txt
[2025-12-05T20:25:49.650507] [INFO ] [sig       ] [1910/3626] Completed LBTYK in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-05T20:25:49.650547] [INFO ] [sig       ] [1911/3626] Forecasting LC...
[2025-12-05T20:25:49.650596] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-05T20:25:49.650630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-05T20:25:49.661929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2025-12-05T20:25:49.662310] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-05T20:25:49.663111] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-05T20:25:49.663177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:49.663209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:49.663234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:49.663289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:49.718635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:49.719552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:49.719659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:49.719691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:49.838612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:49.838773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:49.838812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:49.838839] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:49.842203] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=0.64%)
[2025-12-05T20:25:49.842467] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-05T20:25:49.842602] [INFO ] [sig       ] LC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:49.979240] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LC.txt
[2025-12-05T20:25:49.979390] [INFO ] [sig       ] [1911/3626] Completed LC in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-05T20:25:49.979429] [INFO ] [sig       ] [1912/3626] Forecasting LCFY...
[2025-12-05T20:25:49.979458] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-05T20:25:49.979489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-05T20:25:49.992462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-05T20:25:49.993045] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-05T20:25:49.994026] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-05T20:25:49.994079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:49.994125] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:49.994154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:49.994214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:50.052764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:50.053795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:50.053881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:50.053913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:50.164784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:50.164947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:50.164989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:50.165016] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:50.168422] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-05T20:25:50.168701] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-05T20:25:50.168824] [INFO ] [sig       ] LCFY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:50.311503] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LCFY.txt
[2025-12-05T20:25:50.311681] [INFO ] [sig       ] [1912/3626] Completed LCFY in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.7m
[2025-12-05T20:25:50.311723] [INFO ] [sig       ] [1913/3626] Forecasting LCID...
[2025-12-05T20:25:50.311754] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-05T20:25:50.311783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-05T20:25:50.324019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-05T20:25:50.324498] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-05T20:25:50.325441] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-05T20:25:50.325498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:50.325537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:50.325568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:50.325678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:50.392665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:50.393731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:50.393819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:50.393853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:50.541514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:50.541682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:50.541724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:50.541752] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:50.545134] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2025-12-05T20:25:50.545420] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-05T20:25:50.545588] [INFO ] [sig       ] LCID: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:50.692127] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LCID.txt
[2025-12-05T20:25:50.692320] [INFO ] [sig       ] [1913/3626] Completed LCID in 0.4s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:50.692372] [INFO ] [sig       ] [1914/3626] Forecasting LCII...
[2025-12-05T20:25:50.692414] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-05T20:25:50.692491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-05T20:25:50.705315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-05T20:25:50.705930] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-05T20:25:50.706867] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-05T20:25:50.706921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:50.706956] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:50.706983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:50.707041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:50.765712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:50.766875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:50.766975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:50.767011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:50.883126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:50.883299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:50.883340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:50.883367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:50.886724] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-05T20:25:50.886997] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-05T20:25:50.887126] [INFO ] [sig       ] LCII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:51.024417] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LCII.txt
[2025-12-05T20:25:51.024621] [INFO ] [sig       ] [1914/3626] Completed LCII in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:51.024667] [INFO ] [sig       ] [1915/3626] Forecasting LCNB...
[2025-12-05T20:25:51.024697] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-05T20:25:51.024726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-05T20:25:51.036041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-05T20:25:51.036451] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-05T20:25:51.037404] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-05T20:25:51.037468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:51.037512] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:51.037543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:51.037622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:51.094918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:51.095725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:51.095803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:51.095835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:51.202846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:51.203005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:51.203046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:51.203074] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:51.206375] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-05T20:25:51.206658] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-05T20:25:51.206778] [INFO ] [sig       ] LCNB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:51.343767] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LCNB.txt
[2025-12-05T20:25:51.343913] [INFO ] [sig       ] [1915/3626] Completed LCNB in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:51.343952] [INFO ] [sig       ] [1916/3626] Forecasting LDI...
[2025-12-05T20:25:51.343981] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-05T20:25:51.344012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-05T20:25:51.355506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2025-12-05T20:25:51.355888] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-05T20:25:51.356805] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-05T20:25:51.356862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:51.356902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:51.356936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:51.357013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:51.414257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:51.414905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:51.414983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:51.415016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:51.534209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:51.534343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:51.534380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:51.534407] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:51.537748] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-05T20:25:51.538048] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-05T20:25:51.538169] [INFO ] [sig       ] LDI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:51.678655] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LDI.txt
[2025-12-05T20:25:51.678776] [INFO ] [sig       ] [1916/3626] Completed LDI in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:51.678813] [INFO ] [sig       ] [1917/3626] Forecasting LDOS...
[2025-12-05T20:25:51.678842] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-05T20:25:51.678870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-05T20:25:51.689526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-05T20:25:51.689797] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-05T20:25:51.690586] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-05T20:25:51.690635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:51.690667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:51.690693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:51.690748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:51.747153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:51.747765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:51.747852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:51.747885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:51.864715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:51.864876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:51.864913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:51.864945] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:51.868358] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-05T20:25:51.868654] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-05T20:25:51.868778] [INFO ] [sig       ] LDOS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:52.004696] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LDOS.txt
[2025-12-05T20:25:52.004825] [INFO ] [sig       ] [1917/3626] Completed LDOS in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:52.004863] [INFO ] [sig       ] [1918/3626] Forecasting LDP...
[2025-12-05T20:25:52.004891] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-05T20:25:52.004920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-05T20:25:52.015367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-05T20:25:52.015647] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-05T20:25:52.016383] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-05T20:25:52.016432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:52.016463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:52.016489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:52.016548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:52.071916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:52.072619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:52.072692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:52.072724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:52.189760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:52.189902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:52.189975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:52.190005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:52.193273] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2025-12-05T20:25:52.193530] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-05T20:25:52.193667] [INFO ] [sig       ] LDP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:52.332547] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LDP.txt
[2025-12-05T20:25:52.332693] [INFO ] [sig       ] [1918/3626] Completed LDP in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:52.332730] [INFO ] [sig       ] [1919/3626] Forecasting LDSF...
[2025-12-05T20:25:52.332759] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-05T20:25:52.332788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-05T20:25:52.344274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDSF'.
[2025-12-05T20:25:52.344590] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-05T20:25:52.345380] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-05T20:25:52.345430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:52.345461] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:52.345486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:52.345540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:52.402241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:52.402953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:52.403051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:52.403085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:52.510896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:52.511047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:52.511087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:52.511115] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:52.514467] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=63.47%)
[2025-12-05T20:25:52.514749] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-05T20:25:52.514878] [INFO ] [sig       ] LDSF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:52.653083] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LDSF.txt
[2025-12-05T20:25:52.653210] [INFO ] [sig       ] [1919/3626] Completed LDSF in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:52.653247] [INFO ] [sig       ] [1920/3626] Forecasting LE...
[2025-12-05T20:25:52.653275] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-05T20:25:52.653304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-05T20:25:52.664651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-05T20:25:52.664960] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-05T20:25:52.665737] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-05T20:25:52.665785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:52.665816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:52.665841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:52.665895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:52.722746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:52.723425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:52.723506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:52.723537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:52.843119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:52.843256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:52.843293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:52.843321] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:52.846551] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-05T20:25:52.846835] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-05T20:25:52.847008] [INFO ] [sig       ] LE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:52.990854] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LE.txt
[2025-12-05T20:25:52.990975] [INFO ] [sig       ] [1920/3626] Completed LE in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:52.991011] [INFO ] [sig       ] [1921/3626] Forecasting LEA...
[2025-12-05T20:25:52.991039] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-05T20:25:52.991067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-05T20:25:53.002355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2025-12-05T20:25:53.002693] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-05T20:25:53.003491] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-05T20:25:53.003542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:53.003595] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:53.003625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:53.003680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:53.059892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:53.060562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:53.060657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:53.060690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:53.176505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:53.176675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:53.176722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:53.176750] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:53.180141] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2025-12-05T20:25:53.180414] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-05T20:25:53.180538] [INFO ] [sig       ] LEA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:53.315536] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEA.txt
[2025-12-05T20:25:53.315682] [INFO ] [sig       ] [1921/3626] Completed LEA in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:53.315720] [INFO ] [sig       ] [1922/3626] Forecasting LECO...
[2025-12-05T20:25:53.315748] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-05T20:25:53.315778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-05T20:25:53.326950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-05T20:25:53.327251] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-05T20:25:53.328092] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-05T20:25:53.328142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:53.328188] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:53.328215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:53.328270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:53.385670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:53.386353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:53.386438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:53.386472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:53.503794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:53.503948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:53.503988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:53.504014] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:53.507333] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=34.33%)
[2025-12-05T20:25:53.507617] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-05T20:25:53.507742] [INFO ] [sig       ] LECO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:53.647409] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LECO.txt
[2025-12-05T20:25:53.647543] [INFO ] [sig       ] [1922/3626] Completed LECO in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:53.647660] [INFO ] [sig       ] [1923/3626] Forecasting LEG...
[2025-12-05T20:25:53.647695] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-05T20:25:53.647753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-05T20:25:53.659088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2025-12-05T20:25:53.659405] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-05T20:25:53.660176] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-05T20:25:53.660225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:53.660255] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:53.660279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:53.660333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:53.720467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:53.721512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:53.721629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:53.721674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:53.850444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:53.850618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:53.850659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:53.850688] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:53.854144] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-05T20:25:53.854437] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-05T20:25:53.854569] [INFO ] [sig       ] LEG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:53.997623] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEG.txt
[2025-12-05T20:25:53.997754] [INFO ] [sig       ] [1923/3626] Completed LEG in 0.4s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:53.997807] [INFO ] [sig       ] [1924/3626] Forecasting LEGH...
[2025-12-05T20:25:53.997846] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-05T20:25:53.997881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-05T20:25:54.008329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2025-12-05T20:25:54.008646] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-05T20:25:54.009411] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-05T20:25:54.009460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:54.009491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:54.009517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:54.009590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:54.065335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:54.066024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:54.066100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:54.066132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:54.181896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:54.182059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:54.182099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:54.182128] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:54.185537] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2025-12-05T20:25:54.185827] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-05T20:25:54.185949] [INFO ] [sig       ] LEGH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:54.325162] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEGH.txt
[2025-12-05T20:25:54.325321] [INFO ] [sig       ] [1924/3626] Completed LEGH in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:54.325360] [INFO ] [sig       ] [1925/3626] Forecasting LEGN...
[2025-12-05T20:25:54.325389] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-05T20:25:54.325418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-05T20:25:54.336525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2025-12-05T20:25:54.336922] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-05T20:25:54.337703] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-05T20:25:54.337754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:54.337784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:54.337838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:54.337894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:54.395094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:54.395960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:54.396040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:54.396072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:54.517838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:54.517996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:54.518036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:54.518062] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:54.521387] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=92.34%)
[2025-12-05T20:25:54.521661] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-05T20:25:54.521776] [INFO ] [sig       ] LEGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:54.662345] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEGN.txt
[2025-12-05T20:25:54.662467] [INFO ] [sig       ] [1925/3626] Completed LEGN in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:54.662511] [INFO ] [sig       ] [1926/3626] Forecasting LEN...
[2025-12-05T20:25:54.662548] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-05T20:25:54.662594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-05T20:25:54.673466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-05T20:25:54.673764] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-05T20:25:54.674495] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-05T20:25:54.674544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:54.674599] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:54.674629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:54.674684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:54.730370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:54.731127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:54.731238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:54.731272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:54.852059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:54.852218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:54.852257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:54.852284] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:54.855540] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-12-05T20:25:54.855812] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-05T20:25:54.855931] [INFO ] [sig       ] LEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:54.992328] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LEN.txt
[2025-12-05T20:25:54.992451] [INFO ] [sig       ] [1926/3626] Completed LEN in 0.3s | 2.96 sym/s | Total: 10.8m | ETA: 9.6m
[2025-12-05T20:25:54.992489] [INFO ] [sig       ] [1927/3626] Forecasting LENZ...
[2025-12-05T20:25:54.992517] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-05T20:25:54.992546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-05T20:25:55.004469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2025-12-05T20:25:55.004879] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-05T20:25:55.005750] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-05T20:25:55.005802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:55.005833] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:55.005859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:55.005914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:55.063657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:55.064337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:55.064417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:55.064449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:55.190198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:55.190404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:55.190447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:55.190475] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:55.193821] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: DOWN (p=48.73%)
[2025-12-05T20:25:55.194088] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-05T20:25:55.194209] [INFO ] [sig       ] LENZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:55.338262] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LENZ.txt
[2025-12-05T20:25:55.338405] [INFO ] [sig       ] [1927/3626] Completed LENZ in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-05T20:25:55.338448] [INFO ] [sig       ] [1928/3626] Forecasting LEO...
[2025-12-05T20:25:55.338480] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-05T20:25:55.338511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-05T20:25:55.349013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2025-12-05T20:25:55.349312] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-05T20:25:55.350091] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-05T20:25:55.350141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:55.350173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:55.350200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:55.350257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:55.405623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:55.406331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:55.406408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:55.406439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:55.525107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:55.525263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:55.525303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:55.525331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:55.528664] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=71.83%)
[2025-12-05T20:25:55.528927] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-05T20:25:55.529047] [INFO ] [sig       ] LEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:55.663419] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEO.txt
[2025-12-05T20:25:55.663553] [INFO ] [sig       ] [1928/3626] Completed LEO in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-05T20:25:55.663610] [INFO ] [sig       ] [1929/3626] Forecasting LESL...
[2025-12-05T20:25:55.663639] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-05T20:25:55.663669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-05T20:25:55.674838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2025-12-05T20:25:55.675151] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-05T20:25:55.675931] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-05T20:25:55.675980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:55.676011] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:55.676037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:55.676092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:55.731040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:55.731651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:55.731726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:55.731757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:55.849203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:55.849334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:55.849371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:55.849416] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:55.852645] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=84.45%)
[2025-12-05T20:25:55.852900] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-05T20:25:55.853019] [INFO ] [sig       ] LESL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:55.988772] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LESL.txt
[2025-12-05T20:25:55.988890] [INFO ] [sig       ] [1929/3626] Completed LESL in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.6m
[2025-12-05T20:25:55.988928] [INFO ] [sig       ] [1930/3626] Forecasting LEVI...
[2025-12-05T20:25:55.988957] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-05T20:25:55.988985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-05T20:25:55.999939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-05T20:25:56.000208] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-05T20:25:56.000961] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-05T20:25:56.001010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:56.001040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:56.001066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:56.001120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:56.056301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:56.056938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:56.057012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:56.057044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:56.177276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:56.177427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:56.177465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:56.177491] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:56.180762] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-05T20:25:56.181019] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-05T20:25:56.181137] [INFO ] [sig       ] LEVI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:56.317298] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LEVI.txt
[2025-12-05T20:25:56.317416] [INFO ] [sig       ] [1930/3626] Completed LEVI in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:56.317478] [INFO ] [sig       ] [1931/3626] Forecasting LFMD...
[2025-12-05T20:25:56.317508] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-05T20:25:56.317538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-05T20:25:56.327953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-05T20:25:56.328219] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-05T20:25:56.329004] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-05T20:25:56.329054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:56.329085] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:56.329111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:56.329167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:56.385031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:56.385612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:56.385685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:56.385729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:56.503743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:56.503856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:56.503892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:56.503920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:56.507055] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=61.10%)
[2025-12-05T20:25:56.507310] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-05T20:25:56.507425] [INFO ] [sig       ] LFMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:56.642709] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LFMD.txt
[2025-12-05T20:25:56.642819] [INFO ] [sig       ] [1931/3626] Completed LFMD in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:56.642855] [INFO ] [sig       ] [1932/3626] Forecasting LFUS...
[2025-12-05T20:25:56.642883] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-05T20:25:56.642912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-05T20:25:56.653107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-05T20:25:56.653363] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-05T20:25:56.654126] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-05T20:25:56.654174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:56.654204] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:56.654234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:56.654289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:56.709597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:56.710186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:56.710262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:56.710293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:56.828587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:56.828703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:56.828740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:56.828768] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:56.831944] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=55.21%)
[2025-12-05T20:25:56.832205] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-05T20:25:56.832324] [INFO ] [sig       ] LFUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:56.967525] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LFUS.txt
[2025-12-05T20:25:56.967651] [INFO ] [sig       ] [1932/3626] Completed LFUS in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:56.967690] [INFO ] [sig       ] [1933/3626] Forecasting LFVN...
[2025-12-05T20:25:56.967719] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-05T20:25:56.967748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-05T20:25:56.978307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2025-12-05T20:25:56.978600] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-05T20:25:56.979327] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-05T20:25:56.979377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:56.979407] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:56.979447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:56.979503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:57.034198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:57.034796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:57.034869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:57.034899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:57.149764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:57.149877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:57.149912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:57.149939] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:57.153054] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2025-12-05T20:25:57.153307] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-05T20:25:57.153422] [INFO ] [sig       ] LFVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:57.293406] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LFVN.txt
[2025-12-05T20:25:57.293517] [INFO ] [sig       ] [1933/3626] Completed LFVN in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:57.293554] [INFO ] [sig       ] [1934/3626] Forecasting LGCL...
[2025-12-05T20:25:57.293600] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-05T20:25:57.293631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-05T20:25:57.304112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-05T20:25:57.304373] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-05T20:25:57.305124] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-05T20:25:57.305172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:57.305202] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:57.305268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:57.305325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:57.360559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:57.361143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:57.361232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:57.361265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:57.470640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:57.470781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:57.470819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:57.470845] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:57.474098] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-05T20:25:57.474358] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-05T20:25:57.474474] [INFO ] [sig       ] LGCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:57.610366] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LGCL.txt
[2025-12-05T20:25:57.610480] [INFO ] [sig       ] [1934/3626] Completed LGCL in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:57.610516] [INFO ] [sig       ] [1935/3626] Forecasting LGI...
[2025-12-05T20:25:57.610544] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-05T20:25:57.610588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-05T20:25:57.621310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2025-12-05T20:25:57.621584] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-05T20:25:57.622328] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-05T20:25:57.622377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:57.622407] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:57.622433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:57.622487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:57.677473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:57.678087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:57.678160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:57.678192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:57.796750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:57.796887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:57.796924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:57.796951] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:57.800192] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2025-12-05T20:25:57.800447] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-05T20:25:57.800564] [INFO ] [sig       ] LGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:57.939130] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LGI.txt
[2025-12-05T20:25:57.939268] [INFO ] [sig       ] [1935/3626] Completed LGI in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:57.939311] [INFO ] [sig       ] [1936/3626] Forecasting LGIH...
[2025-12-05T20:25:57.939341] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-05T20:25:57.939370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-05T20:25:57.949965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-05T20:25:57.950216] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-05T20:25:57.950964] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-05T20:25:57.951012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:57.951042] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:57.951068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:57.951124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:58.007834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:58.008497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:58.008593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:58.008628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:58.122874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:58.123027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:58.123066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:58.123092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:58.126348] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-12-05T20:25:58.126620] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-05T20:25:58.126739] [INFO ] [sig       ] LGIH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:58.265550] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LGIH.txt
[2025-12-05T20:25:58.265691] [INFO ] [sig       ] [1936/3626] Completed LGIH in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:58.265728] [INFO ] [sig       ] [1937/3626] Forecasting LGND...
[2025-12-05T20:25:58.265756] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-05T20:25:58.265794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-05T20:25:58.276832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-05T20:25:58.277096] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-05T20:25:58.277914] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-05T20:25:58.277965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:58.277997] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:58.278024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:58.278080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:58.335058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:58.335838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:58.335917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:58.335951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:58.454636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:58.454771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:58.454808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:58.454836] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:58.458115] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2025-12-05T20:25:58.458415] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-05T20:25:58.458536] [INFO ] [sig       ] LGND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:58.595721] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LGND.txt
[2025-12-05T20:25:58.595833] [INFO ] [sig       ] [1937/3626] Completed LGND in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:58.595870] [INFO ] [sig       ] [1938/3626] Forecasting LH...
[2025-12-05T20:25:58.595899] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-05T20:25:58.595927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-05T20:25:58.606195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-05T20:25:58.606500] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-05T20:25:58.607250] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-05T20:25:58.607299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:58.607330] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:58.607355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:58.607414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:58.665706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:58.666416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:58.666496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:58.666529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:58.784740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:58.784866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:58.784902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:58.784930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:58.788150] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2025-12-05T20:25:58.788410] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-05T20:25:58.788527] [INFO ] [sig       ] LH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:25:58.923297] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LH.txt
[2025-12-05T20:25:58.923426] [INFO ] [sig       ] [1938/3626] Completed LH in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:58.923464] [INFO ] [sig       ] [1939/3626] Forecasting LHX...
[2025-12-05T20:25:58.923495] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-05T20:25:58.923524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-05T20:25:58.933959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-05T20:25:58.934204] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-05T20:25:58.934955] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-05T20:25:58.935004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:58.935035] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:58.935060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:58.935115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:58.989958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:58.990570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:58.990662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:58.990693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:59.109105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:59.109264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:59.109305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:59.109332] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:59.112628] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-05T20:25:59.112893] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-05T20:25:59.113014] [INFO ] [sig       ] LHX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:59.251635] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LHX.txt
[2025-12-05T20:25:59.251757] [INFO ] [sig       ] [1939/3626] Completed LHX in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:59.251793] [INFO ] [sig       ] [1940/3626] Forecasting LI...
[2025-12-05T20:25:59.251821] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-05T20:25:59.251850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-05T20:25:59.261942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2025-12-05T20:25:59.262179] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-05T20:25:59.262934] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-05T20:25:59.262983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:59.263012] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:59.263038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:59.263092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:59.317780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:59.321333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:59.321405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:59.321436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:59.440164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:59.440274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:59.440311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:59.440341] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:59.443455] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-05T20:25:59.443724] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-05T20:25:59.443841] [INFO ] [sig       ] LI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:59.580917] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LI.txt
[2025-12-05T20:25:59.581020] [INFO ] [sig       ] [1940/3626] Completed LI in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:59.581056] [INFO ] [sig       ] [1941/3626] Forecasting LICN...
[2025-12-05T20:25:59.581084] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-05T20:25:59.581113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-05T20:25:59.592324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2025-12-05T20:25:59.592678] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-05T20:25:59.593487] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-05T20:25:59.593537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:59.593568] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:59.593613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:59.593669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:59.650073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:59.650876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:59.650966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:59.650997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:25:59.765849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:25:59.766006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:25:59.766046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:25:59.766074] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:25:59.769496] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2025-12-05T20:25:59.769774] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-05T20:25:59.769895] [INFO ] [sig       ] LICN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:25:59.914241] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LICN.txt
[2025-12-05T20:25:59.914394] [INFO ] [sig       ] [1941/3626] Completed LICN in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:25:59.914432] [INFO ] [sig       ] [1942/3626] Forecasting LIF...
[2025-12-05T20:25:59.914462] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-05T20:25:59.914492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-05T20:25:59.925618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-05T20:25:59.925980] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-05T20:25:59.926799] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-05T20:25:59.926848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:25:59.926879] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:25:59.926905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:25:59.926964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:25:59.982122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:25:59.982880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:25:59.982957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:25:59.982988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:00.105007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:00.105167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:00.105206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:00.105234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:00.108493] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: DOWN (p=32.82%)
[2025-12-05T20:26:00.108767] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-05T20:26:00.108882] [INFO ] [sig       ] LIF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:00.244158] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LIF.txt
[2025-12-05T20:26:00.244275] [INFO ] [sig       ] [1942/3626] Completed LIF in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:26:00.244312] [INFO ] [sig       ] [1943/3626] Forecasting LII...
[2025-12-05T20:26:00.244339] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-05T20:26:00.244367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-05T20:26:00.254750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-05T20:26:00.255002] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-05T20:26:00.255759] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-05T20:26:00.255807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:00.255837] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:00.255863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:00.255918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:00.311791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:00.312549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:00.312646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:00.312678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:00.431452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:00.431607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:00.431648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:00.431682] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:00.435005] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=14.14%)
[2025-12-05T20:26:00.435270] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-05T20:26:00.435387] [INFO ] [sig       ] LII: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:00.572395] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LII.txt
[2025-12-05T20:26:00.572526] [INFO ] [sig       ] [1943/3626] Completed LII in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:26:00.572564] [INFO ] [sig       ] [1944/3626] Forecasting LILA...
[2025-12-05T20:26:00.572615] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-05T20:26:00.572644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-05T20:26:00.582796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-05T20:26:00.583053] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-05T20:26:00.583815] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-05T20:26:00.583865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:00.583895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:00.583921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:00.583977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:00.639289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:00.639881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:00.639955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:00.639986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:00.756448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:00.756566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:00.756620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:00.756648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:00.759797] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-05T20:26:00.760050] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-05T20:26:00.760166] [INFO ] [sig       ] LILA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:00.895753] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LILA.txt
[2025-12-05T20:26:00.895871] [INFO ] [sig       ] [1944/3626] Completed LILA in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:26:00.895908] [INFO ] [sig       ] [1945/3626] Forecasting LILAK...
[2025-12-05T20:26:00.895938] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-05T20:26:00.895966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-05T20:26:00.906277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-05T20:26:00.906531] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-05T20:26:00.907277] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-05T20:26:00.907326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:00.907357] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:00.907384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:00.907439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:00.962433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:00.963003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:00.963077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:00.963108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:01.086166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:01.086290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:01.086327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:01.086356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:01.089708] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-05T20:26:01.089968] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-05T20:26:01.090088] [INFO ] [sig       ] LILAK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:01.227880] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LILAK.txt
[2025-12-05T20:26:01.228042] [INFO ] [sig       ] [1945/3626] Completed LILAK in 0.3s | 2.96 sym/s | Total: 10.9m | ETA: 9.5m
[2025-12-05T20:26:01.228089] [INFO ] [sig       ] [1946/3626] Forecasting LIN...
[2025-12-05T20:26:01.228131] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-05T20:26:01.228163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-05T20:26:01.239209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-05T20:26:01.239506] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-05T20:26:01.240293] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-05T20:26:01.240370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:01.240409] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:01.240442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:01.240499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:01.297927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:01.298647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:01.298726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:01.298757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:01.413091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:01.413245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:01.413285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:01.413313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:01.416717] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=61.94%)
[2025-12-05T20:26:01.416983] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-05T20:26:01.417106] [INFO ] [sig       ] LIN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:01.559393] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LIN.txt
[2025-12-05T20:26:01.559522] [INFO ] [sig       ] [1946/3626] Completed LIN in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-05T20:26:01.559559] [INFO ] [sig       ] [1947/3626] Forecasting LINC...
[2025-12-05T20:26:01.559612] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-05T20:26:01.559642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-05T20:26:01.570426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-05T20:26:01.570701] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-05T20:26:01.571425] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-05T20:26:01.571474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:01.571504] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:01.571530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:01.571605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:01.627483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:01.628083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:01.628156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:01.628187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:01.740676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:01.740803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:01.740840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:01.740867] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:01.744081] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=82.61%)
[2025-12-05T20:26:01.744338] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-05T20:26:01.744454] [INFO ] [sig       ] LINC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:01.885432] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LINC.txt
[2025-12-05T20:26:01.885557] [INFO ] [sig       ] [1947/3626] Completed LINC in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.5m
[2025-12-05T20:26:01.885633] [INFO ] [sig       ] [1948/3626] Forecasting LIND...
[2025-12-05T20:26:01.885663] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-05T20:26:01.885692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-05T20:26:01.897850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-05T20:26:01.898208] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-05T20:26:01.899017] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-05T20:26:01.899067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:01.899098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:01.899124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:01.899178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:01.954096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:01.955003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:01.955086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:01.955119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:02.075173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:02.075328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:02.075369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:02.075398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:02.078820] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: UP (p=94.07%)
[2025-12-05T20:26:02.079086] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-05T20:26:02.079206] [INFO ] [sig       ] LIND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:02.214802] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LIND.txt
[2025-12-05T20:26:02.214951] [INFO ] [sig       ] [1948/3626] Completed LIND in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:02.214989] [INFO ] [sig       ] [1949/3626] Forecasting LINE...
[2025-12-05T20:26:02.215017] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-05T20:26:02.215047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-05T20:26:02.225675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-05T20:26:02.225951] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-05T20:26:02.226728] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-05T20:26:02.226777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:02.226809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:02.226834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:02.226890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:02.281829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:02.282487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:02.282569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:02.282619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:02.402367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:02.402524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:02.402562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:02.402607] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:02.405889] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-05T20:26:02.406148] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-05T20:26:02.406265] [INFO ] [sig       ] LINE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:02.545327] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LINE.txt
[2025-12-05T20:26:02.545463] [INFO ] [sig       ] [1949/3626] Completed LINE in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:02.545508] [INFO ] [sig       ] [1950/3626] Forecasting LINK...
[2025-12-05T20:26:02.545538] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-05T20:26:02.545568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-05T20:26:02.556381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-05T20:26:02.556764] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-05T20:26:02.557530] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-05T20:26:02.557607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:02.557642] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:02.557670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:02.557725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:02.613701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:02.614601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:02.614682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:02.614714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:02.728491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:02.728678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:02.728720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:02.728748] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:02.732090] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-05T20:26:02.732373] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-05T20:26:02.732512] [INFO ] [sig       ] LINK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:02.868791] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LINK.txt
[2025-12-05T20:26:02.868939] [INFO ] [sig       ] [1950/3626] Completed LINK in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:02.868977] [INFO ] [sig       ] [1951/3626] Forecasting LITE...
[2025-12-05T20:26:02.869007] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-05T20:26:02.869037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-05T20:26:02.879620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-05T20:26:02.879942] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-05T20:26:02.880703] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-05T20:26:02.880752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:02.880782] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:02.880834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:02.880891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:02.936031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:02.936681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:02.936756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:02.936788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:03.058295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:03.058446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:03.058485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:03.058512] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:03.061781] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=50.19%)
[2025-12-05T20:26:03.062053] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-05T20:26:03.062169] [INFO ] [sig       ] LITE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:03.202372] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LITE.txt
[2025-12-05T20:26:03.202521] [INFO ] [sig       ] [1951/3626] Completed LITE in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:03.202563] [INFO ] [sig       ] [1952/3626] Forecasting LITM...
[2025-12-05T20:26:03.202615] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-05T20:26:03.202645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-05T20:26:03.213367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-05T20:26:03.213640] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-05T20:26:03.214366] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-05T20:26:03.214414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:03.214445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:03.214471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:03.214526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:03.270087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:03.270705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:03.270777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:03.270808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:03.389950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:03.390098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:03.390136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:03.390164] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:03.393454] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-05T20:26:03.393730] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-05T20:26:03.393847] [INFO ] [sig       ] LITM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:03.535004] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LITM.txt
[2025-12-05T20:26:03.535177] [INFO ] [sig       ] [1952/3626] Completed LITM in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:03.535219] [INFO ] [sig       ] [1953/3626] Forecasting LIVN...
[2025-12-05T20:26:03.535250] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-05T20:26:03.535281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-05T20:26:03.545892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2025-12-05T20:26:03.546185] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-05T20:26:03.546980] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-05T20:26:03.547030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:03.547062] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:03.547088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:03.547145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:03.602859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:03.603674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:03.603754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:03.603787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:03.726157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:03.726312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:03.726382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:03.726417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:03.729798] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: UP (p=95.83%)
[2025-12-05T20:26:03.730057] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-05T20:26:03.730180] [INFO ] [sig       ] LIVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:03.877382] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LIVN.txt
[2025-12-05T20:26:03.877555] [INFO ] [sig       ] [1953/3626] Completed LIVN in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:03.877630] [INFO ] [sig       ] [1954/3626] Forecasting LKFN...
[2025-12-05T20:26:03.877673] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-05T20:26:03.877716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-05T20:26:03.888510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-05T20:26:03.888905] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-05T20:26:03.889758] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-05T20:26:03.889811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:03.889842] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:03.889868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:03.889925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:03.949570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:03.950461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:03.950551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:03.950603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:04.072652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:04.072797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:04.072836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:04.072863] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:04.076461] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-05T20:26:04.076751] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-05T20:26:04.076874] [INFO ] [sig       ] LKFN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:04.218285] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LKFN.txt
[2025-12-05T20:26:04.218413] [INFO ] [sig       ] [1954/3626] Completed LKFN in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:04.218454] [INFO ] [sig       ] [1955/3626] Forecasting LKQ...
[2025-12-05T20:26:04.218484] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-05T20:26:04.218513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-05T20:26:04.229941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-05T20:26:04.230224] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-05T20:26:04.231036] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-05T20:26:04.231086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:04.231118] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:04.231144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:04.231200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:04.291429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:04.292098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:04.292174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:04.292206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:04.412966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:04.413109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:04.413150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:04.413178] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:04.416739] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=41.20%)
[2025-12-05T20:26:04.417005] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-05T20:26:04.417124] [INFO ] [sig       ] LKQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:04.557936] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LKQ.txt
[2025-12-05T20:26:04.558067] [INFO ] [sig       ] [1955/3626] Completed LKQ in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:04.558106] [INFO ] [sig       ] [1956/3626] Forecasting LLY...
[2025-12-05T20:26:04.558135] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-05T20:26:04.558165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-05T20:26:04.569298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-05T20:26:04.569672] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-05T20:26:04.570438] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-05T20:26:04.570486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:04.570516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:04.570541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:04.570612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:04.626302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:04.626969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:04.627058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:04.627091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:04.749996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:04.750169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:04.750213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:04.750240] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:04.753792] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2025-12-05T20:26:04.754068] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-05T20:26:04.754192] [INFO ] [sig       ] LLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:04.893142] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LLY.txt
[2025-12-05T20:26:04.893291] [INFO ] [sig       ] [1956/3626] Completed LLY in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:04.893329] [INFO ] [sig       ] [1957/3626] Forecasting LLYVA...
[2025-12-05T20:26:04.893358] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-05T20:26:04.893388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-05T20:26:04.904850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-05T20:26:04.905244] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-05T20:26:04.906026] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-05T20:26:04.906076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:04.906122] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:04.906149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:04.906203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:04.963974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:04.964862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:04.964943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:04.964978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:05.083186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:05.083345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:05.083385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:05.083414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:05.086824] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-05T20:26:05.087088] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-05T20:26:05.087211] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:05.224494] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LLYVA.txt
[2025-12-05T20:26:05.224631] [INFO ] [sig       ] [1957/3626] Completed LLYVA in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:05.224671] [INFO ] [sig       ] [1958/3626] Forecasting LLYVK...
[2025-12-05T20:26:05.224700] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-05T20:26:05.224729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-05T20:26:05.235860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVK'.
[2025-12-05T20:26:05.236206] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-05T20:26:05.237035] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-05T20:26:05.237085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:05.237116] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:05.237141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:05.237197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:05.294405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:05.295193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:05.295274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:05.295308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:05.417660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:05.417852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:05.417895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:05.417922] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:05.421294] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-05T20:26:05.421590] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-05T20:26:05.421716] [INFO ] [sig       ] LLYVK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:05.560705] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LLYVK.txt
[2025-12-05T20:26:05.560845] [INFO ] [sig       ] [1958/3626] Completed LLYVK in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:05.560883] [INFO ] [sig       ] [1959/3626] Forecasting LMB...
[2025-12-05T20:26:05.560912] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-05T20:26:05.560940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-05T20:26:05.572486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-05T20:26:05.572838] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-05T20:26:05.573629] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-05T20:26:05.573678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:05.573708] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:05.573735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:05.573790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:05.630887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:05.631831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:05.631917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:05.631956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:05.750511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:05.750682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:05.750722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:05.750749] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:05.754109] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=14.95%)
[2025-12-05T20:26:05.754369] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-05T20:26:05.754486] [INFO ] [sig       ] LMB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:05.895497] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LMB.txt
[2025-12-05T20:26:05.895661] [INFO ] [sig       ] [1959/3626] Completed LMB in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:05.895705] [INFO ] [sig       ] [1960/3626] Forecasting LMBS...
[2025-12-05T20:26:05.895743] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-05T20:26:05.895773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-05T20:26:05.909413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2025-12-05T20:26:05.910101] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-05T20:26:05.911170] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-05T20:26:05.911225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:05.911259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:05.911284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:05.911376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:05.974354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:05.975558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:05.975685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:05.975720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:06.106377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:06.106630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:06.106676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:06.106703] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:06.110636] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-05T20:26:06.110951] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-05T20:26:06.111091] [INFO ] [sig       ] LMBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:06.254054] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LMBS.txt
[2025-12-05T20:26:06.254246] [INFO ] [sig       ] [1960/3626] Completed LMBS in 0.4s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:06.254299] [INFO ] [sig       ] [1961/3626] Forecasting LMND...
[2025-12-05T20:26:06.254329] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-05T20:26:06.254361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-05T20:26:06.267303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-05T20:26:06.267711] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-05T20:26:06.268543] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-05T20:26:06.268623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:06.268657] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:06.268682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:06.268738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:06.326296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:06.326970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:06.327088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:06.327122] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:06.449253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:06.449411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:06.449457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:06.449486] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:06.452950] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=44.45%)
[2025-12-05T20:26:06.453225] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-05T20:26:06.453352] [INFO ] [sig       ] LMND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:06.590648] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LMND.txt
[2025-12-05T20:26:06.590766] [INFO ] [sig       ] [1961/3626] Completed LMND in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:06.590804] [INFO ] [sig       ] [1962/3626] Forecasting LNC...
[2025-12-05T20:26:06.590832] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-05T20:26:06.590861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-05T20:26:06.602196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-05T20:26:06.602480] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-05T20:26:06.603248] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-05T20:26:06.603298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:06.603329] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:06.603355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:06.603411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:06.660779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:06.661417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:06.661499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:06.661533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:06.785473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:06.785644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:06.785686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:06.785719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:06.792165] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-05T20:26:06.792499] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-05T20:26:06.792682] [INFO ] [sig       ] LNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:06.930009] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LNC.txt
[2025-12-05T20:26:06.930144] [INFO ] [sig       ] [1962/3626] Completed LNC in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:06.930183] [INFO ] [sig       ] [1963/3626] Forecasting LND...
[2025-12-05T20:26:06.930212] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-05T20:26:06.930241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-05T20:26:06.941239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-05T20:26:06.941547] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-05T20:26:06.942354] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-05T20:26:06.942405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:06.942437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:06.942463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:06.942519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:06.999105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:06.999722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:06.999798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:06.999829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:07.110071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:07.110196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:07.110232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:07.110258] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:07.113529] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2025-12-05T20:26:07.113816] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-05T20:26:07.113939] [INFO ] [sig       ] LND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:07.251451] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LND.txt
[2025-12-05T20:26:07.251599] [INFO ] [sig       ] [1963/3626] Completed LND in 0.3s | 2.96 sym/s | Total: 11.0m | ETA: 9.4m
[2025-12-05T20:26:07.251639] [INFO ] [sig       ] [1964/3626] Forecasting LNG...
[2025-12-05T20:26:07.251668] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-05T20:26:07.251697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-05T20:26:07.263067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-05T20:26:07.263327] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-05T20:26:07.264189] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-05T20:26:07.264246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:07.264281] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:07.264316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:07.264387] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:07.322321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:07.322969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:07.323045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:07.323077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:07.441329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:07.441485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:07.441525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:07.441587] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:07.444855] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-05T20:26:07.445116] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-05T20:26:07.445234] [INFO ] [sig       ] LNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:07.628434] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LNG.txt
[2025-12-05T20:26:07.628607] [INFO ] [sig       ] [1964/3626] Completed LNG in 0.4s | 2.96 sym/s | Total: 11.1m | ETA: 9.4m
[2025-12-05T20:26:07.628648] [INFO ] [sig       ] [1965/3626] Forecasting LNKB...
[2025-12-05T20:26:07.628677] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-05T20:26:07.628706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-05T20:26:07.639042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2025-12-05T20:26:07.639326] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-05T20:26:07.640122] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-05T20:26:07.640173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:07.640205] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:07.640231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:07.640288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:07.698750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:07.699352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:07.699428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:07.699461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:07.811883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:07.812005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:07.812041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:07.812069] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:07.815210] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=38.17%)
[2025-12-05T20:26:07.815471] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-05T20:26:07.815605] [INFO ] [sig       ] LNKB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:07.953819] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LNKB.txt
[2025-12-05T20:26:07.953935] [INFO ] [sig       ] [1965/3626] Completed LNKB in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:07.953972] [INFO ] [sig       ] [1966/3626] Forecasting LNN...
[2025-12-05T20:26:07.954107] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-05T20:26:07.954148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-05T20:26:07.965298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2025-12-05T20:26:07.965596] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-05T20:26:07.966366] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-05T20:26:07.966417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:07.966449] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:07.966476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:07.966531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:08.025000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:08.025728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:08.025817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:08.025849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:08.149800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:08.149964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:08.150012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:08.150042] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:08.153559] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-05T20:26:08.153850] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-05T20:26:08.153976] [INFO ] [sig       ] LNN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:08.291902] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LNN.txt
[2025-12-05T20:26:08.292009] [INFO ] [sig       ] [1966/3626] Completed LNN in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:08.292044] [INFO ] [sig       ] [1967/3626] Forecasting LNTH...
[2025-12-05T20:26:08.292073] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-05T20:26:08.292101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-05T20:26:08.302867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-05T20:26:08.303145] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-05T20:26:08.303952] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-05T20:26:08.304002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:08.304034] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:08.304060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:08.304115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:08.359669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:08.360237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:08.360311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:08.360341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:08.473825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:08.473931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:08.473966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:08.473994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:08.477086] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=98.38%)
[2025-12-05T20:26:08.477337] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-05T20:26:08.477466] [INFO ] [sig       ] LNTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:08.615302] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LNTH.txt
[2025-12-05T20:26:08.615450] [INFO ] [sig       ] [1967/3626] Completed LNTH in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:08.615491] [INFO ] [sig       ] [1968/3626] Forecasting LNZA...
[2025-12-05T20:26:08.615521] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-05T20:26:08.615551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-05T20:26:08.629428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-05T20:26:08.629911] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-05T20:26:08.631032] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-05T20:26:08.631096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:08.631169] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:08.631222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:08.631303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:08.692173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:08.693003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:08.693080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:08.693113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:08.806521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:08.806655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:08.806692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:08.806720] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:08.809881] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-05T20:26:08.810145] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-05T20:26:08.810260] [INFO ] [sig       ] LNZA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:08.947436] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LNZA.txt
[2025-12-05T20:26:08.947544] [INFO ] [sig       ] [1968/3626] Completed LNZA in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:08.947597] [INFO ] [sig       ] [1969/3626] Forecasting LOAN...
[2025-12-05T20:26:08.947627] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-05T20:26:08.947656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-05T20:26:08.959319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-05T20:26:08.959624] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-05T20:26:08.960394] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-05T20:26:08.960445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:08.960476] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:08.960507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:08.960565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:09.018922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:09.019611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:09.019686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:09.019719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:09.128820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:09.128943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:09.128981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:09.129009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:09.132249] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=99.03%)
[2025-12-05T20:26:09.132507] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-05T20:26:09.132647] [INFO ] [sig       ] LOAN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:09.276883] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LOAN.txt
[2025-12-05T20:26:09.277074] [INFO ] [sig       ] [1969/3626] Completed LOAN in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:09.277122] [INFO ] [sig       ] [1970/3626] Forecasting LOB...
[2025-12-05T20:26:09.277163] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-05T20:26:09.277207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-05T20:26:09.288263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-05T20:26:09.288549] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-05T20:26:09.289342] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-05T20:26:09.289392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:09.289424] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:09.289450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:09.289505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:09.345008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:09.345597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:09.345672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:09.345703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:09.467422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:09.467553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:09.467606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:09.467636] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:09.470873] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2025-12-05T20:26:09.471125] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-05T20:26:09.471243] [INFO ] [sig       ] LOB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:09.607749] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LOB.txt
[2025-12-05T20:26:09.607883] [INFO ] [sig       ] [1970/3626] Completed LOB in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:09.607921] [INFO ] [sig       ] [1971/3626] Forecasting LOCO...
[2025-12-05T20:26:09.607949] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-05T20:26:09.607978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-05T20:26:09.618318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-05T20:26:09.618651] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-05T20:26:09.619385] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-05T20:26:09.619433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:09.619464] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:09.619490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:09.619544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:09.674516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:09.675206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:09.675282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:09.675312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:09.791844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:09.791995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:09.792034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:09.792095] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:09.795378] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=53.64%)
[2025-12-05T20:26:09.795661] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-05T20:26:09.795784] [INFO ] [sig       ] LOCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:09.932648] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LOCO.txt
[2025-12-05T20:26:09.932793] [INFO ] [sig       ] [1971/3626] Completed LOCO in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:09.932832] [INFO ] [sig       ] [1972/3626] Forecasting LOGI...
[2025-12-05T20:26:09.932861] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-05T20:26:09.932898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-05T20:26:09.943132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-05T20:26:09.943399] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-05T20:26:09.944166] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-05T20:26:09.944216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:09.944246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:09.944272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:09.944327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:09.999352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:10.000147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:10.000226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:10.000258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:10.119760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:10.119943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:10.120003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:10.120049] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:10.124987] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=47.68%)
[2025-12-05T20:26:10.125403] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-05T20:26:10.125624] [INFO ] [sig       ] LOGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:10.284730] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LOGI.txt
[2025-12-05T20:26:10.284882] [INFO ] [sig       ] [1972/3626] Completed LOGI in 0.4s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:10.284924] [INFO ] [sig       ] [1973/3626] Forecasting LOMA...
[2025-12-05T20:26:10.284956] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-05T20:26:10.284986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-05T20:26:10.295720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-05T20:26:10.296093] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-05T20:26:10.297023] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-05T20:26:10.297076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:10.297108] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:10.297134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:10.297190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:10.357356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:10.358246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:10.358323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:10.358356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:10.475418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:10.475562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:10.475630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:10.475659] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:10.479052] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-05T20:26:10.479321] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-05T20:26:10.479443] [INFO ] [sig       ] LOMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:10.616636] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LOMA.txt
[2025-12-05T20:26:10.616767] [INFO ] [sig       ] [1973/3626] Completed LOMA in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:10.616805] [INFO ] [sig       ] [1974/3626] Forecasting LOPE...
[2025-12-05T20:26:10.616834] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-05T20:26:10.616863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-05T20:26:10.628402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-05T20:26:10.628752] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-05T20:26:10.629560] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-05T20:26:10.629626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:10.629657] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:10.629683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:10.629737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:10.687037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:10.687756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:10.687854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:10.687892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:10.809280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:10.809428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:10.809502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:10.809537] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:10.812843] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-05T20:26:10.813099] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-05T20:26:10.813217] [INFO ] [sig       ] LOPE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:10.953559] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LOPE.txt
[2025-12-05T20:26:10.953713] [INFO ] [sig       ] [1974/3626] Completed LOPE in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:10.953751] [INFO ] [sig       ] [1975/3626] Forecasting LOVE...
[2025-12-05T20:26:10.953780] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-05T20:26:10.953809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-05T20:26:10.966842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-05T20:26:10.967143] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-05T20:26:10.967957] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-05T20:26:10.968006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:10.968037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:10.968063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:10.968119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:11.028878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:11.029772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:11.029855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:11.029888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:11.149977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:11.150125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:11.150166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:11.150209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:11.153523] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: DOWN (p=18.14%)
[2025-12-05T20:26:11.153799] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-05T20:26:11.153919] [INFO ] [sig       ] LOVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:11.289977] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LOVE.txt
[2025-12-05T20:26:11.290096] [INFO ] [sig       ] [1975/3626] Completed LOVE in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:11.290137] [INFO ] [sig       ] [1976/3626] Forecasting LPCN...
[2025-12-05T20:26:11.290165] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-05T20:26:11.290194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-05T20:26:11.300207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-05T20:26:11.300478] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-05T20:26:11.301242] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-05T20:26:11.301292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:11.301323] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:11.301348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:11.301422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:11.357950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:11.358658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:11.358736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:11.358769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:11.467834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:11.467987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:11.468028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:11.468058] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:11.471648] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: UP (p=64.81%)
[2025-12-05T20:26:11.471924] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-05T20:26:11.472047] [INFO ] [sig       ] LPCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:11.612822] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPCN.txt
[2025-12-05T20:26:11.612965] [INFO ] [sig       ] [1976/3626] Completed LPCN in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:11.613004] [INFO ] [sig       ] [1977/3626] Forecasting LPG...
[2025-12-05T20:26:11.613035] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-05T20:26:11.613066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-05T20:26:11.624091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-05T20:26:11.624356] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-05T20:26:11.625149] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-05T20:26:11.625200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:11.625232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:11.625259] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:11.625316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:11.683943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:11.684619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:11.684699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:11.684731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:11.806147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:11.806287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:11.806327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:11.806357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:11.810147] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-05T20:26:11.810415] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-05T20:26:11.810537] [INFO ] [sig       ] LPG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:11.954548] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPG.txt
[2025-12-05T20:26:11.954686] [INFO ] [sig       ] [1977/3626] Completed LPG in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:11.954723] [INFO ] [sig       ] [1978/3626] Forecasting LPL...
[2025-12-05T20:26:11.954751] [INFO ] [sig       ] Generating forecast for: LPL
[2025-12-05T20:26:11.954780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2025-12-05T20:26:11.965562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2025-12-05T20:26:11.965937] [INFO ] [FORECASTER] Starting predict_future for LPL
[2025-12-05T20:26:11.966738] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2025-12-05T20:26:11.966788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:11.966820] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:11.966846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:11.966902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:12.025318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:12.026144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:12.026250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:12.026284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:12.144700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:12.144851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:12.144890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:12.144918] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:12.148187] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=56.56%)
[2025-12-05T20:26:12.148442] [INFO ] [FORECASTER] Completed predict_future for LPL
[2025-12-05T20:26:12.148558] [INFO ] [sig       ] LPL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:12.283997] [INFO ] [LOCAL     ] Saved forecast: LPL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPL.txt
[2025-12-05T20:26:12.284120] [INFO ] [sig       ] [1978/3626] Completed LPL in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:12.284157] [INFO ] [sig       ] [1979/3626] Forecasting LPLA...
[2025-12-05T20:26:12.284186] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-05T20:26:12.284216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-05T20:26:12.294887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-05T20:26:12.295148] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-05T20:26:12.295905] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-05T20:26:12.295954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:12.295985] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:12.296010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:12.296078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:12.352325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:12.352962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:12.353038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:12.353070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:12.474269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:12.474414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:12.474452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:12.474479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:12.477791] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=84.74%)
[2025-12-05T20:26:12.478060] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-05T20:26:12.478178] [INFO ] [sig       ] LPLA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:12.618203] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPLA.txt
[2025-12-05T20:26:12.618352] [INFO ] [sig       ] [1979/3626] Completed LPLA in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:12.618389] [INFO ] [sig       ] [1980/3626] Forecasting LPRO...
[2025-12-05T20:26:12.618418] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-05T20:26:12.618447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-05T20:26:12.628855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-05T20:26:12.629104] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-05T20:26:12.629908] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-05T20:26:12.629957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:12.629988] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:12.630014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:12.630070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:12.686175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:12.686779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:12.686853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:12.686885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:12.805498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:12.805661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:12.805700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:12.805728] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:12.809151] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-05T20:26:12.809411] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-05T20:26:12.809557] [INFO ] [sig       ] LPRO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:12.945849] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPRO.txt
[2025-12-05T20:26:12.945994] [INFO ] [sig       ] [1980/3626] Completed LPRO in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:12.946057] [INFO ] [sig       ] [1981/3626] Forecasting LPSN...
[2025-12-05T20:26:12.946091] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-05T20:26:12.946121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-05T20:26:12.957166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-05T20:26:12.957537] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-05T20:26:12.958369] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-05T20:26:12.958436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:12.958470] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:12.958498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:12.958554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:13.015284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:13.015998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:13.016076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:13.016108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:13.135297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:13.135448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:13.135488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:13.135517] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:13.138937] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-05T20:26:13.139205] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-05T20:26:13.139331] [INFO ] [sig       ] LPSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:13.284122] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LPSN.txt
[2025-12-05T20:26:13.284266] [INFO ] [sig       ] [1981/3626] Completed LPSN in 0.3s | 2.96 sym/s | Total: 11.1m | ETA: 9.3m
[2025-12-05T20:26:13.284304] [INFO ] [sig       ] [1982/3626] Forecasting LPTH...
[2025-12-05T20:26:13.284333] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-05T20:26:13.284362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-05T20:26:13.295256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-05T20:26:13.295557] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-05T20:26:13.296430] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-05T20:26:13.296479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:13.296511] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:13.296536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:13.296607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:13.351646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:13.352240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:13.352314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:13.352344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:13.468692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:13.468839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:13.468877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:13.468904] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:13.472142] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-05T20:26:13.472398] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-05T20:26:13.472513] [INFO ] [sig       ] LPTH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:13.612845] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LPTH.txt
[2025-12-05T20:26:13.612966] [INFO ] [sig       ] [1982/3626] Completed LPTH in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.3m
[2025-12-05T20:26:13.613003] [INFO ] [sig       ] [1983/3626] Forecasting LPX...
[2025-12-05T20:26:13.613031] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-05T20:26:13.613061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-05T20:26:13.624187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-05T20:26:13.624501] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-05T20:26:13.625295] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-05T20:26:13.625344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:13.625375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:13.625400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:13.625454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:13.682363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:13.682999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:13.683076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:13.683109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:13.802055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:13.802190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:13.802227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:13.802254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:13.805518] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2025-12-05T20:26:13.805792] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-05T20:26:13.805911] [INFO ] [sig       ] LPX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:13.942410] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LPX.txt
[2025-12-05T20:26:13.942525] [INFO ] [sig       ] [1983/3626] Completed LPX in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:13.942562] [INFO ] [sig       ] [1984/3626] Forecasting LQDA...
[2025-12-05T20:26:13.942611] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-05T20:26:13.942644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-05T20:26:13.953993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2025-12-05T20:26:13.954320] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-05T20:26:13.955106] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-05T20:26:13.955171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:13.955211] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:13.955244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:13.955308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:14.013876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:14.014704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:14.014784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:14.014817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:14.137240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:14.137393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:14.137433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:14.137462] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:14.140979] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-05T20:26:14.141245] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-05T20:26:14.141369] [INFO ] [sig       ] LQDA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:14.282632] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LQDA.txt
[2025-12-05T20:26:14.282802] [INFO ] [sig       ] [1984/3626] Completed LQDA in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:14.282842] [INFO ] [sig       ] [1985/3626] Forecasting LRCX...
[2025-12-05T20:26:14.282873] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-05T20:26:14.282903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-05T20:26:14.293656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-05T20:26:14.293985] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-05T20:26:14.294776] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-05T20:26:14.294828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:14.294895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:14.294934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:14.295015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:14.353537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:14.354429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:14.354508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:14.354540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:14.476786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:14.476938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:14.476977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:14.477005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:14.480340] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2025-12-05T20:26:14.480621] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-05T20:26:14.480740] [INFO ] [sig       ] LRCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:14.623643] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LRCX.txt
[2025-12-05T20:26:14.623773] [INFO ] [sig       ] [1985/3626] Completed LRCX in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:14.623810] [INFO ] [sig       ] [1986/3626] Forecasting LRGE...
[2025-12-05T20:26:14.623838] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-05T20:26:14.623868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-05T20:26:14.634271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-05T20:26:14.634553] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-05T20:26:14.635348] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-05T20:26:14.635399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:14.635431] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:14.635459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:14.635516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:14.693774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:14.694433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:14.694509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:14.694540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:14.806090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:14.806227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:14.806265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:14.806293] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:14.809642] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-05T20:26:14.809939] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-05T20:26:14.810056] [INFO ] [sig       ] LRGE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:14.946740] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LRGE.txt
[2025-12-05T20:26:14.946867] [INFO ] [sig       ] [1986/3626] Completed LRGE in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:14.946904] [INFO ] [sig       ] [1987/3626] Forecasting LRHC...
[2025-12-05T20:26:14.946931] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-05T20:26:14.946961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-05T20:26:14.957307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-05T20:26:14.957592] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-05T20:26:14.958363] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-05T20:26:14.958413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:14.958446] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:14.958472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:14.958527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:15.014989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:15.015832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:15.015908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:15.015940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:15.131651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:15.131799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:15.131840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:15.131868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:15.135239] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: DOWN (p=29.95%)
[2025-12-05T20:26:15.135506] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-05T20:26:15.135651] [INFO ] [sig       ] LRHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:15.280072] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LRHC.txt
[2025-12-05T20:26:15.280199] [INFO ] [sig       ] [1987/3626] Completed LRHC in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:15.280237] [INFO ] [sig       ] [1988/3626] Forecasting LSCC...
[2025-12-05T20:26:15.280270] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-05T20:26:15.280303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-05T20:26:15.294370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-05T20:26:15.294879] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-05T20:26:15.295711] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-05T20:26:15.295761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:15.295794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:15.295820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:15.295876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:15.351814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:15.352405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:15.352485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:15.352516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:15.471203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:15.471362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:15.471403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:15.471461] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:15.474823] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-12-05T20:26:15.475087] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-05T20:26:15.475212] [INFO ] [sig       ] LSCC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:15.611999] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LSCC.txt
[2025-12-05T20:26:15.612111] [INFO ] [sig       ] [1988/3626] Completed LSCC in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:15.612149] [INFO ] [sig       ] [1989/3626] Forecasting LSPD...
[2025-12-05T20:26:15.612177] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-05T20:26:15.612206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-05T20:26:15.622958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-05T20:26:15.623208] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-05T20:26:15.624010] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-05T20:26:15.624059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:15.624088] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:15.624113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:15.624167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:15.679190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:15.679800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:15.679880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:15.679910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:15.802103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:15.802209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:15.802244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:15.802270] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:15.805338] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-05T20:26:15.805610] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-05T20:26:15.805738] [INFO ] [sig       ] LSPD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:15.946037] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LSPD.txt
[2025-12-05T20:26:15.946162] [INFO ] [sig       ] [1989/3626] Completed LSPD in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:15.946198] [INFO ] [sig       ] [1990/3626] Forecasting LTC...
[2025-12-05T20:26:15.946227] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-05T20:26:15.946257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-05T20:26:15.957198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-05T20:26:15.957443] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-05T20:26:15.958239] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-05T20:26:15.958289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:15.958318] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:15.958343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:15.958397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:16.013683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:16.014570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:16.014671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:16.014703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:16.126803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:16.126950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:16.126991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:16.127019] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:16.130336] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-12-05T20:26:16.130616] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-05T20:26:16.130761] [INFO ] [sig       ] LTC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:16.266560] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LTC.txt
[2025-12-05T20:26:16.266684] [INFO ] [sig       ] [1990/3626] Completed LTC in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:16.266721] [INFO ] [sig       ] [1991/3626] Forecasting LTH...
[2025-12-05T20:26:16.266749] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-05T20:26:16.266779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-05T20:26:16.277527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2025-12-05T20:26:16.277826] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-05T20:26:16.278629] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-05T20:26:16.278678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:16.278712] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:16.278738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:16.278792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:16.334499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:16.335111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:16.335185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:16.335217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:16.450836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:16.450952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:16.450988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:16.451014] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:16.454135] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: UP (p=82.18%)
[2025-12-05T20:26:16.454391] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-05T20:26:16.454509] [INFO ] [sig       ] LTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:16.594295] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LTH.txt
[2025-12-05T20:26:16.594424] [INFO ] [sig       ] [1991/3626] Completed LTH in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:16.594461] [INFO ] [sig       ] [1992/3626] Forecasting LTRN...
[2025-12-05T20:26:16.594489] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-05T20:26:16.594518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-05T20:26:16.604599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-05T20:26:16.604875] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-05T20:26:16.605632] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-05T20:26:16.605681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:16.605726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:16.605754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:16.605809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:16.662998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:16.663857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:16.663936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:16.663968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:16.776381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:16.776535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:16.776590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:16.776621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:16.779904] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2025-12-05T20:26:16.780173] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-05T20:26:16.780293] [INFO ] [sig       ] LTRN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:16.917012] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LTRN.txt
[2025-12-05T20:26:16.917127] [INFO ] [sig       ] [1992/3626] Completed LTRN in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:16.917164] [INFO ] [sig       ] [1993/3626] Forecasting LTRX...
[2025-12-05T20:26:16.917193] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-05T20:26:16.917222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-05T20:26:16.927860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-05T20:26:16.928119] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-05T20:26:16.928869] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-05T20:26:16.928917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:16.928948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:16.928974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:16.929029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:16.984949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:16.985522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:16.985609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:16.985642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:17.102735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:17.102845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:17.102881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:17.102907] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:17.106025] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-05T20:26:17.106284] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-05T20:26:17.106420] [INFO ] [sig       ] LTRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:17.249210] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LTRX.txt
[2025-12-05T20:26:17.249394] [INFO ] [sig       ] [1993/3626] Completed LTRX in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:17.249435] [INFO ] [sig       ] [1994/3626] Forecasting LUCD...
[2025-12-05T20:26:17.249467] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-05T20:26:17.249499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-05T20:26:17.260758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2025-12-05T20:26:17.261058] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-05T20:26:17.261888] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-05T20:26:17.261940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:17.261971] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:17.261997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:17.262053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:17.320599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:17.321418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:17.321502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:17.321535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:17.443133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:17.443299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:17.443354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:17.443389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:17.446936] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-05T20:26:17.447244] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-05T20:26:17.447409] [INFO ] [sig       ] LUCD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:17.589125] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LUCD.txt
[2025-12-05T20:26:17.589263] [INFO ] [sig       ] [1994/3626] Completed LUCD in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:17.589315] [INFO ] [sig       ] [1995/3626] Forecasting LUCY...
[2025-12-05T20:26:17.589360] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-05T20:26:17.589397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-05T20:26:17.601100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-05T20:26:17.601478] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-05T20:26:17.602276] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-05T20:26:17.602328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:17.602359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:17.602387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:17.602443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:17.659568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:17.660437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:17.660555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:17.660609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:17.780363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:17.780531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:17.780592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:17.780634] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:17.783988] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2025-12-05T20:26:17.784286] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-05T20:26:17.784417] [INFO ] [sig       ] LUCY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:17.925255] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LUCY.txt
[2025-12-05T20:26:17.925407] [INFO ] [sig       ] [1995/3626] Completed LUCY in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:17.925452] [INFO ] [sig       ] [1996/3626] Forecasting LUMN...
[2025-12-05T20:26:17.925484] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-05T20:26:17.925515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-05T20:26:17.936362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-05T20:26:17.936669] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-05T20:26:17.937415] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-05T20:26:17.937465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:17.937495] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:17.937521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:17.937594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:17.993412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:17.994023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:17.994098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:17.994131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:18.113859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:18.113986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:18.114023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:18.114049] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:18.117218] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=68.93%)
[2025-12-05T20:26:18.117473] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-05T20:26:18.117609] [INFO ] [sig       ] LUMN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:18.262607] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LUMN.txt
[2025-12-05T20:26:18.262718] [INFO ] [sig       ] [1996/3626] Completed LUMN in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:18.262754] [INFO ] [sig       ] [1997/3626] Forecasting LUNG...
[2025-12-05T20:26:18.262782] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-05T20:26:18.262811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-05T20:26:18.273783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2025-12-05T20:26:18.274038] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-05T20:26:18.274797] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-05T20:26:18.274847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:18.274877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:18.274903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:18.274959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:18.330665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:18.331358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:18.331447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:18.331480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:18.449999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:18.450133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:18.450169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:18.450196] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:18.453437] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=27.64%)
[2025-12-05T20:26:18.453723] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-05T20:26:18.453883] [INFO ] [sig       ] LUNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:18.598737] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LUNG.txt
[2025-12-05T20:26:18.598853] [INFO ] [sig       ] [1997/3626] Completed LUNG in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:18.598890] [INFO ] [sig       ] [1998/3626] Forecasting LVHD...
[2025-12-05T20:26:18.598918] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-05T20:26:18.598947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-05T20:26:18.609410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-05T20:26:18.609705] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-05T20:26:18.610441] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-05T20:26:18.610490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:18.610521] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:18.610548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:18.610621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:18.666999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:18.667593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:18.667669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:18.667700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:18.785398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:18.785519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:18.785556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:18.785602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:18.788978] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-05T20:26:18.789241] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-05T20:26:18.789362] [INFO ] [sig       ] LVHD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:18.933420] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LVHD.txt
[2025-12-05T20:26:18.933564] [INFO ] [sig       ] [1998/3626] Completed LVHD in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:18.933620] [INFO ] [sig       ] [1999/3626] Forecasting LVO...
[2025-12-05T20:26:18.933648] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-05T20:26:18.933677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-05T20:26:18.944271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2025-12-05T20:26:18.944531] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-05T20:26:18.945295] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-05T20:26:18.945343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:18.945375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:18.945401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:18.945456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:19.002774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:19.003369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:19.003446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:19.003478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:19.120593] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:19.120731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:19.120815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:19.120852] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:19.124119] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: DOWN (p=30.80%)
[2025-12-05T20:26:19.124374] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-05T20:26:19.124489] [INFO ] [sig       ] LVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:19.266987] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LVO.txt
[2025-12-05T20:26:19.267123] [INFO ] [sig       ] [1999/3626] Completed LVO in 0.3s | 2.96 sym/s | Total: 11.2m | ETA: 9.2m
[2025-12-05T20:26:19.267160] [INFO ] [sig       ] [2000/3626] Forecasting LVS...
[2025-12-05T20:26:19.267189] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-05T20:26:19.267218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-05T20:26:19.278072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-05T20:26:19.278326] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-05T20:26:19.279075] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-05T20:26:19.279124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:19.279154] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:19.279180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:19.279236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:19.338445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:19.339516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:19.339639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:19.339690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:19.466661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:19.466813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:19.466852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:19.466879] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:19.470155] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-05T20:26:19.470410] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-05T20:26:19.470529] [INFO ] [sig       ] LVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:19.613719] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LVS.txt
[2025-12-05T20:26:19.613846] [INFO ] [sig       ] [2000/3626] Completed LVS in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.2m
[2025-12-05T20:26:19.613883] [INFO ] [sig       ] [2001/3626] Forecasting LWAY...
[2025-12-05T20:26:19.613912] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-05T20:26:19.613941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-05T20:26:19.625166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-05T20:26:19.625555] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-05T20:26:19.626553] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-05T20:26:19.626621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:19.626654] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:19.626680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:19.626737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:19.686481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:19.687345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:19.687444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:19.687478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:19.810537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:19.810710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:19.810756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:19.810790] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:19.814134] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-05T20:26:19.814405] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-05T20:26:19.814525] [INFO ] [sig       ] LWAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:19.961055] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LWAY.txt
[2025-12-05T20:26:19.961207] [INFO ] [sig       ] [2001/3626] Completed LWAY in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:19.961244] [INFO ] [sig       ] [2002/3626] Forecasting LWLG...
[2025-12-05T20:26:19.961273] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-05T20:26:19.961302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-05T20:26:19.972685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2025-12-05T20:26:19.973004] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-05T20:26:19.973807] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-05T20:26:19.973859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:19.973919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:19.973948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:19.974005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:20.031782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:20.032381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:20.032459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:20.032491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:20.156094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:20.156221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:20.156258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:20.156284] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:20.159515] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2025-12-05T20:26:20.159796] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-05T20:26:20.159917] [INFO ] [sig       ] LWLG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:20.304559] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LWLG.txt
[2025-12-05T20:26:20.304707] [INFO ] [sig       ] [2002/3626] Completed LWLG in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:20.304745] [INFO ] [sig       ] [2003/3626] Forecasting LX...
[2025-12-05T20:26:20.304785] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-05T20:26:20.304817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-05T20:26:20.314869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-05T20:26:20.315121] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-05T20:26:20.315887] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-05T20:26:20.315936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:20.315974] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:20.316001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:20.316056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:20.373689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:20.374389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:20.374466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:20.374499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:20.496695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:20.496817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:20.496857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:20.496886] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:20.500293] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=98.57%)
[2025-12-05T20:26:20.500556] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-05T20:26:20.500696] [INFO ] [sig       ] LX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:20.648328] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LX.txt
[2025-12-05T20:26:20.648445] [INFO ] [sig       ] [2003/3626] Completed LX in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:20.648481] [INFO ] [sig       ] [2004/3626] Forecasting LXEO...
[2025-12-05T20:26:20.648509] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-05T20:26:20.648538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-05T20:26:20.659450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2025-12-05T20:26:20.659732] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-05T20:26:20.660468] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-05T20:26:20.660517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:20.660548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:20.660591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:20.660649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:20.716123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:20.716726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:20.716804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:20.716834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:20.832403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:20.832534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:20.832587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:20.832617] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:20.835821] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=66.03%)
[2025-12-05T20:26:20.836076] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-05T20:26:20.836191] [INFO ] [sig       ] LXEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:20.972043] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LXEO.txt
[2025-12-05T20:26:20.972153] [INFO ] [sig       ] [2004/3626] Completed LXEO in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:20.972189] [INFO ] [sig       ] [2005/3626] Forecasting LXP...
[2025-12-05T20:26:20.972218] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-05T20:26:20.972248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-05T20:26:20.982368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-05T20:26:20.982672] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-05T20:26:20.983406] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-05T20:26:20.983455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:20.983485] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:20.983510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:20.983564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:21.040122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:21.040751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:21.040828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:21.040859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:21.153872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:21.154005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:21.154042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:21.154095] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:21.157447] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-05T20:26:21.157733] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-05T20:26:21.157872] [INFO ] [sig       ] LXP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:21.295300] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LXP.txt
[2025-12-05T20:26:21.295410] [INFO ] [sig       ] [2005/3626] Completed LXP in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:21.295447] [INFO ] [sig       ] [2006/3626] Forecasting LYB...
[2025-12-05T20:26:21.295476] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-05T20:26:21.295505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-05T20:26:21.306231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-05T20:26:21.306508] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-05T20:26:21.307286] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-05T20:26:21.307336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:21.307368] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:21.307394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:21.307451] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:21.364803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:21.365382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:21.365456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:21.365489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:21.483258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:21.483400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:21.483440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:21.483468] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:21.486811] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=29.80%)
[2025-12-05T20:26:21.487080] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-05T20:26:21.487201] [INFO ] [sig       ] LYB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:21.631644] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LYB.txt
[2025-12-05T20:26:21.631758] [INFO ] [sig       ] [2006/3626] Completed LYB in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:21.631799] [INFO ] [sig       ] [2007/3626] Forecasting LYEL...
[2025-12-05T20:26:21.631833] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-05T20:26:21.631863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-05T20:26:21.642618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-05T20:26:21.642877] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-05T20:26:21.643621] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-05T20:26:21.643670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:21.643700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:21.643726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:21.643780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:21.699338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:21.699958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:21.700033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:21.700064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:21.821708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:21.821835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:21.821874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:21.821900] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:21.825356] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-05T20:26:21.825636] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-05T20:26:21.825758] [INFO ] [sig       ] LYEL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:21.962327] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LYEL.txt
[2025-12-05T20:26:21.962439] [INFO ] [sig       ] [2007/3626] Completed LYEL in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:21.962475] [INFO ] [sig       ] [2008/3626] Forecasting LYG...
[2025-12-05T20:26:21.962502] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-05T20:26:21.962531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-05T20:26:21.973009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-05T20:26:21.973270] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-05T20:26:21.974032] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-05T20:26:21.974080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:21.974111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:21.974136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:21.974191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:22.031069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:22.031714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:22.031790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:22.031822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:22.156994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:22.157127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:22.157163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:22.157190] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:22.160420] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-05T20:26:22.160693] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-05T20:26:22.160816] [INFO ] [sig       ] LYG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:22.298925] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LYG.txt
[2025-12-05T20:26:22.299039] [INFO ] [sig       ] [2008/3626] Completed LYG in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:22.299079] [INFO ] [sig       ] [2009/3626] Forecasting LYRA...
[2025-12-05T20:26:22.299109] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-05T20:26:22.299140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-05T20:26:22.309422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-05T20:26:22.309732] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-05T20:26:22.310473] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-05T20:26:22.310523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:22.310555] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:22.310601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:22.310659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:22.366916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:22.367523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:22.367613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:22.367649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:22.486925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:22.487047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:22.487084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:22.487112] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:22.490381] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=37.38%)
[2025-12-05T20:26:22.490665] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-05T20:26:22.490802] [INFO ] [sig       ] LYRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:22.628771] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LYRA.txt
[2025-12-05T20:26:22.628894] [INFO ] [sig       ] [2009/3626] Completed LYRA in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:22.628932] [INFO ] [sig       ] [2010/3626] Forecasting LYTS...
[2025-12-05T20:26:22.628962] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-05T20:26:22.628991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-05T20:26:22.639737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-05T20:26:22.640031] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-05T20:26:22.640790] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-05T20:26:22.640851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:22.640890] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:22.640923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:22.641000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:22.698900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:22.699491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:22.699569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:22.699622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:22.821270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:22.821405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:22.821444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:22.821490] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:22.824904] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=32.14%)
[2025-12-05T20:26:22.825170] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-05T20:26:22.825290] [INFO ] [sig       ] LYTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:22.970528] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LYTS.txt
[2025-12-05T20:26:22.970669] [INFO ] [sig       ] [2010/3626] Completed LYTS in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:22.970710] [INFO ] [sig       ] [2011/3626] Forecasting LZ...
[2025-12-05T20:26:22.970739] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-05T20:26:22.970769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-05T20:26:22.980977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-05T20:26:22.981242] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-05T20:26:22.982005] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-05T20:26:22.982054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:22.982085] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:22.982110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:22.982165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:23.037748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:23.038359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:23.038435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:23.038465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:23.159280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:23.159423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:23.159469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:23.159496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:23.162744] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-05T20:26:23.162997] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-05T20:26:23.163113] [INFO ] [sig       ] LZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:23.299287] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LZ.txt
[2025-12-05T20:26:23.299402] [INFO ] [sig       ] [2011/3626] Completed LZ in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:23.299438] [INFO ] [sig       ] [2012/3626] Forecasting LZB...
[2025-12-05T20:26:23.299467] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-05T20:26:23.299496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-05T20:26:23.309847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-05T20:26:23.310100] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-05T20:26:23.310859] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-05T20:26:23.310907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:23.310938] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:23.310964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:23.311019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:23.367459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:23.368087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:23.368186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:23.368219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:23.492086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:23.492207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:23.492244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:23.492271] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:23.495495] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-05T20:26:23.495785] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-05T20:26:23.495920] [INFO ] [sig       ] LZB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:23.633419] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/LZB.txt
[2025-12-05T20:26:23.633632] [INFO ] [sig       ] [2012/3626] Completed LZB in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:23.633685] [INFO ] [sig       ] [2013/3626] Forecasting LZM...
[2025-12-05T20:26:23.633714] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-05T20:26:23.633744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-05T20:26:23.644137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-05T20:26:23.644409] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-05T20:26:23.645214] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-05T20:26:23.645265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:23.645297] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:23.645323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:23.645379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:23.703193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:23.703858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:23.703965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:23.703998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:23.823348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:23.823501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:23.823541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:23.823586] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:23.826971] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=2.82%)
[2025-12-05T20:26:23.827235] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-05T20:26:23.827375] [INFO ] [sig       ] LZM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:23.966150] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/LZM.txt
[2025-12-05T20:26:23.966275] [INFO ] [sig       ] [2013/3626] Completed LZM in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:23.966313] [INFO ] [sig       ] [2014/3626] Forecasting M...
[2025-12-05T20:26:23.966341] [INFO ] [sig       ] Generating forecast for: M
[2025-12-05T20:26:23.966369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-05T20:26:23.976967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-05T20:26:23.977253] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-05T20:26:23.978072] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-05T20:26:23.978123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:23.978153] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:23.978178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:23.978231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:24.036696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:24.037308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:24.037385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:24.037417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:24.158341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:24.158469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:24.158506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:24.158534] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:24.161777] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-05T20:26:24.162037] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-05T20:26:24.162154] [INFO ] [sig       ] M: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:24.300633] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/M.txt
[2025-12-05T20:26:24.300757] [INFO ] [sig       ] [2014/3626] Completed M in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:24.300794] [INFO ] [sig       ] [2015/3626] Forecasting MA...
[2025-12-05T20:26:24.300823] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-05T20:26:24.300855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-05T20:26:24.311154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-05T20:26:24.311418] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-05T20:26:24.312205] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-05T20:26:24.312254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:24.312285] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:24.312311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:24.312365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:24.369256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:24.369882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:24.369969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:24.370004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:24.489434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:24.489556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:24.489611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:24.489640] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:24.492886] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-05T20:26:24.493141] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-05T20:26:24.493261] [INFO ] [sig       ] MA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:24.632838] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MA.txt
[2025-12-05T20:26:24.633034] [INFO ] [sig       ] [2015/3626] Completed MA in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:24.633073] [INFO ] [sig       ] [2016/3626] Forecasting MAA...
[2025-12-05T20:26:24.633102] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-05T20:26:24.633132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-05T20:26:24.643669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-05T20:26:24.643987] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-05T20:26:24.644743] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-05T20:26:24.644804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:24.644836] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:24.644862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:24.644917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:24.704229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:24.704968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:24.705066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:24.705101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:24.826235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:24.826392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:24.826433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:24.826462] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:24.829939] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=64.85%)
[2025-12-05T20:26:24.830206] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-05T20:26:24.830329] [INFO ] [sig       ] MAA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:24.976826] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MAA.txt
[2025-12-05T20:26:24.976963] [INFO ] [sig       ] [2016/3626] Completed MAA in 0.3s | 2.96 sym/s | Total: 11.3m | ETA: 9.1m
[2025-12-05T20:26:24.977000] [INFO ] [sig       ] [2017/3626] Forecasting MAC...
[2025-12-05T20:26:24.977028] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-05T20:26:24.977059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-05T20:26:24.987370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2025-12-05T20:26:24.987673] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-05T20:26:24.988461] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-05T20:26:24.988511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:24.988542] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:24.988584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:24.988645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:25.048370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:25.049258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:25.049338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:25.049370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:25.172927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:25.173072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:25.173111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:25.173138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:25.176717] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=16.67%)
[2025-12-05T20:26:25.176987] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-05T20:26:25.177105] [INFO ] [sig       ] MAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:25.328655] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAC.txt
[2025-12-05T20:26:25.328789] [INFO ] [sig       ] [2017/3626] Completed MAC in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.1m
[2025-12-05T20:26:25.328827] [INFO ] [sig       ] [2018/3626] Forecasting MAMA...
[2025-12-05T20:26:25.328860] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-05T20:26:25.328895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-05T20:26:25.340529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-05T20:26:25.340836] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-05T20:26:25.341825] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-05T20:26:25.341877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:25.341911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:25.341939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:25.341996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:25.401139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:25.401792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:25.401869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:25.401902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:25.522415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:25.522591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:25.522633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:25.522663] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:25.526004] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2025-12-05T20:26:25.526276] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-05T20:26:25.526403] [INFO ] [sig       ] MAMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:25.670546] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAMA.txt
[2025-12-05T20:26:25.670745] [INFO ] [sig       ] [2018/3626] Completed MAMA in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:25.670802] [INFO ] [sig       ] [2019/3626] Forecasting MAN...
[2025-12-05T20:26:25.670835] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-05T20:26:25.670871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-05T20:26:25.682487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-05T20:26:25.682952] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-05T20:26:25.683855] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-05T20:26:25.683913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:25.683976] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:25.684005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:25.684091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:25.745183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:25.746138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:25.746245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:25.746295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:25.899968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:25.900161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:25.900226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:25.900275] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:25.905560] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2025-12-05T20:26:25.906059] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-05T20:26:25.906273] [INFO ] [sig       ] MAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:26.110262] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAN.txt
[2025-12-05T20:26:26.110496] [INFO ] [sig       ] [2019/3626] Completed MAN in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:26.110593] [INFO ] [sig       ] [2020/3626] Forecasting MANH...
[2025-12-05T20:26:26.110649] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-05T20:26:26.110699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-05T20:26:26.123152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-05T20:26:26.123604] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-05T20:26:26.124599] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-05T20:26:26.124659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:26.124696] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:26.124726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:26.124797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:26.187688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:26.188752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:26.188865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:26.188909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:26.322606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:26.322762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:26.322805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:26.322837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:26.326374] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=77.58%)
[2025-12-05T20:26:26.326722] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-05T20:26:26.326870] [INFO ] [sig       ] MANH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:26.504864] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MANH.txt
[2025-12-05T20:26:26.505068] [INFO ] [sig       ] [2020/3626] Completed MANH in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:26.505121] [INFO ] [sig       ] [2021/3626] Forecasting MARA...
[2025-12-05T20:26:26.505152] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-05T20:26:26.505184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-05T20:26:26.519101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-05T20:26:26.519714] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-05T20:26:26.520715] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-05T20:26:26.520769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:26.520802] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:26.520828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:26.520887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:26.579284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:26.580482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:26.580606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:26.580647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:26.711615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:26.711776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:26.711816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:26.711845] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:26.715561] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2025-12-05T20:26:26.715865] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-05T20:26:26.716025] [INFO ] [sig       ] MARA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:26.868734] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MARA.txt
[2025-12-05T20:26:26.868890] [INFO ] [sig       ] [2021/3626] Completed MARA in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:26.868935] [INFO ] [sig       ] [2022/3626] Forecasting MAS...
[2025-12-05T20:26:26.868976] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-05T20:26:26.869014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-05T20:26:26.880616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-05T20:26:26.880992] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-05T20:26:26.881785] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-05T20:26:26.881834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:26.881865] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:26.881891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:26.881957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:26.937022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:26.937946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:26.938070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:26.938104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:27.054436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:27.054609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:27.054649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:27.054733] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:27.058152] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-05T20:26:27.058410] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-05T20:26:27.058535] [INFO ] [sig       ] MAS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:27.196241] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAS.txt
[2025-12-05T20:26:27.196382] [INFO ] [sig       ] [2022/3626] Completed MAS in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:27.196420] [INFO ] [sig       ] [2023/3626] Forecasting MASI...
[2025-12-05T20:26:27.196450] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-05T20:26:27.196479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-05T20:26:27.207292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-05T20:26:27.207586] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-05T20:26:27.208350] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-05T20:26:27.208399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:27.208430] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:27.208456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:27.208511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:27.264591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:27.265457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:27.265542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:27.265596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:27.383844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:27.383997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:27.384051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:27.384079] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:27.387380] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: DOWN (p=43.31%)
[2025-12-05T20:26:27.387661] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-05T20:26:27.387785] [INFO ] [sig       ] MASI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:27.528612] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MASI.txt
[2025-12-05T20:26:27.528764] [INFO ] [sig       ] [2023/3626] Completed MASI in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:27.528803] [INFO ] [sig       ] [2024/3626] Forecasting MASS...
[2025-12-05T20:26:27.528833] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-05T20:26:27.528862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-05T20:26:27.540594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2025-12-05T20:26:27.540940] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-05T20:26:27.541804] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-05T20:26:27.541856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:27.541888] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:27.541915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:27.541982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:27.607138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:27.608106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:27.608225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:27.608261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:27.743210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:27.743360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:27.743399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:27.743428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:27.746784] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: UP (p=84.34%)
[2025-12-05T20:26:27.747051] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-05T20:26:27.747172] [INFO ] [sig       ] MASS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:27.892883] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MASS.txt
[2025-12-05T20:26:27.893024] [INFO ] [sig       ] [2024/3626] Completed MASS in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:27.893063] [INFO ] [sig       ] [2025/3626] Forecasting MATX...
[2025-12-05T20:26:27.893093] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-05T20:26:27.893123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-05T20:26:27.904424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-05T20:26:27.904770] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-05T20:26:27.905561] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-05T20:26:27.905630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:27.905663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:27.905689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:27.905744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:27.970126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:27.971166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:27.971305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:27.971354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:28.093279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:28.093432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:28.093473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:28.093502] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:28.097189] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-05T20:26:28.097511] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-05T20:26:28.097671] [INFO ] [sig       ] MATX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:28.246317] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MATX.txt
[2025-12-05T20:26:28.246507] [INFO ] [sig       ] [2025/3626] Completed MATX in 0.4s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:28.246553] [INFO ] [sig       ] [2026/3626] Forecasting MAX...
[2025-12-05T20:26:28.246608] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-05T20:26:28.246644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-05T20:26:28.258203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2025-12-05T20:26:28.258609] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-05T20:26:28.259490] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-05T20:26:28.259542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:28.259602] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:28.259637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:28.259694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:28.317887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:28.318733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:28.318814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:28.318848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:28.441606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:28.441758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:28.441799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:28.441826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:28.445510] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=38.96%)
[2025-12-05T20:26:28.445838] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-05T20:26:28.445985] [INFO ] [sig       ] MAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:28.593092] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAX.txt
[2025-12-05T20:26:28.593286] [INFO ] [sig       ] [2026/3626] Completed MAX in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:28.593364] [INFO ] [sig       ] [2027/3626] Forecasting MAXI...
[2025-12-05T20:26:28.593401] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-05T20:26:28.593440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-05T20:26:28.604510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-05T20:26:28.604864] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-05T20:26:28.605658] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-05T20:26:28.605709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:28.605755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:28.605783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:28.605839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:28.665595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:28.666418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:28.666512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:28.666547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:28.790702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:28.790854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:28.790894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:28.790923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:28.794226] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-05T20:26:28.794512] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-05T20:26:28.794681] [INFO ] [sig       ] MAXI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:28.936867] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MAXI.txt
[2025-12-05T20:26:28.937050] [INFO ] [sig       ] [2027/3626] Completed MAXI in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:28.937095] [INFO ] [sig       ] [2028/3626] Forecasting MAXN...
[2025-12-05T20:26:28.937125] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-05T20:26:28.937155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-05T20:26:28.947820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-05T20:26:28.948210] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-05T20:26:28.949008] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-05T20:26:28.949057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:28.949086] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:28.949110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:28.949165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:29.004691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:29.005532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:29.005630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:29.005663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:29.116968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:29.117118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:29.117156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:29.117183] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:29.120602] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: UP (p=60.86%)
[2025-12-05T20:26:29.120859] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-05T20:26:29.120978] [INFO ] [sig       ] MAXN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:29.257082] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MAXN.txt
[2025-12-05T20:26:29.257200] [INFO ] [sig       ] [2028/3626] Completed MAXN in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:29.257237] [INFO ] [sig       ] [2029/3626] Forecasting MBB...
[2025-12-05T20:26:29.257264] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-05T20:26:29.257293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-05T20:26:29.267643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-05T20:26:29.267947] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-05T20:26:29.268706] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-05T20:26:29.268754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:29.268785] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:29.268811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:29.268866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:29.324188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:29.324878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:29.324982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:29.325015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:29.446467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:29.446634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:29.446674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:29.446702] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:29.449979] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-05T20:26:29.450242] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-05T20:26:29.450360] [INFO ] [sig       ] MBB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:29.589363] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MBB.txt
[2025-12-05T20:26:29.589512] [INFO ] [sig       ] [2029/3626] Completed MBB in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:29.589556] [INFO ] [sig       ] [2030/3626] Forecasting MBC...
[2025-12-05T20:26:29.589604] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-05T20:26:29.589636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-05T20:26:29.600511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-05T20:26:29.600791] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-05T20:26:29.601530] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-05T20:26:29.601597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:29.601631] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:29.601658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:29.601713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:29.658216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:29.658845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:29.658928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:29.658961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:29.775714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:29.775877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:29.775916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:29.775944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:29.779340] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=85.01%)
[2025-12-05T20:26:29.779645] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-05T20:26:29.779771] [INFO ] [sig       ] MBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:29.917677] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBC.txt
[2025-12-05T20:26:29.917843] [INFO ] [sig       ] [2030/3626] Completed MBC in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:29.917881] [INFO ] [sig       ] [2031/3626] Forecasting MBCN...
[2025-12-05T20:26:29.917916] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-05T20:26:29.917948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-05T20:26:29.927636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-05T20:26:29.927869] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-05T20:26:29.928625] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-05T20:26:29.928675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:29.928705] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:29.928731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:29.928786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:29.984294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:29.985069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:29.985146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:29.985178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:30.075314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:30.075462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:30.075500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:30.075527] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:30.078894] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-05T20:26:30.079185] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-05T20:26:30.079310] [INFO ] [sig       ] MBCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:30.214875] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBCN.txt
[2025-12-05T20:26:30.215000] [INFO ] [sig       ] [2031/3626] Completed MBCN in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:30.215037] [INFO ] [sig       ] [2032/3626] Forecasting MBI...
[2025-12-05T20:26:30.215065] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-05T20:26:30.215095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-05T20:26:30.225238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2025-12-05T20:26:30.225474] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-05T20:26:30.226225] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-05T20:26:30.226273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:30.226304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:30.226330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:30.226386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:30.282425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:30.283258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:30.283341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:30.283374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:30.405695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:30.405850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:30.405889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:30.405918] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:30.409266] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-12-05T20:26:30.409520] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-05T20:26:30.409655] [INFO ] [sig       ] MBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:30.546953] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBI.txt
[2025-12-05T20:26:30.547096] [INFO ] [sig       ] [2032/3626] Completed MBI in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:30.547134] [INFO ] [sig       ] [2033/3626] Forecasting MBIN...
[2025-12-05T20:26:30.547163] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-05T20:26:30.547192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-05T20:26:30.557347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-05T20:26:30.557652] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-05T20:26:30.558417] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-05T20:26:30.558465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:30.558496] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:30.558521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:30.558592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:30.614618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:30.615309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:30.615383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:30.615415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:30.729490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:30.729650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:30.729689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:30.729717] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:30.732967] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-05T20:26:30.733229] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-05T20:26:30.733346] [INFO ] [sig       ] MBIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:30.870183] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MBIN.txt
[2025-12-05T20:26:30.870304] [INFO ] [sig       ] [2033/3626] Completed MBIN in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:30.870346] [INFO ] [sig       ] [2034/3626] Forecasting MBIO...
[2025-12-05T20:26:30.870375] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-05T20:26:30.870404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-05T20:26:30.880688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIO'.
[2025-12-05T20:26:30.880958] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-05T20:26:30.881711] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-05T20:26:30.881760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:30.881791] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:30.881817] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:30.881871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:30.937205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:30.937832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:30.937906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:30.937937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:31.056987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:31.057168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:31.057209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:31.057254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:31.060673] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=13.10%)
[2025-12-05T20:26:31.060953] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-05T20:26:31.061075] [INFO ] [sig       ] MBIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:31.197166] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MBIO.txt
[2025-12-05T20:26:31.197293] [INFO ] [sig       ] [2034/3626] Completed MBIO in 0.3s | 2.96 sym/s | Total: 11.4m | ETA: 9.0m
[2025-12-05T20:26:31.197330] [INFO ] [sig       ] [2035/3626] Forecasting MBLY...
[2025-12-05T20:26:31.197358] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-05T20:26:31.197387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-05T20:26:31.208079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2025-12-05T20:26:31.208318] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-05T20:26:31.209067] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-05T20:26:31.209117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:31.209148] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:31.209175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:31.209230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:31.264261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:31.264882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:31.264954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:31.264986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:31.381951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:31.382111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:31.382150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:31.382179] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:31.385429] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-05T20:26:31.385711] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-05T20:26:31.385832] [INFO ] [sig       ] MBLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:31.521867] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBLY.txt
[2025-12-05T20:26:31.521988] [INFO ] [sig       ] [2035/3626] Completed MBLY in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 9.0m
[2025-12-05T20:26:31.522024] [INFO ] [sig       ] [2036/3626] Forecasting MBS...
[2025-12-05T20:26:31.522052] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-05T20:26:31.522081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-05T20:26:31.534549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2025-12-05T20:26:31.535252] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-05T20:26:31.536241] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-05T20:26:31.536300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:31.536377] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:31.536405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:31.536466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:31.594302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:31.595507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:31.595652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:31.595715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:31.710113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:31.710351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:31.710396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:31.710424] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:31.714304] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2025-12-05T20:26:31.714631] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-05T20:26:31.714770] [INFO ] [sig       ] MBS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:31.879751] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MBS.txt
[2025-12-05T20:26:31.879905] [INFO ] [sig       ] [2036/3626] Completed MBS in 0.4s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:31.879946] [INFO ] [sig       ] [2037/3626] Forecasting MBWM...
[2025-12-05T20:26:31.879986] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-05T20:26:31.880054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-05T20:26:31.891132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-05T20:26:31.891492] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-05T20:26:31.892304] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-05T20:26:31.892364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:31.892401] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:31.892433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:31.892508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:31.949265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:31.949998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:31.950078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:31.950112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:32.064804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:32.064955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:32.064995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:32.065025] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:32.068348] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=77.49%)
[2025-12-05T20:26:32.068640] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-05T20:26:32.068764] [INFO ] [sig       ] MBWM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:32.216236] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBWM.txt
[2025-12-05T20:26:32.216371] [INFO ] [sig       ] [2037/3626] Completed MBWM in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:32.216409] [INFO ] [sig       ] [2038/3626] Forecasting MBX...
[2025-12-05T20:26:32.216439] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-05T20:26:32.216480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-05T20:26:32.227823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBX'.
[2025-12-05T20:26:32.228110] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-05T20:26:32.228916] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-05T20:26:32.228970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:32.229014] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:32.229044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:32.229134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:32.290950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:32.291735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:32.291816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:32.291849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:32.418643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:32.418795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:32.418836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:32.418865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:32.422370] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2025-12-05T20:26:32.422700] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-05T20:26:32.422832] [INFO ] [sig       ] MBX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:32.578051] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MBX.txt
[2025-12-05T20:26:32.578202] [INFO ] [sig       ] [2038/3626] Completed MBX in 0.4s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:32.578241] [INFO ] [sig       ] [2039/3626] Forecasting MC...
[2025-12-05T20:26:32.578269] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-05T20:26:32.578301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-05T20:26:32.588487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-05T20:26:32.588792] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-05T20:26:32.589534] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-05T20:26:32.589602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:32.589634] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:32.589660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:32.589715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:32.644902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:32.645733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:32.645818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:32.645850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:32.765242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:32.765395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:32.765434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:32.765488] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:32.768842] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-05T20:26:32.769103] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-05T20:26:32.769225] [INFO ] [sig       ] MC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:32.909805] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MC.txt
[2025-12-05T20:26:32.909964] [INFO ] [sig       ] [2039/3626] Completed MC in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:32.910003] [INFO ] [sig       ] [2040/3626] Forecasting MCBS...
[2025-12-05T20:26:32.910032] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-05T20:26:32.910062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-05T20:26:32.920269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-05T20:26:32.920622] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-05T20:26:32.921407] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-05T20:26:32.921473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:32.921507] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:32.921534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:32.921611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:32.983057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:32.983921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:32.984001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:32.984034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:33.104125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:33.104267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:33.104308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:33.104337] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:33.107926] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2025-12-05T20:26:33.108197] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-05T20:26:33.108320] [INFO ] [sig       ] MCBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:33.248745] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCBS.txt
[2025-12-05T20:26:33.248872] [INFO ] [sig       ] [2040/3626] Completed MCBS in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:33.248910] [INFO ] [sig       ] [2041/3626] Forecasting MCHI...
[2025-12-05T20:26:33.248938] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-05T20:26:33.248967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-05T20:26:33.260130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-05T20:26:33.260526] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-05T20:26:33.261357] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-05T20:26:33.261411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:33.261441] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:33.261466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:33.261522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:33.318901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:33.319739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:33.319817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:33.319848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:33.444039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:33.444209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:33.444248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:33.444277] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:33.447637] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=92.76%)
[2025-12-05T20:26:33.447956] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-05T20:26:33.448085] [INFO ] [sig       ] MCHI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:33.589355] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCHI.txt
[2025-12-05T20:26:33.589505] [INFO ] [sig       ] [2041/3626] Completed MCHI in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:33.589543] [INFO ] [sig       ] [2042/3626] Forecasting MCHP...
[2025-12-05T20:26:33.589594] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-05T20:26:33.589627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-05T20:26:33.600642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-05T20:26:33.601015] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-05T20:26:33.601803] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-05T20:26:33.601854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:33.601885] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:33.601913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:33.601970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:33.659714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:33.660562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:33.660665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:33.660696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:33.780985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:33.781142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:33.781181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:33.781210] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:33.784614] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=27.12%)
[2025-12-05T20:26:33.784876] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-05T20:26:33.784999] [INFO ] [sig       ] MCHP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:33.927550] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCHP.txt
[2025-12-05T20:26:33.927724] [INFO ] [sig       ] [2042/3626] Completed MCHP in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:33.927761] [INFO ] [sig       ] [2043/3626] Forecasting MCHX...
[2025-12-05T20:26:33.927789] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-05T20:26:33.927878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-05T20:26:33.938858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-05T20:26:33.939263] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-05T20:26:33.940220] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-05T20:26:33.940282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:33.940321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:33.940359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:33.940434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:33.996907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:33.997813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:33.997894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:33.997926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:34.103715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:34.103888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:34.103931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:34.103961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:34.107558] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-05T20:26:34.107933] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-05T20:26:34.108074] [INFO ] [sig       ] MCHX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:34.259249] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCHX.txt
[2025-12-05T20:26:34.259405] [INFO ] [sig       ] [2043/3626] Completed MCHX in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:34.259444] [INFO ] [sig       ] [2044/3626] Forecasting MCI...
[2025-12-05T20:26:34.259474] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-05T20:26:34.259504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-05T20:26:34.270962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-05T20:26:34.271314] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-05T20:26:34.272086] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-05T20:26:34.272135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:34.272166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:34.272192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:34.272252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:34.328258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:34.329126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:34.329218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:34.329253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:34.447702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:34.447865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:34.447904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:34.447933] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:34.451258] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-05T20:26:34.451523] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-05T20:26:34.451660] [INFO ] [sig       ] MCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:34.588141] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCI.txt
[2025-12-05T20:26:34.588254] [INFO ] [sig       ] [2044/3626] Completed MCI in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:34.588290] [INFO ] [sig       ] [2045/3626] Forecasting MCK...
[2025-12-05T20:26:34.588319] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-05T20:26:34.588347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-05T20:26:34.598559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-05T20:26:34.598817] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-05T20:26:34.599556] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-05T20:26:34.599624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:34.599655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:34.599682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:34.599738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:34.659093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:34.660026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:34.660108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:34.660141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:34.783118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:34.783272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:34.783312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:34.783341] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:34.786772] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=73.97%)
[2025-12-05T20:26:34.787097] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-05T20:26:34.787227] [INFO ] [sig       ] MCK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:34.925293] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCK.txt
[2025-12-05T20:26:34.925416] [INFO ] [sig       ] [2045/3626] Completed MCK in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:34.925453] [INFO ] [sig       ] [2046/3626] Forecasting MCN...
[2025-12-05T20:26:34.925481] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-05T20:26:34.925510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-05T20:26:34.935775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-05T20:26:34.936033] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-05T20:26:34.936792] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-05T20:26:34.936840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:34.936870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:34.936896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:34.936950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:34.992900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:34.993718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:34.993827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:34.993859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:35.109772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:35.109924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:35.109964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:35.109991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:35.113256] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2025-12-05T20:26:35.113527] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-05T20:26:35.113667] [INFO ] [sig       ] MCN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:35.249636] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCN.txt
[2025-12-05T20:26:35.249791] [INFO ] [sig       ] [2046/3626] Completed MCN in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:35.249830] [INFO ] [sig       ] [2047/3626] Forecasting MCO...
[2025-12-05T20:26:35.249859] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-05T20:26:35.249889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-05T20:26:35.260450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-05T20:26:35.260787] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-05T20:26:35.261544] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-05T20:26:35.261614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:35.261645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:35.261670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:35.261725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:35.318030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:35.318868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:35.318947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:35.318978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:35.438701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:35.438878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:35.438947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:35.438979] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:35.442470] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-05T20:26:35.442792] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-05T20:26:35.442937] [INFO ] [sig       ] MCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:35.583456] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MCO.txt
[2025-12-05T20:26:35.583619] [INFO ] [sig       ] [2047/3626] Completed MCO in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:35.583658] [INFO ] [sig       ] [2048/3626] Forecasting MCRB...
[2025-12-05T20:26:35.583688] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-05T20:26:35.583718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-05T20:26:35.594808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2025-12-05T20:26:35.595111] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-05T20:26:35.595888] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-05T20:26:35.595937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:35.595967] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:35.595993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:35.596047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:35.653102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:35.653973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:35.654061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:35.654095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:35.767333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:35.767485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:35.767524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:35.767552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:35.770863] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=40.27%)
[2025-12-05T20:26:35.771125] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-05T20:26:35.771246] [INFO ] [sig       ] MCRB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:35.912352] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCRB.txt
[2025-12-05T20:26:35.912477] [INFO ] [sig       ] [2048/3626] Completed MCRB in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:35.912516] [INFO ] [sig       ] [2049/3626] Forecasting MCRI...
[2025-12-05T20:26:35.912546] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-05T20:26:35.912594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-05T20:26:35.923228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-05T20:26:35.923491] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-05T20:26:35.924272] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-05T20:26:35.924323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:35.924356] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:35.924384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:35.924440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:35.982911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:35.983620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:35.983695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:35.983728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:36.108504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:36.108681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:36.108724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:36.108753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:36.112155] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=30.01%)
[2025-12-05T20:26:36.112423] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-05T20:26:36.112546] [INFO ] [sig       ] MCRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:36.257959] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCRI.txt
[2025-12-05T20:26:36.258099] [INFO ] [sig       ] [2049/3626] Completed MCRI in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:36.258140] [INFO ] [sig       ] [2050/3626] Forecasting MCS...
[2025-12-05T20:26:36.258170] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-05T20:26:36.258199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-05T20:26:36.269742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-05T20:26:36.270063] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-05T20:26:36.270894] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-05T20:26:36.270943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:36.270974] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:36.271006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:36.271061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:36.327852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:36.328664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:36.328745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:36.328778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:36.449547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:36.449712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:36.449751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:36.449779] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:36.453037] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-05T20:26:36.453295] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-05T20:26:36.453417] [INFO ] [sig       ] MCS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:36.600409] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCS.txt
[2025-12-05T20:26:36.600546] [INFO ] [sig       ] [2050/3626] Completed MCS in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:36.600600] [INFO ] [sig       ] [2051/3626] Forecasting MCY...
[2025-12-05T20:26:36.600631] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-05T20:26:36.600661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-05T20:26:36.611812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-05T20:26:36.612123] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-05T20:26:36.612906] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-05T20:26:36.612955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:36.613010] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:36.613039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:36.613093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:36.667988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:36.668588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:36.668667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:36.668705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:36.783636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:36.783793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:36.783833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:36.783860] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:36.787140] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-05T20:26:36.787404] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-05T20:26:36.787524] [INFO ] [sig       ] MCY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:36.922952] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MCY.txt
[2025-12-05T20:26:36.923069] [INFO ] [sig       ] [2051/3626] Completed MCY in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:36.923104] [INFO ] [sig       ] [2052/3626] Forecasting MD...
[2025-12-05T20:26:36.923133] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-05T20:26:36.923162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-05T20:26:36.933809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-05T20:26:36.934069] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-05T20:26:36.934832] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-05T20:26:36.934882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:36.934913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:36.934939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:36.934994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:36.990148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:36.990819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:36.990892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:36.990924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:37.109977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:37.110128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:37.110178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:37.110215] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:37.113671] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=79.68%)
[2025-12-05T20:26:37.113937] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-05T20:26:37.114061] [INFO ] [sig       ] MD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:37.251904] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MD.txt
[2025-12-05T20:26:37.252023] [INFO ] [sig       ] [2052/3626] Completed MD in 0.3s | 2.96 sym/s | Total: 11.5m | ETA: 8.9m
[2025-12-05T20:26:37.252060] [INFO ] [sig       ] [2053/3626] Forecasting MDAI...
[2025-12-05T20:26:37.252089] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-05T20:26:37.252120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-05T20:26:37.263427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-05T20:26:37.263738] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-05T20:26:37.264478] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-05T20:26:37.264527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:37.264598] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:37.264628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:37.264685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:37.320297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:37.321058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:37.321138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:37.321171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:37.442418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:37.442598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:37.442639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:37.442667] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:37.445911] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2025-12-05T20:26:37.446166] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-05T20:26:37.446282] [INFO ] [sig       ] MDAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:37.583480] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MDAI.txt
[2025-12-05T20:26:37.583627] [INFO ] [sig       ] [2053/3626] Completed MDAI in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.9m
[2025-12-05T20:26:37.583669] [INFO ] [sig       ] [2054/3626] Forecasting MDB...
[2025-12-05T20:26:37.583699] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-05T20:26:37.583730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-05T20:26:37.594873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-05T20:26:37.595184] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-05T20:26:37.595969] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-05T20:26:37.596019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:37.596049] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:37.596074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:37.596129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:37.650893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:37.651498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:37.651591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:37.651624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:37.774738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:37.774892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:37.774932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:37.774960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:37.778250] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-05T20:26:37.778506] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-05T20:26:37.778642] [INFO ] [sig       ] MDB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:37.914710] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MDB.txt
[2025-12-05T20:26:37.914823] [INFO ] [sig       ] [2054/3626] Completed MDB in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:37.914860] [INFO ] [sig       ] [2055/3626] Forecasting MDGL...
[2025-12-05T20:26:37.914895] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-05T20:26:37.914925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-05T20:26:37.929670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-05T20:26:37.930015] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-05T20:26:37.930833] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-05T20:26:37.930882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:37.930913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:37.930940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:37.930994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:37.987509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:37.988246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:37.988325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:37.988357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:38.108178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:38.108332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:38.108373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:38.108401] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:38.111721] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2025-12-05T20:26:38.111986] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-05T20:26:38.112108] [INFO ] [sig       ] MDGL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:38.251989] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MDGL.txt
[2025-12-05T20:26:38.252111] [INFO ] [sig       ] [2055/3626] Completed MDGL in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:38.252147] [INFO ] [sig       ] [2056/3626] Forecasting MDLZ...
[2025-12-05T20:26:38.252175] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-05T20:26:38.252209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-05T20:26:38.263243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-05T20:26:38.263488] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-05T20:26:38.264237] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-05T20:26:38.264286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:38.264316] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:38.264340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:38.264395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:38.321837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:38.322631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:38.322709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:38.322741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:38.441002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:38.441149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:38.441189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:38.441255] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:38.444632] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-05T20:26:38.444907] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-05T20:26:38.445031] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:38.582129] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MDLZ.txt
[2025-12-05T20:26:38.582255] [INFO ] [sig       ] [2056/3626] Completed MDLZ in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:38.582293] [INFO ] [sig       ] [2057/3626] Forecasting MDWD...
[2025-12-05T20:26:38.582322] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-05T20:26:38.582353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-05T20:26:38.592724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-05T20:26:38.593008] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-05T20:26:38.593789] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-05T20:26:38.593838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:38.593869] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:38.593895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:38.593950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:38.653016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:38.653933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:38.654021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:38.654053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:38.767719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:38.767898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:38.767944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:38.767973] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:38.771346] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=88.70%)
[2025-12-05T20:26:38.771625] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-05T20:26:38.771748] [INFO ] [sig       ] MDWD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:38.907300] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MDWD.txt
[2025-12-05T20:26:38.907425] [INFO ] [sig       ] [2057/3626] Completed MDWD in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:38.907462] [INFO ] [sig       ] [2058/3626] Forecasting MDXG...
[2025-12-05T20:26:38.907491] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-05T20:26:38.907520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-05T20:26:38.919298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-05T20:26:38.919602] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-05T20:26:38.920371] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-05T20:26:38.920420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:38.920451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:38.920477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:38.920533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:38.976844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:38.977604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:38.977679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:38.977711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:39.093019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:39.093174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:39.093222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:39.093298] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:39.096591] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2025-12-05T20:26:39.096847] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-05T20:26:39.096964] [INFO ] [sig       ] MDXG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:39.234361] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MDXG.txt
[2025-12-05T20:26:39.234480] [INFO ] [sig       ] [2058/3626] Completed MDXG in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:39.234517] [INFO ] [sig       ] [2059/3626] Forecasting MDXH...
[2025-12-05T20:26:39.234546] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-05T20:26:39.234598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-05T20:26:39.245204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-05T20:26:39.245469] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-05T20:26:39.246223] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-05T20:26:39.246273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:39.246303] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:39.246329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:39.246385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:39.302537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:39.303156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:39.303229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:39.303261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:39.422300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:39.422465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:39.422512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:39.422542] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:39.425969] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=91.85%)
[2025-12-05T20:26:39.426230] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-05T20:26:39.426350] [INFO ] [sig       ] MDXH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:39.564156] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MDXH.txt
[2025-12-05T20:26:39.564290] [INFO ] [sig       ] [2059/3626] Completed MDXH in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:39.564332] [INFO ] [sig       ] [2060/3626] Forecasting MEC...
[2025-12-05T20:26:39.564363] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-05T20:26:39.564392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-05T20:26:39.575085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-05T20:26:39.575400] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-05T20:26:39.576179] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-05T20:26:39.576231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:39.576267] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:39.576294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:39.576349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:39.633351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:39.634078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:39.634170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:39.634204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:39.749065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:39.749223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:39.749264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:39.749292] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:39.752561] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=12.89%)
[2025-12-05T20:26:39.752835] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-05T20:26:39.752954] [INFO ] [sig       ] MEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:39.899010] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MEC.txt
[2025-12-05T20:26:39.899207] [INFO ] [sig       ] [2060/3626] Completed MEC in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:39.899269] [INFO ] [sig       ] [2061/3626] Forecasting MED...
[2025-12-05T20:26:39.899316] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-05T20:26:39.899366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-05T20:26:39.911379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-05T20:26:39.911714] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-05T20:26:39.912474] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-05T20:26:39.912523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:39.912553] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:39.912599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:39.912657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:39.970883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:39.971673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:39.971753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:39.971785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:40.091444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:40.091613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:40.091656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:40.091683] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:40.095328] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=5.81%)
[2025-12-05T20:26:40.095727] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-05T20:26:40.095873] [INFO ] [sig       ] MED: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:40.238955] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MED.txt
[2025-12-05T20:26:40.239109] [INFO ] [sig       ] [2061/3626] Completed MED in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:40.239149] [INFO ] [sig       ] [2062/3626] Forecasting MEDP...
[2025-12-05T20:26:40.239178] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-05T20:26:40.239207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-05T20:26:40.250720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2025-12-05T20:26:40.251123] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-05T20:26:40.251944] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-05T20:26:40.251993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:40.252023] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:40.252064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:40.252120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:40.307194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:40.307920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:40.307997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:40.308028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:40.426648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:40.426808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:40.426847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:40.426873] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:40.430223] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=29.93%)
[2025-12-05T20:26:40.430489] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-05T20:26:40.430629] [INFO ] [sig       ] MEDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:40.567098] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MEDP.txt
[2025-12-05T20:26:40.567234] [INFO ] [sig       ] [2062/3626] Completed MEDP in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:40.567272] [INFO ] [sig       ] [2063/3626] Forecasting MEG...
[2025-12-05T20:26:40.567303] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-05T20:26:40.567336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-05T20:26:40.580068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2025-12-05T20:26:40.580557] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-05T20:26:40.581553] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-05T20:26:40.581622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:40.581655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:40.581682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:40.581740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:40.640860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:40.641961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:40.642100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:40.642138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:40.768608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:40.768834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:40.768881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:40.768910] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:40.772891] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=17.68%)
[2025-12-05T20:26:40.773203] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-05T20:26:40.773342] [INFO ] [sig       ] MEG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:40.922826] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MEG.txt
[2025-12-05T20:26:40.923029] [INFO ] [sig       ] [2063/3626] Completed MEG in 0.4s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:40.923070] [INFO ] [sig       ] [2064/3626] Forecasting MEGI...
[2025-12-05T20:26:40.923107] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-05T20:26:40.923152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-05T20:26:40.936532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-05T20:26:40.936992] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-05T20:26:40.937927] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-05T20:26:40.937984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:40.938028] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:40.938065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:40.938131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:40.998271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:40.999250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:40.999342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:40.999375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:41.127136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:41.127300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:41.127342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:41.127371] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:41.130957] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=77.35%)
[2025-12-05T20:26:41.131228] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-05T20:26:41.131378] [INFO ] [sig       ] MEGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:41.274731] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MEGI.txt
[2025-12-05T20:26:41.274868] [INFO ] [sig       ] [2064/3626] Completed MEGI in 0.4s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:41.274907] [INFO ] [sig       ] [2065/3626] Forecasting MEGL...
[2025-12-05T20:26:41.274940] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-05T20:26:41.274985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-05T20:26:41.287782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGL'.
[2025-12-05T20:26:41.288322] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-05T20:26:41.289251] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-05T20:26:41.289304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:41.289336] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:41.289362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:41.289424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:41.347991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:41.349232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:41.349349] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:41.349383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:41.464960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:41.465193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:41.465239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:41.465268] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:41.469249] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-05T20:26:41.469563] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-05T20:26:41.469766] [INFO ] [sig       ] MEGL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:41.621307] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MEGL.txt
[2025-12-05T20:26:41.621924] [INFO ] [sig       ] [2065/3626] Completed MEGL in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:41.621971] [INFO ] [sig       ] [2066/3626] Forecasting MEI...
[2025-12-05T20:26:41.622001] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-05T20:26:41.622044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-05T20:26:41.633642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-05T20:26:41.634007] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-05T20:26:41.634797] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-05T20:26:41.634846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:41.634876] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:41.634902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:41.634958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:41.693455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:41.694222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:41.694306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:41.694338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:41.814684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:41.814851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:41.814891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:41.814920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:41.818300] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-12-05T20:26:41.818803] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-05T20:26:41.818931] [INFO ] [sig       ] MEI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:41.954235] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MEI.txt
[2025-12-05T20:26:41.954386] [INFO ] [sig       ] [2066/3626] Completed MEI in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:41.954424] [INFO ] [sig       ] [2067/3626] Forecasting MELI...
[2025-12-05T20:26:41.954452] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-05T20:26:41.954481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-05T20:26:41.965168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-05T20:26:41.965429] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-05T20:26:41.966182] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-05T20:26:41.966232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:41.966263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:41.966289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:41.966348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:42.021466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:42.022278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:42.022359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:42.022389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:42.140469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:42.140643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:42.140685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:42.140713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:42.143976] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-05T20:26:42.144242] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-05T20:26:42.144367] [INFO ] [sig       ] MELI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:42.279467] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MELI.txt
[2025-12-05T20:26:42.279614] [INFO ] [sig       ] [2067/3626] Completed MELI in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:42.279654] [INFO ] [sig       ] [2068/3626] Forecasting MEOH...
[2025-12-05T20:26:42.279683] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-05T20:26:42.279712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-05T20:26:42.290198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-05T20:26:42.290496] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-05T20:26:42.291259] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-05T20:26:42.291309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:42.291340] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:42.291367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:42.291423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:42.345977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:42.346661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:42.346733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:42.346764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:42.470176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:42.470345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:42.470385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:42.470421] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:42.473814] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-05T20:26:42.474074] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-05T20:26:42.474192] [INFO ] [sig       ] MEOH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:42.609223] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MEOH.txt
[2025-12-05T20:26:42.609350] [INFO ] [sig       ] [2068/3626] Completed MEOH in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:42.609387] [INFO ] [sig       ] [2069/3626] Forecasting MERC...
[2025-12-05T20:26:42.609414] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-05T20:26:42.609444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-05T20:26:42.620689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-05T20:26:42.621025] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-05T20:26:42.621861] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-05T20:26:42.621910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:42.621942] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:42.621968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:42.622023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:42.678134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:42.679007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:42.679090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:42.679123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:42.798807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:42.798974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:42.799026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:42.799055] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:42.802490] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2025-12-05T20:26:42.802773] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-05T20:26:42.802892] [INFO ] [sig       ] MERC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:42.940450] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MERC.txt
[2025-12-05T20:26:42.940561] [INFO ] [sig       ] [2069/3626] Completed MERC in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:42.940614] [INFO ] [sig       ] [2070/3626] Forecasting META...
[2025-12-05T20:26:42.940643] [INFO ] [sig       ] Generating forecast for: META
[2025-12-05T20:26:42.940671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-05T20:26:42.951179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-05T20:26:42.951430] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-05T20:26:42.952170] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-05T20:26:42.952219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:42.952275] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:42.952303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:42.952358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:43.008181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:43.008809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:43.008884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:43.008916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:43.134355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:43.134470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:43.134505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:43.134533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:43.137651] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2025-12-05T20:26:43.137926] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-05T20:26:43.138043] [INFO ] [sig       ] META: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:43.274073] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/META.txt
[2025-12-05T20:26:43.274183] [INFO ] [sig       ] [2070/3626] Completed META in 0.3s | 2.96 sym/s | Total: 11.6m | ETA: 8.8m
[2025-12-05T20:26:43.274220] [INFO ] [sig       ] [2071/3626] Forecasting METC...
[2025-12-05T20:26:43.274249] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-05T20:26:43.274279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-05T20:26:43.284476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-05T20:26:43.284742] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-05T20:26:43.285469] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-05T20:26:43.285517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:43.285547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:43.285600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:43.285660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:43.341720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:43.342328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:43.342409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:43.342441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:43.456377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:43.456509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:43.456546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:43.456590] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:43.459894] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-05T20:26:43.460148] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-05T20:26:43.460267] [INFO ] [sig       ] METC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:43.601354] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/METC.txt
[2025-12-05T20:26:43.601466] [INFO ] [sig       ] [2071/3626] Completed METC in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.8m
[2025-12-05T20:26:43.601511] [INFO ] [sig       ] [2072/3626] Forecasting METCB...
[2025-12-05T20:26:43.601539] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-05T20:26:43.601584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-05T20:26:43.612873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-05T20:26:43.613133] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-05T20:26:43.613906] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-05T20:26:43.613954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:43.613985] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:43.614011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:43.614067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:43.672855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:43.673465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:43.673542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:43.673593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:43.794126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:43.794246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:43.794288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:43.794323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:43.797525] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: UP (p=93.18%)
[2025-12-05T20:26:43.797812] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-05T20:26:43.797937] [INFO ] [sig       ] METCB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:43.937703] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/METCB.txt
[2025-12-05T20:26:43.937837] [INFO ] [sig       ] [2072/3626] Completed METCB in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:43.937879] [INFO ] [sig       ] [2073/3626] Forecasting METD...
[2025-12-05T20:26:43.937911] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-05T20:26:43.937943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-05T20:26:43.948482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2025-12-05T20:26:43.948759] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-05T20:26:43.949513] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-05T20:26:43.949562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:43.949621] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:43.949649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:43.949723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:44.006274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:44.006889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:44.006961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:44.006992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:44.128868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:44.129000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:44.129036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:44.129091] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:44.132348] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=35.17%)
[2025-12-05T20:26:44.132618] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-05T20:26:44.132738] [INFO ] [sig       ] METD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:44.273981] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/METD.txt
[2025-12-05T20:26:44.274095] [INFO ] [sig       ] [2073/3626] Completed METD in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:44.274131] [INFO ] [sig       ] [2074/3626] Forecasting MFA...
[2025-12-05T20:26:44.274159] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-05T20:26:44.274189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-05T20:26:44.284533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-05T20:26:44.284812] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-05T20:26:44.285588] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-05T20:26:44.285638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:44.285669] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:44.285695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:44.285750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:44.342193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:44.342786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:44.342858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:44.342889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:44.464324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:44.464456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:44.464494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:44.464521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:44.467916] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=24.39%)
[2025-12-05T20:26:44.468178] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-05T20:26:44.468302] [INFO ] [sig       ] MFA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:44.607045] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MFA.txt
[2025-12-05T20:26:44.607157] [INFO ] [sig       ] [2074/3626] Completed MFA in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:44.607193] [INFO ] [sig       ] [2075/3626] Forecasting MFC...
[2025-12-05T20:26:44.607221] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-05T20:26:44.607250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-05T20:26:44.618038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-05T20:26:44.618300] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-05T20:26:44.619060] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-05T20:26:44.619122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:44.619153] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:44.619179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:44.619234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:44.675063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:44.675673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:44.675747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:44.675778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:44.791766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:44.791879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:44.791913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:44.791942] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:44.795041] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=25.58%)
[2025-12-05T20:26:44.795294] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-05T20:26:44.795407] [INFO ] [sig       ] MFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:44.932221] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MFC.txt
[2025-12-05T20:26:44.932334] [INFO ] [sig       ] [2075/3626] Completed MFC in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:44.932374] [INFO ] [sig       ] [2076/3626] Forecasting MFG...
[2025-12-05T20:26:44.932402] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-05T20:26:44.932432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-05T20:26:44.943754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-05T20:26:44.943996] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-05T20:26:44.944781] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-05T20:26:44.944829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:44.944859] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:44.944885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:44.944940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:45.000589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:45.001146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:45.001218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:45.001250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:45.122721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:45.122846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:45.122883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:45.122911] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:45.126105] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2025-12-05T20:26:45.126375] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-05T20:26:45.126514] [INFO ] [sig       ] MFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:45.263704] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MFG.txt
[2025-12-05T20:26:45.263831] [INFO ] [sig       ] [2076/3626] Completed MFG in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:45.263869] [INFO ] [sig       ] [2077/3626] Forecasting MFI...
[2025-12-05T20:26:45.263897] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-05T20:26:45.263927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-05T20:26:45.273684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-05T20:26:45.273948] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-05T20:26:45.274701] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-05T20:26:45.274749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:45.274780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:45.274807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:45.274862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:45.333795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:45.334568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:45.334660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:45.334692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:45.453005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:45.453149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:45.453188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:45.453215] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:45.456524] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-05T20:26:45.456798] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-05T20:26:45.456921] [INFO ] [sig       ] MFI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:45.594477] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MFI.txt
[2025-12-05T20:26:45.594620] [INFO ] [sig       ] [2077/3626] Completed MFI in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:45.594659] [INFO ] [sig       ] [2078/3626] Forecasting MFIC...
[2025-12-05T20:26:45.594688] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-05T20:26:45.594717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-05T20:26:45.605365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-05T20:26:45.605669] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-05T20:26:45.606404] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-05T20:26:45.606453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:45.606484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:45.606510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:45.606565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:45.664046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:45.664728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:45.664801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:45.664832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:45.788154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:45.788307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:45.788352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:45.788384] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:45.791662] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=45.79%)
[2025-12-05T20:26:45.791915] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-05T20:26:45.792033] [INFO ] [sig       ] MFIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:45.930294] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MFIC.txt
[2025-12-05T20:26:45.930440] [INFO ] [sig       ] [2078/3626] Completed MFIC in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:45.930485] [INFO ] [sig       ] [2079/3626] Forecasting MFIN...
[2025-12-05T20:26:45.930514] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-05T20:26:45.930543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-05T20:26:45.945626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-05T20:26:45.946263] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-05T20:26:45.947357] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-05T20:26:45.947414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:45.947448] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:45.947473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:45.947532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:46.010405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:46.011613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:46.011717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:46.011752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:46.136107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:46.136337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:46.136386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:46.136415] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:46.140270] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-05T20:26:46.140606] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-05T20:26:46.140749] [INFO ] [sig       ] MFIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:46.287647] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MFIN.txt
[2025-12-05T20:26:46.287836] [INFO ] [sig       ] [2079/3626] Completed MFIN in 0.4s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:46.287878] [INFO ] [sig       ] [2080/3626] Forecasting MFM...
[2025-12-05T20:26:46.287907] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-05T20:26:46.287937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-05T20:26:46.299085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2025-12-05T20:26:46.299397] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-05T20:26:46.300168] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-05T20:26:46.300216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:46.300246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:46.300272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:46.300327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:46.355763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:46.356497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:46.356623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:46.356657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:46.477521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:46.477688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:46.477731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:46.477759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:46.481213] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=54.83%)
[2025-12-05T20:26:46.481494] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-05T20:26:46.481635] [INFO ] [sig       ] MFM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:46.626747] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MFM.txt
[2025-12-05T20:26:46.626894] [INFO ] [sig       ] [2080/3626] Completed MFM in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:46.626935] [INFO ] [sig       ] [2081/3626] Forecasting MG...
[2025-12-05T20:26:46.626967] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-05T20:26:46.626998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-05T20:26:46.638352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-05T20:26:46.638783] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-05T20:26:46.639751] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-05T20:26:46.639802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:46.639833] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:46.639858] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:46.639915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:46.696747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:46.697667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:46.697751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:46.697784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:46.813026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:46.813202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:46.813244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:46.813274] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:46.816644] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=48.54%)
[2025-12-05T20:26:46.816918] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-05T20:26:46.817041] [INFO ] [sig       ] MG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:46.954026] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MG.txt
[2025-12-05T20:26:46.954171] [INFO ] [sig       ] [2081/3626] Completed MG in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:46.954215] [INFO ] [sig       ] [2082/3626] Forecasting MGA...
[2025-12-05T20:26:46.954246] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-05T20:26:46.954281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-05T20:26:46.964650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-05T20:26:46.964934] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-05T20:26:46.965702] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-05T20:26:46.965750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:46.965780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:46.965804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:46.965858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:47.021143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:47.021747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:47.021822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:47.021852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:47.150056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:47.150207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:47.150261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:47.150290] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:47.153639] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-05T20:26:47.153899] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-05T20:26:47.154021] [INFO ] [sig       ] MGA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:47.290866] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGA.txt
[2025-12-05T20:26:47.290979] [INFO ] [sig       ] [2082/3626] Completed MGA in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:47.291016] [INFO ] [sig       ] [2083/3626] Forecasting MGEE...
[2025-12-05T20:26:47.291048] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-05T20:26:47.291076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-05T20:26:47.301367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-05T20:26:47.301676] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-05T20:26:47.302413] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-05T20:26:47.302462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:47.302493] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:47.302519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:47.302594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:47.358552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:47.359197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:47.359270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:47.359301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:47.477888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:47.478030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:47.478068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:47.478095] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:47.481380] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-05T20:26:47.481683] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-05T20:26:47.481803] [INFO ] [sig       ] MGEE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:47.620136] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MGEE.txt
[2025-12-05T20:26:47.620277] [INFO ] [sig       ] [2083/3626] Completed MGEE in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:47.620314] [INFO ] [sig       ] [2084/3626] Forecasting MGIC...
[2025-12-05T20:26:47.620346] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-05T20:26:47.620375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-05T20:26:47.630473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-05T20:26:47.630762] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-05T20:26:47.631490] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-05T20:26:47.631538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:47.631569] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:47.631623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:47.631679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:47.687858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:47.688467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:47.688539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:47.688587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:47.809049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:47.809188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:47.809226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:47.809254] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:47.812482] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: DOWN (p=47.56%)
[2025-12-05T20:26:47.812755] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-05T20:26:47.812881] [INFO ] [sig       ] MGIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:47.953404] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGIC.txt
[2025-12-05T20:26:47.953530] [INFO ] [sig       ] [2084/3626] Completed MGIC in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:47.953568] [INFO ] [sig       ] [2085/3626] Forecasting MGM...
[2025-12-05T20:26:47.953622] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-05T20:26:47.953652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-05T20:26:47.964079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-05T20:26:47.964337] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-05T20:26:47.965100] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-05T20:26:47.965148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:47.965179] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:47.965205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:47.965259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:48.020474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:48.021065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:48.021138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:48.021169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:48.140452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:48.140618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:48.140659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:48.140689] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:48.144104] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-05T20:26:48.144360] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-05T20:26:48.144485] [INFO ] [sig       ] MGM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:48.283059] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MGM.txt
[2025-12-05T20:26:48.283185] [INFO ] [sig       ] [2085/3626] Completed MGM in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:48.283222] [INFO ] [sig       ] [2086/3626] Forecasting MGNI...
[2025-12-05T20:26:48.283251] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-05T20:26:48.283279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-05T20:26:48.294329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-05T20:26:48.294600] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-05T20:26:48.295330] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-05T20:26:48.295379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:48.295433] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:48.295462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:48.295517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:48.353525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:48.354271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:48.354362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:48.354401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:48.478956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:48.479105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:48.479144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:48.479172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:48.482615] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2025-12-05T20:26:48.482878] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-05T20:26:48.482998] [INFO ] [sig       ] MGNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:48.627016] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MGNI.txt
[2025-12-05T20:26:48.627151] [INFO ] [sig       ] [2086/3626] Completed MGNI in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:48.627188] [INFO ] [sig       ] [2087/3626] Forecasting MGNX...
[2025-12-05T20:26:48.627216] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-05T20:26:48.627245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-05T20:26:48.638083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-05T20:26:48.638353] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-05T20:26:48.639105] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-05T20:26:48.639153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:48.639210] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:48.639237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:48.639293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:48.696924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:48.697549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:48.697641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:48.697675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:48.813912] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:48.814043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:48.814080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:48.814108] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:48.817419] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-12-05T20:26:48.817700] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-05T20:26:48.817834] [INFO ] [sig       ] MGNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:48.954210] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGNX.txt
[2025-12-05T20:26:48.954343] [INFO ] [sig       ] [2087/3626] Completed MGNX in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:48.954381] [INFO ] [sig       ] [2088/3626] Forecasting MGPI...
[2025-12-05T20:26:48.954412] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-05T20:26:48.954445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-05T20:26:48.964929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-05T20:26:48.965216] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-05T20:26:48.965999] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-05T20:26:48.966049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:48.966079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:48.966105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:48.966160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:49.021797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:49.022494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:49.022569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:49.022620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:49.140340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:49.140502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:49.140541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:49.140584] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:49.143986] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-05T20:26:49.144267] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-05T20:26:49.144391] [INFO ] [sig       ] MGPI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:49.282673] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGPI.txt
[2025-12-05T20:26:49.282794] [INFO ] [sig       ] [2088/3626] Completed MGPI in 0.3s | 2.96 sym/s | Total: 11.7m | ETA: 8.7m
[2025-12-05T20:26:49.282831] [INFO ] [sig       ] [2089/3626] Forecasting MGRC...
[2025-12-05T20:26:49.282859] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-05T20:26:49.282888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-05T20:26:49.293816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-05T20:26:49.294084] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-05T20:26:49.294846] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-05T20:26:49.294895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:49.294926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:49.294953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:49.295008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:49.350371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:49.350979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:49.351052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:49.351083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:49.465541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:49.465691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:49.465729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:49.465756] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:49.468991] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2025-12-05T20:26:49.469245] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-05T20:26:49.469361] [INFO ] [sig       ] MGRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:49.606593] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGRC.txt
[2025-12-05T20:26:49.606702] [INFO ] [sig       ] [2089/3626] Completed MGRC in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:49.606744] [INFO ] [sig       ] [2090/3626] Forecasting MGTX...
[2025-12-05T20:26:49.606773] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-05T20:26:49.606803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-05T20:26:49.616927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-05T20:26:49.617186] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-05T20:26:49.617973] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-05T20:26:49.618022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:49.618052] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:49.618077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:49.618134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:49.676751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:49.677437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:49.677516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:49.677551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:49.796678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:49.796840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:49.796882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:49.796944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:49.800385] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=42.90%)
[2025-12-05T20:26:49.800684] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-05T20:26:49.800816] [INFO ] [sig       ] MGTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:49.948001] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MGTX.txt
[2025-12-05T20:26:49.948162] [INFO ] [sig       ] [2090/3626] Completed MGTX in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:49.948203] [INFO ] [sig       ] [2091/3626] Forecasting MGX...
[2025-12-05T20:26:49.948234] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-05T20:26:49.948268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-05T20:26:49.959272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-05T20:26:49.959645] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-05T20:26:49.960451] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-05T20:26:49.960507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:49.960539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:49.960567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:49.960654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:50.021152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:50.022075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:50.022157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:50.022190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:50.141341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:50.141491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:50.141532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:50.141560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:50.144824] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-05T20:26:50.145081] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-05T20:26:50.145215] [INFO ] [sig       ] MGX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:50.282315] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MGX.txt
[2025-12-05T20:26:50.282475] [INFO ] [sig       ] [2091/3626] Completed MGX in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:50.282520] [INFO ] [sig       ] [2092/3626] Forecasting MGY...
[2025-12-05T20:26:50.282555] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-05T20:26:50.282613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-05T20:26:50.292807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2025-12-05T20:26:50.293083] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-05T20:26:50.293861] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-05T20:26:50.293910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:50.293940] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:50.293966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:50.294022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:50.351080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:50.351835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:50.351911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:50.351943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:50.472257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:50.472392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:50.472431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:50.472461] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:50.475775] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-05T20:26:50.476026] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-05T20:26:50.476142] [INFO ] [sig       ] MGY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:50.615006] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MGY.txt
[2025-12-05T20:26:50.615130] [INFO ] [sig       ] [2092/3626] Completed MGY in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:50.615167] [INFO ] [sig       ] [2093/3626] Forecasting MHD...
[2025-12-05T20:26:50.615196] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-05T20:26:50.615226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-05T20:26:50.626691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-05T20:26:50.627008] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-05T20:26:50.627820] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-05T20:26:50.627871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:50.627901] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:50.627926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:50.627980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:50.684510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:50.685268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:50.685346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:50.685377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:50.801525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:50.801726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:50.801771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:50.801821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:50.805315] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-05T20:26:50.805653] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-05T20:26:50.805777] [INFO ] [sig       ] MHD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:50.944362] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MHD.txt
[2025-12-05T20:26:50.944506] [INFO ] [sig       ] [2093/3626] Completed MHD in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:50.944543] [INFO ] [sig       ] [2094/3626] Forecasting MHF...
[2025-12-05T20:26:50.944589] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-05T20:26:50.944622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-05T20:26:50.955221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-05T20:26:50.955676] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-05T20:26:50.956467] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-05T20:26:50.956525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:50.956565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:50.956637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:50.956701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:51.012568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:51.013408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:51.013484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:51.013516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:51.128347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:51.128499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:51.128537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:51.128564] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:51.131816] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=94.55%)
[2025-12-05T20:26:51.132071] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-05T20:26:51.132190] [INFO ] [sig       ] MHF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:51.267760] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MHF.txt
[2025-12-05T20:26:51.267900] [INFO ] [sig       ] [2094/3626] Completed MHF in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:51.267938] [INFO ] [sig       ] [2095/3626] Forecasting MHK...
[2025-12-05T20:26:51.267967] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-05T20:26:51.267996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-05T20:26:51.278836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-05T20:26:51.279107] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-05T20:26:51.279900] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-05T20:26:51.279950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:51.279982] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:51.280009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:51.280067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:51.335081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:51.335708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:51.335780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:51.335826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:51.452277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:51.452424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:51.452464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:51.452492] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:51.455808] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-05T20:26:51.456071] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-05T20:26:51.456193] [INFO ] [sig       ] MHK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:51.640302] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MHK.txt
[2025-12-05T20:26:51.640433] [INFO ] [sig       ] [2095/3626] Completed MHK in 0.4s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:51.640470] [INFO ] [sig       ] [2096/3626] Forecasting MHN...
[2025-12-05T20:26:51.640499] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-05T20:26:51.640527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-05T20:26:51.651542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-05T20:26:51.651861] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-05T20:26:51.652661] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-05T20:26:51.652713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:51.652746] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:51.652774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:51.652832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:51.710345] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:51.711111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:51.711189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:51.711223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:51.824244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:51.824370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:51.824408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:51.824435] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:51.827635] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2025-12-05T20:26:51.827913] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-05T20:26:51.828034] [INFO ] [sig       ] MHN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:51.971195] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MHN.txt
[2025-12-05T20:26:51.971335] [INFO ] [sig       ] [2096/3626] Completed MHN in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:51.971373] [INFO ] [sig       ] [2097/3626] Forecasting MHO...
[2025-12-05T20:26:51.971402] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-05T20:26:51.971431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-05T20:26:51.983389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-05T20:26:51.983741] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-05T20:26:51.984518] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-05T20:26:51.984599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:51.984639] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:51.984686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:51.984742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:52.040685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:52.041480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:52.041610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:52.041646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:52.161901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:52.162063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:52.162106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:52.162135] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:52.165448] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2025-12-05T20:26:52.165728] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-05T20:26:52.165848] [INFO ] [sig       ] MHO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:52.305384] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MHO.txt
[2025-12-05T20:26:52.305516] [INFO ] [sig       ] [2097/3626] Completed MHO in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:52.305558] [INFO ] [sig       ] [2098/3626] Forecasting MHUA...
[2025-12-05T20:26:52.305606] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-12-05T20:26:52.305637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-12-05T20:26:52.316811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-12-05T20:26:52.317129] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-12-05T20:26:52.317953] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-12-05T20:26:52.318003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:52.318034] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:52.318059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:52.318114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:52.373284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:52.373937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:52.374014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:52.374046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:52.476877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:52.477027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:52.477066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:52.477092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:52.480413] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: DOWN (p=30.92%)
[2025-12-05T20:26:52.480693] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-12-05T20:26:52.480814] [INFO ] [sig       ] MHUA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:52.618170] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MHUA.txt
[2025-12-05T20:26:52.618300] [INFO ] [sig       ] [2098/3626] Completed MHUA in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:52.618338] [INFO ] [sig       ] [2099/3626] Forecasting MIDD...
[2025-12-05T20:26:52.618367] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-05T20:26:52.618396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-05T20:26:52.629030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2025-12-05T20:26:52.629320] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-05T20:26:52.630126] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-05T20:26:52.630175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:52.630206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:52.630232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:52.630287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:52.687998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:52.688703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:52.688780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:52.688812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:52.807255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:52.807393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:52.807430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:52.807456] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:52.810902] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: UP (p=99.09%)
[2025-12-05T20:26:52.811180] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-05T20:26:52.811306] [INFO ] [sig       ] MIDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:52.954288] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MIDD.txt
[2025-12-05T20:26:52.954419] [INFO ] [sig       ] [2099/3626] Completed MIDD in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:52.954456] [INFO ] [sig       ] [2100/3626] Forecasting MIGI...
[2025-12-05T20:26:52.954486] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-05T20:26:52.954515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-05T20:26:52.965327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-05T20:26:52.965641] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-05T20:26:52.966384] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-05T20:26:52.966434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:52.966465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:52.966494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:52.966562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:53.022197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:53.022848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:53.022923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:53.022955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:53.140606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:53.140756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:53.140796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:53.140828] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:53.144183] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=52.17%)
[2025-12-05T20:26:53.144448] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-05T20:26:53.144594] [INFO ] [sig       ] MIGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:53.282700] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MIGI.txt
[2025-12-05T20:26:53.282861] [INFO ] [sig       ] [2100/3626] Completed MIGI in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:53.282901] [INFO ] [sig       ] [2101/3626] Forecasting MILN...
[2025-12-05T20:26:53.282930] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-05T20:26:53.282968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-05T20:26:53.292805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2025-12-05T20:26:53.293084] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-05T20:26:53.293844] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-05T20:26:53.293892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:53.293924] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:53.293950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:53.294005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:53.349995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:53.350698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:53.350772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:53.350803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:53.451842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:53.451991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:53.452030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:53.452057] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:53.455356] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-05T20:26:53.455644] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-05T20:26:53.455771] [INFO ] [sig       ] MILN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:53.596100] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MILN.txt
[2025-12-05T20:26:53.596232] [INFO ] [sig       ] [2101/3626] Completed MILN in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:53.596272] [INFO ] [sig       ] [2102/3626] Forecasting MIND...
[2025-12-05T20:26:53.596301] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-05T20:26:53.596330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-05T20:26:53.607066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-05T20:26:53.607334] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-05T20:26:53.608136] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-05T20:26:53.608186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:53.608220] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:53.608248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:53.608304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:53.665739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:53.666468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:53.666546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:53.666597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:53.788021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:53.788170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:53.788208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:53.788235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:53.791493] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-05T20:26:53.791769] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-05T20:26:53.791886] [INFO ] [sig       ] MIND: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:53.929725] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MIND.txt
[2025-12-05T20:26:53.929857] [INFO ] [sig       ] [2102/3626] Completed MIND in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:53.929894] [INFO ] [sig       ] [2103/3626] Forecasting MIRA...
[2025-12-05T20:26:53.929923] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-05T20:26:53.929955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-05T20:26:53.940981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-05T20:26:53.941242] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-05T20:26:53.942013] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-05T20:26:53.942063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:53.942093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:53.942119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:53.942173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:53.998391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:53.999039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:53.999113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:53.999144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:54.120130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:54.120282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:54.120323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:54.120354] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:54.123823] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=1.28%)
[2025-12-05T20:26:54.124094] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-05T20:26:54.124219] [INFO ] [sig       ] MIRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:54.263803] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MIRA.txt
[2025-12-05T20:26:54.263927] [INFO ] [sig       ] [2103/3626] Completed MIRA in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:54.263966] [INFO ] [sig       ] [2104/3626] Forecasting MIRM...
[2025-12-05T20:26:54.263996] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-05T20:26:54.264027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-05T20:26:54.274918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-05T20:26:54.275204] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-05T20:26:54.275993] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-05T20:26:54.276046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:54.276105] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:54.276135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:54.276194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:54.333684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:54.334278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:54.334354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:54.334387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:54.450290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:54.450451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:54.450496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:54.450526] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:54.453958] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-05T20:26:54.454222] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-05T20:26:54.454348] [INFO ] [sig       ] MIRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:54.591520] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MIRM.txt
[2025-12-05T20:26:54.591686] [INFO ] [sig       ] [2104/3626] Completed MIRM in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:54.591743] [INFO ] [sig       ] [2105/3626] Forecasting MITK...
[2025-12-05T20:26:54.591773] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-05T20:26:54.591804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-05T20:26:54.602469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-05T20:26:54.602739] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-05T20:26:54.603471] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-05T20:26:54.603520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:54.603550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:54.603594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:54.603652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:54.659209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:54.659873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:54.659946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:54.659978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:54.780689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:54.780846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:54.780884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:54.780913] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:54.784214] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-05T20:26:54.784468] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-05T20:26:54.784606] [INFO ] [sig       ] MITK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:54.921531] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MITK.txt
[2025-12-05T20:26:54.921691] [INFO ] [sig       ] [2105/3626] Completed MITK in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:54.921733] [INFO ] [sig       ] [2106/3626] Forecasting MIY...
[2025-12-05T20:26:54.921764] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-05T20:26:54.921795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-05T20:26:54.933237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-05T20:26:54.933568] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-05T20:26:54.934359] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-05T20:26:54.934410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:54.934443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:54.934470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:54.934528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:54.992967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:54.993706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:54.993784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:54.993817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:55.112922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:55.113071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:55.113111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:55.113139] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:55.116401] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=34.47%)
[2025-12-05T20:26:55.116684] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-05T20:26:55.116804] [INFO ] [sig       ] MIY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:55.252497] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MIY.txt
[2025-12-05T20:26:55.252673] [INFO ] [sig       ] [2106/3626] Completed MIY in 0.3s | 2.96 sym/s | Total: 11.8m | ETA: 8.6m
[2025-12-05T20:26:55.252714] [INFO ] [sig       ] [2107/3626] Forecasting MKC...
[2025-12-05T20:26:55.252743] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-05T20:26:55.252773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-05T20:26:55.264148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-05T20:26:55.264498] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-05T20:26:55.265370] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-05T20:26:55.265421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:55.265452] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:55.265477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:55.265533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:55.321444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:55.322429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:55.322511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:55.322544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:55.442398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:55.442592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:55.442641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:55.442712] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:55.446258] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=24.82%)
[2025-12-05T20:26:55.446537] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-05T20:26:55.446710] [INFO ] [sig       ] MKC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:55.587063] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MKC.txt
[2025-12-05T20:26:55.587197] [INFO ] [sig       ] [2107/3626] Completed MKC in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:55.587234] [INFO ] [sig       ] [2108/3626] Forecasting MKL...
[2025-12-05T20:26:55.587262] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-05T20:26:55.587291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-05T20:26:55.598165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKL'.
[2025-12-05T20:26:55.598440] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-05T20:26:55.599206] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-05T20:26:55.599256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:55.599288] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:55.599315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:55.599370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:55.655957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:55.656708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:55.656801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:55.656835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:55.771910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:55.772071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:55.772112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:55.772140] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:55.775668] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=89.84%)
[2025-12-05T20:26:55.775948] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-05T20:26:55.776079] [INFO ] [sig       ] MKL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:55.915752] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MKL.txt
[2025-12-05T20:26:55.915893] [INFO ] [sig       ] [2108/3626] Completed MKL in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:55.915931] [INFO ] [sig       ] [2109/3626] Forecasting MKSI...
[2025-12-05T20:26:55.915960] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-05T20:26:55.915989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-05T20:26:55.927001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-05T20:26:55.927255] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-05T20:26:55.928056] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-05T20:26:55.928105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:55.928136] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:55.928162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:55.928217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:55.984625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:55.985306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:55.985384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:55.985417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:56.105155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:56.105316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:56.105357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:56.105386] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:56.108875] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=69.61%)
[2025-12-05T20:26:56.109143] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-05T20:26:56.109270] [INFO ] [sig       ] MKSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:56.244785] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MKSI.txt
[2025-12-05T20:26:56.244931] [INFO ] [sig       ] [2109/3626] Completed MKSI in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:56.244969] [INFO ] [sig       ] [2110/3626] Forecasting MKTX...
[2025-12-05T20:26:56.245000] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-05T20:26:56.245030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-05T20:26:56.255567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-05T20:26:56.255908] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-05T20:26:56.256692] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-05T20:26:56.256755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:56.256786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:56.256811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:56.256866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:56.313951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:56.314828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:56.314910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:56.314945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:56.430202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:56.430352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:56.430392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:56.430418] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:56.433733] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-05T20:26:56.433987] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-05T20:26:56.434103] [INFO ] [sig       ] MKTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:56.570547] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MKTX.txt
[2025-12-05T20:26:56.570705] [INFO ] [sig       ] [2110/3626] Completed MKTX in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:56.570742] [INFO ] [sig       ] [2111/3626] Forecasting MLAB...
[2025-12-05T20:26:56.570771] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-05T20:26:56.570801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-05T20:26:56.581153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-05T20:26:56.581455] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-05T20:26:56.582227] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-05T20:26:56.582276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:56.582308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:56.582334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:56.582390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:56.640799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:56.641638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:56.641732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:56.641767] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:56.755825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:56.755977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:56.756017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:56.756044] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:56.759376] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=42.26%)
[2025-12-05T20:26:56.759678] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-05T20:26:56.759803] [INFO ] [sig       ] MLAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:56.897153] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MLAB.txt
[2025-12-05T20:26:56.897285] [INFO ] [sig       ] [2111/3626] Completed MLAB in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:56.897322] [INFO ] [sig       ] [2112/3626] Forecasting MLCO...
[2025-12-05T20:26:56.897351] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-05T20:26:56.897380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-05T20:26:56.908699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-05T20:26:56.909067] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-05T20:26:56.909853] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-05T20:26:56.909902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:56.909933] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:56.909959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:56.910015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:56.965913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:56.966734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:56.966811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:56.966843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:57.087016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:57.087169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:57.087207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:57.087235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:57.090508] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-05T20:26:57.090786] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-05T20:26:57.090905] [INFO ] [sig       ] MLCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:57.227876] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MLCO.txt
[2025-12-05T20:26:57.227996] [INFO ] [sig       ] [2112/3626] Completed MLCO in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:57.228033] [INFO ] [sig       ] [2113/3626] Forecasting MLGO...
[2025-12-05T20:26:57.228062] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-05T20:26:57.228092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-05T20:26:57.239638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-05T20:26:57.240004] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-05T20:26:57.240798] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-05T20:26:57.240846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:57.240877] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:57.240903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:57.240957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:57.297189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:57.297965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:57.298045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:57.298078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:57.415194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:57.415347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:57.415387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:57.415416] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:57.418903] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2025-12-05T20:26:57.419167] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-05T20:26:57.419296] [INFO ] [sig       ] MLGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:57.561656] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MLGO.txt
[2025-12-05T20:26:57.561808] [INFO ] [sig       ] [2113/3626] Completed MLGO in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:57.561846] [INFO ] [sig       ] [2114/3626] Forecasting MLI...
[2025-12-05T20:26:57.561875] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-05T20:26:57.561904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-05T20:26:57.572864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-05T20:26:57.573212] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-05T20:26:57.573999] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-05T20:26:57.574048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:57.574079] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:57.574106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:57.574161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:57.630275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:57.630972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:57.631092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:57.631125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:57.755051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:57.755204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:57.755243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:57.755273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:57.758548] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=0.82%)
[2025-12-05T20:26:57.758830] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-05T20:26:57.758956] [INFO ] [sig       ] MLI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:57.893563] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MLI.txt
[2025-12-05T20:26:57.893705] [INFO ] [sig       ] [2114/3626] Completed MLI in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:57.893742] [INFO ] [sig       ] [2115/3626] Forecasting MLKN...
[2025-12-05T20:26:57.893770] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-05T20:26:57.893801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-05T20:26:57.904385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-05T20:26:57.904692] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-05T20:26:57.905429] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-05T20:26:57.905478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:57.905508] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:57.905534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:57.905616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:57.960334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:57.960998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:57.961071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:57.961102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:58.080936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:58.081089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:58.081130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:58.081158] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:58.084417] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=17.01%)
[2025-12-05T20:26:58.084710] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-05T20:26:58.084830] [INFO ] [sig       ] MLKN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:58.222413] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MLKN.txt
[2025-12-05T20:26:58.222591] [INFO ] [sig       ] [2115/3626] Completed MLKN in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:58.222633] [INFO ] [sig       ] [2116/3626] Forecasting MLM...
[2025-12-05T20:26:58.222663] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-05T20:26:58.222692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-05T20:26:58.233202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-05T20:26:58.233516] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-05T20:26:58.234278] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-05T20:26:58.234328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:58.234359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:58.234385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:58.234440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:58.289222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:58.289993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:58.290070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:58.290101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:58.408713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:58.408849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:58.408886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:58.408914] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:58.412171] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=85.53%)
[2025-12-05T20:26:58.412453] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-05T20:26:58.412607] [INFO ] [sig       ] MLM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:58.546980] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MLM.txt
[2025-12-05T20:26:58.547097] [INFO ] [sig       ] [2116/3626] Completed MLM in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:58.547133] [INFO ] [sig       ] [2117/3626] Forecasting MLP...
[2025-12-05T20:26:58.547162] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-05T20:26:58.547190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-05T20:26:58.557370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-05T20:26:58.557639] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-05T20:26:58.558411] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-05T20:26:58.558460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:58.558490] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:58.558515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:58.558592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:58.613821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:58.614386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:58.614459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:58.614490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:58.715053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:58.715167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:58.715217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:58.715247] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:58.718363] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=1.70%)
[2025-12-05T20:26:58.718632] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-05T20:26:58.718753] [INFO ] [sig       ] MLP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:58.855279] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MLP.txt
[2025-12-05T20:26:58.855403] [INFO ] [sig       ] [2117/3626] Completed MLP in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:58.855440] [INFO ] [sig       ] [2118/3626] Forecasting MLTX...
[2025-12-05T20:26:58.855469] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-05T20:26:58.855498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-05T20:26:58.869998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-05T20:26:58.870460] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-05T20:26:58.871635] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-05T20:26:58.871700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:58.871745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:58.871782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:58.871865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:58.935068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:58.935960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:58.936045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:58.936078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:59.058062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:59.058228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:59.058273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:59.058302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:59.061968] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-05T20:26:59.062266] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-05T20:26:59.062395] [INFO ] [sig       ] MLTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:59.203206] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MLTX.txt
[2025-12-05T20:26:59.203347] [INFO ] [sig       ] [2118/3626] Completed MLTX in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:59.203387] [INFO ] [sig       ] [2119/3626] Forecasting MLYS...
[2025-12-05T20:26:59.203417] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-05T20:26:59.203448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-05T20:26:59.214721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-05T20:26:59.215043] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-05T20:26:59.215830] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-05T20:26:59.215879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:59.215911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:59.215937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:59.215991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:59.273526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:59.274281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:59.274377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:59.274410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:59.382742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:59.382895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:59.382934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:59.382962] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:59.386199] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2025-12-05T20:26:59.386465] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-05T20:26:59.386605] [INFO ] [sig       ] MLYS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:26:59.522777] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MLYS.txt
[2025-12-05T20:26:59.522898] [INFO ] [sig       ] [2119/3626] Completed MLYS in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:59.522935] [INFO ] [sig       ] [2120/3626] Forecasting MMC...
[2025-12-05T20:26:59.522964] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-05T20:26:59.522992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-05T20:26:59.533634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMC'.
[2025-12-05T20:26:59.533882] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-05T20:26:59.534632] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-05T20:26:59.534689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:59.534726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:59.534753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:59.534808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:59.590123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:59.590744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:59.590828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:59.590858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:26:59.714614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:26:59.714767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:26:59.714807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:26:59.714836] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:26:59.718126] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-05T20:26:59.718385] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-05T20:26:59.718506] [INFO ] [sig       ] MMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:26:59.853756] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MMC.txt
[2025-12-05T20:26:59.853869] [INFO ] [sig       ] [2120/3626] Completed MMC in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:26:59.853905] [INFO ] [sig       ] [2121/3626] Forecasting MMD...
[2025-12-05T20:26:59.853933] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-05T20:26:59.853961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-05T20:26:59.864471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-05T20:26:59.864735] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-05T20:26:59.865475] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-05T20:26:59.865524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:26:59.865694] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:26:59.865730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:26:59.865789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:26:59.921139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:26:59.921777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:26:59.921861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:26:59.921892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:00.041270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:00.041414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:00.041452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:00.041479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:00.044774] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-05T20:27:00.045029] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-05T20:27:00.045144] [INFO ] [sig       ] MMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:00.179672] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MMD.txt
[2025-12-05T20:27:00.179783] [INFO ] [sig       ] [2121/3626] Completed MMD in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:27:00.179819] [INFO ] [sig       ] [2122/3626] Forecasting MMLP...
[2025-12-05T20:27:00.179857] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-05T20:27:00.179887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-05T20:27:00.190067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2025-12-05T20:27:00.190332] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-05T20:27:00.191103] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-05T20:27:00.191151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:00.191182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:00.191208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:00.191263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:00.246295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:00.247149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:00.247237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:00.247269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:00.355403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:00.355519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:00.355558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:00.355603] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:00.358850] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=46.94%)
[2025-12-05T20:27:00.359107] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-05T20:27:00.359226] [INFO ] [sig       ] MMLP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:00.494653] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MMLP.txt
[2025-12-05T20:27:00.494809] [INFO ] [sig       ] [2122/3626] Completed MMLP in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:27:00.494847] [INFO ] [sig       ] [2123/3626] Forecasting MMS...
[2025-12-05T20:27:00.494876] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-05T20:27:00.494904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-05T20:27:00.505769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-05T20:27:00.506108] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-05T20:27:00.506910] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-05T20:27:00.506961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:00.506994] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:00.507020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:00.507076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:00.564294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:00.564919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:00.564999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:00.565030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:00.686812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:00.686967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:00.687009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:00.687037] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:00.690409] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-05T20:27:00.690707] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-05T20:27:00.690832] [INFO ] [sig       ] MMS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:00.831851] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MMS.txt
[2025-12-05T20:27:00.831989] [INFO ] [sig       ] [2123/3626] Completed MMS in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.5m
[2025-12-05T20:27:00.832050] [INFO ] [sig       ] [2124/3626] Forecasting MMSI...
[2025-12-05T20:27:00.832083] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-05T20:27:00.832115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-05T20:27:00.842750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-05T20:27:00.843033] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-05T20:27:00.843831] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-05T20:27:00.843882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:00.843913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:00.843940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:00.844002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:00.900871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:00.901602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:00.901684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:00.901718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:01.022092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:01.022259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:01.022303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:01.022367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:01.025951] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-05T20:27:01.026253] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-05T20:27:01.026399] [INFO ] [sig       ] MMSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:01.164655] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MMSI.txt
[2025-12-05T20:27:01.164818] [INFO ] [sig       ] [2124/3626] Completed MMSI in 0.3s | 2.96 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-05T20:27:01.164858] [INFO ] [sig       ] [2125/3626] Forecasting MNDO...
[2025-12-05T20:27:01.164906] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-05T20:27:01.164939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-05T20:27:01.176714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-05T20:27:01.177086] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-05T20:27:01.178047] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-05T20:27:01.178101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:01.178133] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:01.178158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:01.178214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:01.235507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:01.236347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:01.236426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:01.236459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:01.343962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:01.344117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:01.344156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:01.344184] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:01.347550] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=1.63%)
[2025-12-05T20:27:01.347952] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-05T20:27:01.348126] [INFO ] [sig       ] MNDO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:01.496706] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MNDO.txt
[2025-12-05T20:27:01.496837] [INFO ] [sig       ] [2125/3626] Completed MNDO in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:01.496875] [INFO ] [sig       ] [2126/3626] Forecasting MNDY...
[2025-12-05T20:27:01.496902] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-05T20:27:01.496933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-05T20:27:01.506879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-05T20:27:01.507136] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-05T20:27:01.507918] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-05T20:27:01.507967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:01.507997] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:01.508023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:01.508078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:01.562988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:01.563687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:01.563769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:01.563800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:01.683606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:01.683759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:01.683798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:01.683826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:01.687098] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-05T20:27:01.687362] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-05T20:27:01.687482] [INFO ] [sig       ] MNDY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:01.830399] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MNDY.txt
[2025-12-05T20:27:01.830553] [INFO ] [sig       ] [2126/3626] Completed MNDY in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:01.830615] [INFO ] [sig       ] [2127/3626] Forecasting MNKD...
[2025-12-05T20:27:01.830646] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-05T20:27:01.830679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-05T20:27:01.841317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2025-12-05T20:27:01.841671] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-05T20:27:01.842475] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-05T20:27:01.842527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:01.842559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:01.842616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:01.842676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:01.899458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:01.900299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:01.900383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:01.900416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:02.025234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:02.025396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:02.025436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:02.025464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:02.028828] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: DOWN (p=8.92%)
[2025-12-05T20:27:02.029088] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-05T20:27:02.029210] [INFO ] [sig       ] MNKD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:02.164264] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MNKD.txt
[2025-12-05T20:27:02.164396] [INFO ] [sig       ] [2127/3626] Completed MNKD in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:02.164434] [INFO ] [sig       ] [2128/3626] Forecasting MNMD...
[2025-12-05T20:27:02.164464] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-05T20:27:02.164493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-05T20:27:02.175117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-05T20:27:02.175400] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-05T20:27:02.176236] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-05T20:27:02.176287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:02.176319] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:02.176346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:02.176402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:02.231131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:02.231935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:02.232014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:02.232045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:02.351167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:02.351322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:02.351361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:02.351407] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:02.354762] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: UP (p=54.10%)
[2025-12-05T20:27:02.355052] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-05T20:27:02.355180] [INFO ] [sig       ] MNMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:02.491084] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MNMD.txt
[2025-12-05T20:27:02.491235] [INFO ] [sig       ] [2128/3626] Completed MNMD in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:02.491274] [INFO ] [sig       ] [2129/3626] Forecasting MNRO...
[2025-12-05T20:27:02.491303] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-05T20:27:02.491333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-05T20:27:02.502393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-05T20:27:02.502675] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-05T20:27:02.503416] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-05T20:27:02.503464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:02.503495] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:02.503522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:02.503594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:02.558773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:02.559453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:02.559528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:02.559560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:02.676817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:02.676973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:02.677012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:02.677040] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:02.680305] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2025-12-05T20:27:02.680567] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-05T20:27:02.680701] [INFO ] [sig       ] MNRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:02.819269] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MNRO.txt
[2025-12-05T20:27:02.819401] [INFO ] [sig       ] [2129/3626] Completed MNRO in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:02.819440] [INFO ] [sig       ] [2130/3626] Forecasting MNSO...
[2025-12-05T20:27:02.819468] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-05T20:27:02.819498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-05T20:27:02.830230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-05T20:27:02.830496] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-05T20:27:02.831277] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-05T20:27:02.831329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:02.831359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:02.831385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:02.831441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:02.888770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:02.889479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:02.889590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:02.889627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:03.007498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:03.007673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:03.007714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:03.007741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:03.011463] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-05T20:27:03.011753] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-05T20:27:03.011881] [INFO ] [sig       ] MNSO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:03.157215] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MNSO.txt
[2025-12-05T20:27:03.157344] [INFO ] [sig       ] [2130/3626] Completed MNSO in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:03.157382] [INFO ] [sig       ] [2131/3626] Forecasting MNTK...
[2025-12-05T20:27:03.157411] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-05T20:27:03.157439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-05T20:27:03.168272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-05T20:27:03.168523] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-05T20:27:03.169286] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-05T20:27:03.169333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:03.169363] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:03.169390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:03.169445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:03.224504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:03.225176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:03.225278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:03.225311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:03.340391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:03.340545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:03.340602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:03.340633] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:03.344060] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-05T20:27:03.344336] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-05T20:27:03.344458] [INFO ] [sig       ] MNTK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:03.490555] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MNTK.txt
[2025-12-05T20:27:03.490704] [INFO ] [sig       ] [2131/3626] Completed MNTK in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:03.490741] [INFO ] [sig       ] [2132/3626] Forecasting MNY...
[2025-12-05T20:27:03.490770] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-05T20:27:03.490800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-05T20:27:03.501092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-05T20:27:03.501342] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-05T20:27:03.502104] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-05T20:27:03.502153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:03.502183] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:03.502219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:03.502276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:03.557804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:03.558511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:03.558603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:03.558637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:03.670622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:03.670775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:03.670817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:03.670849] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:03.674142] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-05T20:27:03.674401] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-05T20:27:03.674520] [INFO ] [sig       ] MNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:03.810209] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MNY.txt
[2025-12-05T20:27:03.810334] [INFO ] [sig       ] [2132/3626] Completed MNY in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:03.810371] [INFO ] [sig       ] [2133/3626] Forecasting MOB...
[2025-12-05T20:27:03.810399] [INFO ] [sig       ] Generating forecast for: MOB
[2025-12-05T20:27:03.810427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-12-05T20:27:03.820464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOB'.
[2025-12-05T20:27:03.820807] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-12-05T20:27:03.821547] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-12-05T20:27:03.821613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:03.821645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:03.821671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:03.821726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:03.876441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:03.877046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:03.877120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:03.877151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:03.995112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:03.995237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:03.995273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:03.995306] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:03.998491] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: UP (p=57.36%)
[2025-12-05T20:27:03.998779] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-12-05T20:27:03.998920] [INFO ] [sig       ] MOB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:04.133177] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MOB.txt
[2025-12-05T20:27:04.133281] [INFO ] [sig       ] [2133/3626] Completed MOB in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:04.133317] [INFO ] [sig       ] [2134/3626] Forecasting MOD...
[2025-12-05T20:27:04.133345] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-05T20:27:04.133373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-05T20:27:04.143985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2025-12-05T20:27:04.144223] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-05T20:27:04.144980] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-05T20:27:04.145028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:04.145060] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:04.145086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:04.145141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:04.200119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:04.200780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:04.200863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:04.200893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:04.319437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:04.319594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:04.319632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:04.319660] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:04.322873] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=16.04%)
[2025-12-05T20:27:04.323127] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-05T20:27:04.323243] [INFO ] [sig       ] MOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:04.459175] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MOD.txt
[2025-12-05T20:27:04.459296] [INFO ] [sig       ] [2134/3626] Completed MOD in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:04.459333] [INFO ] [sig       ] [2135/3626] Forecasting MODG...
[2025-12-05T20:27:04.459362] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-05T20:27:04.459390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-05T20:27:04.469419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-05T20:27:04.469673] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-05T20:27:04.470424] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-05T20:27:04.470473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:04.470504] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:04.470530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:04.470607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:04.526445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:04.527289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:04.527370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:04.527401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:04.643724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:04.643870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:04.643909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:04.643936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:04.647167] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=4.74%)
[2025-12-05T20:27:04.647421] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-05T20:27:04.647540] [INFO ] [sig       ] MODG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:04.782696] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MODG.txt
[2025-12-05T20:27:04.782806] [INFO ] [sig       ] [2135/3626] Completed MODG in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:04.782847] [INFO ] [sig       ] [2136/3626] Forecasting MODL...
[2025-12-05T20:27:04.782875] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-05T20:27:04.782909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-05T20:27:04.793251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-05T20:27:04.793503] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-05T20:27:04.794261] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-05T20:27:04.794310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:04.794342] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:04.794369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:04.794425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:04.849835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:04.850399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:04.850472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:04.850502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:04.968759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:04.968883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:04.968918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:04.968944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:04.972099] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-12-05T20:27:04.972351] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-05T20:27:04.972469] [INFO ] [sig       ] MODL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:05.108840] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MODL.txt
[2025-12-05T20:27:05.108950] [INFO ] [sig       ] [2136/3626] Completed MODL in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:05.108986] [INFO ] [sig       ] [2137/3626] Forecasting MOFG...
[2025-12-05T20:27:05.109014] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-05T20:27:05.109043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-05T20:27:05.119728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-05T20:27:05.119985] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-05T20:27:05.120736] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-05T20:27:05.120784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:05.120816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:05.120842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:05.120897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:05.176442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:05.177071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:05.177143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:05.177176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:05.291943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:05.292053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:05.292091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:05.292119] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:05.295341] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=35.58%)
[2025-12-05T20:27:05.295617] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-05T20:27:05.295745] [INFO ] [sig       ] MOFG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:05.435168] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MOFG.txt
[2025-12-05T20:27:05.435288] [INFO ] [sig       ] [2137/3626] Completed MOFG in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:05.435325] [INFO ] [sig       ] [2138/3626] Forecasting MOGO...
[2025-12-05T20:27:05.435353] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-05T20:27:05.435381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-05T20:27:05.447290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-05T20:27:05.447703] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-05T20:27:05.448514] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-05T20:27:05.448565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:05.448651] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:05.448680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:05.448735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:05.505699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:05.506558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:05.506660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:05.506692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:05.627063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:05.627220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:05.627259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:05.627286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:05.630827] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=9.87%)
[2025-12-05T20:27:05.631102] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-05T20:27:05.631227] [INFO ] [sig       ] MOGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:05.774479] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MOGO.txt
[2025-12-05T20:27:05.774647] [INFO ] [sig       ] [2138/3626] Completed MOGO in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:05.774687] [INFO ] [sig       ] [2139/3626] Forecasting MOH...
[2025-12-05T20:27:05.774717] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-05T20:27:05.774747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-05T20:27:05.785995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-05T20:27:05.786293] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-05T20:27:05.787105] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-05T20:27:05.787158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:05.787188] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:05.787214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:05.787268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:05.843411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:05.844057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:05.844130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:05.844162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:05.961471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:05.961589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:05.961626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:05.961668] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:05.964695] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=62.83%)
[2025-12-05T20:27:05.964949] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-05T20:27:05.965067] [INFO ] [sig       ] MOH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:06.102248] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MOH.txt
[2025-12-05T20:27:06.102364] [INFO ] [sig       ] [2139/3626] Completed MOH in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:06.102401] [INFO ] [sig       ] [2140/3626] Forecasting MOMO...
[2025-12-05T20:27:06.102429] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-05T20:27:06.102457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-05T20:27:06.113750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-05T20:27:06.114059] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-05T20:27:06.114859] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-05T20:27:06.114909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:06.114940] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:06.114965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:06.115019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:06.170632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:06.171227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:06.171306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:06.171336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:06.290960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:06.291121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:06.291160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:06.291187] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:06.294521] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-05T20:27:06.294801] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-05T20:27:06.294924] [INFO ] [sig       ] MOMO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:06.434176] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MOMO.txt
[2025-12-05T20:27:06.434304] [INFO ] [sig       ] [2140/3626] Completed MOMO in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:06.434342] [INFO ] [sig       ] [2141/3626] Forecasting MORN...
[2025-12-05T20:27:06.434371] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-05T20:27:06.434401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-05T20:27:06.445558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-05T20:27:06.445867] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-05T20:27:06.446659] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-05T20:27:06.446708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:06.446738] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:06.446764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:06.446819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:06.501650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:06.502218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:06.502294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:06.502324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:06.619033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:06.619138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:06.619172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:06.619228] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:06.622340] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: UP (p=74.84%)
[2025-12-05T20:27:06.622614] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-05T20:27:06.622737] [INFO ] [sig       ] MORN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:06.757727] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MORN.txt
[2025-12-05T20:27:06.757865] [INFO ] [sig       ] [2141/3626] Completed MORN in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.4m
[2025-12-05T20:27:06.757912] [INFO ] [sig       ] [2142/3626] Forecasting MOS...
[2025-12-05T20:27:06.757946] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-05T20:27:06.757976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-05T20:27:06.768647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-05T20:27:06.768907] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-05T20:27:06.769683] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-05T20:27:06.769731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:06.769762] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:06.769787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:06.769844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:06.824609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:06.825178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:06.825251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:06.825282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:06.943757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:06.943915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:06.943956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:06.943983] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:06.947675] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-05T20:27:06.948174] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-05T20:27:06.948312] [INFO ] [sig       ] MOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:07.087618] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MOS.txt
[2025-12-05T20:27:07.087773] [INFO ] [sig       ] [2142/3626] Completed MOS in 0.3s | 2.96 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-05T20:27:07.087836] [INFO ] [sig       ] [2143/3626] Forecasting MP...
[2025-12-05T20:27:07.087874] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-05T20:27:07.087910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-05T20:27:07.099121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-05T20:27:07.099487] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-05T20:27:07.100281] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-05T20:27:07.100329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:07.100359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:07.100385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:07.100454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:07.156253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:07.156865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:07.156939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:07.156969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:07.274816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:07.274936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:07.274972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:07.274999] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:07.278231] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=2.34%)
[2025-12-05T20:27:07.278484] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-05T20:27:07.278620] [INFO ] [sig       ] MP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:07.416020] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MP.txt
[2025-12-05T20:27:07.416170] [INFO ] [sig       ] [2143/3626] Completed MP in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:07.416207] [INFO ] [sig       ] [2144/3626] Forecasting MPA...
[2025-12-05T20:27:07.416236] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-05T20:27:07.416268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-05T20:27:07.427091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-05T20:27:07.427425] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-05T20:27:07.428252] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-05T20:27:07.428301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:07.428331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:07.428356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:07.428411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:07.484215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:07.485031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:07.485106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:07.485139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:07.592552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:07.592735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:07.592791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:07.592822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:07.596186] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=4.93%)
[2025-12-05T20:27:07.596444] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-05T20:27:07.596568] [INFO ] [sig       ] MPA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:07.732753] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MPA.txt
[2025-12-05T20:27:07.732876] [INFO ] [sig       ] [2144/3626] Completed MPA in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:07.732915] [INFO ] [sig       ] [2145/3626] Forecasting MPAA...
[2025-12-05T20:27:07.732945] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-05T20:27:07.732974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-05T20:27:07.743531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-05T20:27:07.743793] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-05T20:27:07.744523] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-05T20:27:07.744606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:07.744639] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:07.744666] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:07.744720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:07.800587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:07.801203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:07.801275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:07.801306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:07.923300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:07.923445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:07.923487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:07.923514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:07.926766] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=97.64%)
[2025-12-05T20:27:07.927021] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-05T20:27:07.927140] [INFO ] [sig       ] MPAA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:08.062662] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MPAA.txt
[2025-12-05T20:27:08.062784] [INFO ] [sig       ] [2145/3626] Completed MPAA in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:08.062823] [INFO ] [sig       ] [2146/3626] Forecasting MPB...
[2025-12-05T20:27:08.062852] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-05T20:27:08.062884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-05T20:27:08.073046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-05T20:27:08.073309] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-05T20:27:08.074067] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-05T20:27:08.074116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:08.074147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:08.074173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:08.074228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:08.129558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:08.130196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:08.130273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:08.130304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:08.243589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:08.243734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:08.243773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:08.243803] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:08.247051] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2025-12-05T20:27:08.247312] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-05T20:27:08.247429] [INFO ] [sig       ] MPB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:08.382964] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MPB.txt
[2025-12-05T20:27:08.383136] [INFO ] [sig       ] [2146/3626] Completed MPB in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:08.383176] [INFO ] [sig       ] [2147/3626] Forecasting MPC...
[2025-12-05T20:27:08.383205] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-05T20:27:08.383234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-05T20:27:08.394731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-05T20:27:08.395023] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-05T20:27:08.395828] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-05T20:27:08.395878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:08.395912] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:08.395938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:08.395993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:08.451527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:08.452399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:08.452482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:08.452514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:08.572244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:08.572397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:08.572437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:08.572464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:08.575781] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-05T20:27:08.576052] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-05T20:27:08.576172] [INFO ] [sig       ] MPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:08.712744] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MPC.txt
[2025-12-05T20:27:08.712885] [INFO ] [sig       ] [2147/3626] Completed MPC in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:08.712923] [INFO ] [sig       ] [2148/3626] Forecasting MPX...
[2025-12-05T20:27:08.712952] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-05T20:27:08.712980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-05T20:27:08.723930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2025-12-05T20:27:08.724291] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-05T20:27:08.725193] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-05T20:27:08.725247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:08.725281] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:08.725308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:08.725366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:08.781638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:08.782466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:08.782616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:08.782668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:08.893169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:08.893320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:08.893361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:08.893390] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:08.896853] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2025-12-05T20:27:08.897129] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-05T20:27:08.897253] [INFO ] [sig       ] MPX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:09.041350] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MPX.txt
[2025-12-05T20:27:09.041477] [INFO ] [sig       ] [2148/3626] Completed MPX in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:09.041520] [INFO ] [sig       ] [2149/3626] Forecasting MQ...
[2025-12-05T20:27:09.041551] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-05T20:27:09.041598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-05T20:27:09.084610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2025-12-05T20:27:09.084888] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-05T20:27:09.085676] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-05T20:27:09.085727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:09.085760] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:09.085786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:09.085843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:09.144516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:09.145351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:09.145436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:09.145471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:09.262780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:09.262931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:09.262970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:09.262999] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:09.266250] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=63.48%)
[2025-12-05T20:27:09.266506] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-05T20:27:09.266641] [INFO ] [sig       ] MQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:09.414504] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MQ.txt
[2025-12-05T20:27:09.414653] [INFO ] [sig       ] [2149/3626] Completed MQ in 0.4s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:09.414695] [INFO ] [sig       ] [2150/3626] Forecasting MQY...
[2025-12-05T20:27:09.414725] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-05T20:27:09.414755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-05T20:27:09.425646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-05T20:27:09.425894] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-05T20:27:09.426652] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-05T20:27:09.426701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:09.426732] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:09.426758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:09.426813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:09.484414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:09.485111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:09.485189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:09.485221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:09.604645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:09.604793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:09.604833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:09.604861] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:09.608253] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-05T20:27:09.608519] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-05T20:27:09.608681] [INFO ] [sig       ] MQY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:09.748534] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MQY.txt
[2025-12-05T20:27:09.748698] [INFO ] [sig       ] [2150/3626] Completed MQY in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:09.748739] [INFO ] [sig       ] [2151/3626] Forecasting MRAM...
[2025-12-05T20:27:09.748769] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-05T20:27:09.748799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-05T20:27:09.758960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-05T20:27:09.759206] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-05T20:27:09.759957] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-05T20:27:09.760008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:09.760039] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:09.760065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:09.760120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:09.816110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:09.816840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:09.816915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:09.816947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:09.933006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:09.933158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:09.933197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:09.933227] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:09.936525] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-05T20:27:09.936801] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-05T20:27:09.936918] [INFO ] [sig       ] MRAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:10.080622] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRAM.txt
[2025-12-05T20:27:10.080773] [INFO ] [sig       ] [2151/3626] Completed MRAM in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:10.080811] [INFO ] [sig       ] [2152/3626] Forecasting MRBK...
[2025-12-05T20:27:10.080840] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-05T20:27:10.080870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-05T20:27:10.091265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-05T20:27:10.091527] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-05T20:27:10.092400] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-05T20:27:10.092450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:10.092482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:10.092507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:10.092562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:10.150356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:10.151064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:10.151141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:10.151173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:10.264903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:10.265055] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:27:10.265109] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:10.265138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:10.268409] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-05T20:27:10.268688] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-05T20:27:10.268805] [INFO ] [sig       ] MRBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:10.409146] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRBK.txt
[2025-12-05T20:27:10.409274] [INFO ] [sig       ] [2152/3626] Completed MRBK in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:10.409311] [INFO ] [sig       ] [2153/3626] Forecasting MRCC...
[2025-12-05T20:27:10.409340] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-05T20:27:10.409369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-05T20:27:10.419923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-05T20:27:10.420195] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-05T20:27:10.420963] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-05T20:27:10.421011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:10.421042] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:10.421068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:10.421123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:10.478660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:10.479358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:10.479435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:10.479468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:10.601370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:10.601524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:10.601563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:10.601610] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:10.605062] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-05T20:27:10.605333] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-05T20:27:10.605456] [INFO ] [sig       ] MRCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:10.749258] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRCC.txt
[2025-12-05T20:27:10.749419] [INFO ] [sig       ] [2153/3626] Completed MRCC in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:10.749460] [INFO ] [sig       ] [2154/3626] Forecasting MRCY...
[2025-12-05T20:27:10.749491] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-05T20:27:10.749521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-05T20:27:10.760789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-05T20:27:10.761117] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-05T20:27:10.761897] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-05T20:27:10.761948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:10.761980] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:10.762006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:10.762062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:10.818984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:10.819770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:10.819861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:10.819894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:10.943128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:10.943280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:10.943320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:10.943349] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:10.946734] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=9.82%)
[2025-12-05T20:27:10.947014] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-05T20:27:10.947140] [INFO ] [sig       ] MRCY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:11.085651] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRCY.txt
[2025-12-05T20:27:11.085784] [INFO ] [sig       ] [2154/3626] Completed MRCY in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:11.085826] [INFO ] [sig       ] [2155/3626] Forecasting MREO...
[2025-12-05T20:27:11.085855] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-05T20:27:11.085885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-05T20:27:11.096165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-05T20:27:11.096437] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-05T20:27:11.097199] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-05T20:27:11.097248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:11.097304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:11.097332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:11.097388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:11.155401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:11.156637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:11.156732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:11.156768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:11.276751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:11.276948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:11.276994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:11.277023] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:11.280852] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-05T20:27:11.281168] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-05T20:27:11.281307] [INFO ] [sig       ] MREO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:11.419914] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MREO.txt
[2025-12-05T20:27:11.420056] [INFO ] [sig       ] [2155/3626] Completed MREO in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:11.420094] [INFO ] [sig       ] [2156/3626] Forecasting MRK...
[2025-12-05T20:27:11.420124] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-05T20:27:11.420153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-05T20:27:11.431246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-05T20:27:11.431539] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-05T20:27:11.432342] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-05T20:27:11.432391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:11.432437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:11.432463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:11.432517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:11.487932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:11.488853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:11.488937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:11.488969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:11.613011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:11.613184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:11.613226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:11.613253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:11.616677] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-05T20:27:11.616968] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-05T20:27:11.617103] [INFO ] [sig       ] MRK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:11.756774] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRK.txt
[2025-12-05T20:27:11.756938] [INFO ] [sig       ] [2156/3626] Completed MRK in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:11.756977] [INFO ] [sig       ] [2157/3626] Forecasting MRM...
[2025-12-05T20:27:11.757006] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-05T20:27:11.757036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-05T20:27:11.768169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-05T20:27:11.768476] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-05T20:27:11.769260] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-05T20:27:11.769310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:11.769342] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:11.769368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:11.769422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:11.824565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:11.825165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:11.825240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:11.825272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:11.938679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:11.938819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:11.938856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:11.938882] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:11.942092] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=63.38%)
[2025-12-05T20:27:11.942348] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-05T20:27:11.942466] [INFO ] [sig       ] MRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:12.078407] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRM.txt
[2025-12-05T20:27:12.078520] [INFO ] [sig       ] [2157/3626] Completed MRM in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:12.078557] [INFO ] [sig       ] [2158/3626] Forecasting MRNA...
[2025-12-05T20:27:12.078604] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-05T20:27:12.078635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-05T20:27:12.089020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2025-12-05T20:27:12.089273] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-05T20:27:12.090057] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-05T20:27:12.090107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:12.090138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:12.090163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:12.090217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:12.145052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:12.145632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:12.145706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:12.145736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:12.259953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:12.260106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:12.260143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:12.260201] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:12.263431] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=37.17%)
[2025-12-05T20:27:12.263707] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-05T20:27:12.263831] [INFO ] [sig       ] MRNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:12.399168] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRNA.txt
[2025-12-05T20:27:12.399310] [INFO ] [sig       ] [2158/3626] Completed MRNA in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.3m
[2025-12-05T20:27:12.399349] [INFO ] [sig       ] [2159/3626] Forecasting MRSN...
[2025-12-05T20:27:12.399378] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-05T20:27:12.399406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-05T20:27:12.409787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRSN'.
[2025-12-05T20:27:12.410192] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-05T20:27:12.410981] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-05T20:27:12.411030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:12.411061] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:12.411086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:12.411141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:12.472119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:12.473020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:12.473108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:12.473139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:12.591139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:12.591302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:12.591342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:12.591369] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:12.594771] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-05T20:27:12.595079] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-05T20:27:12.595214] [INFO ] [sig       ] MRSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:12.734053] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MRSN.txt
[2025-12-05T20:27:12.734180] [INFO ] [sig       ] [2159/3626] Completed MRSN in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-05T20:27:12.734217] [INFO ] [sig       ] [2160/3626] Forecasting MRTN...
[2025-12-05T20:27:12.734252] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-05T20:27:12.734283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-05T20:27:12.745386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-05T20:27:12.745722] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-05T20:27:12.746488] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-05T20:27:12.746537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:12.746567] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:12.746615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:12.746671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:12.802550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:12.803198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:12.803274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:12.803305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:12.922673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:12.922855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:12.922901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:12.922931] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:12.926453] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2025-12-05T20:27:12.926738] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-05T20:27:12.926863] [INFO ] [sig       ] MRTN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:13.062779] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRTN.txt
[2025-12-05T20:27:13.062911] [INFO ] [sig       ] [2160/3626] Completed MRTN in 0.3s | 2.96 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-05T20:27:13.062948] [INFO ] [sig       ] [2161/3626] Forecasting MRUS...
[2025-12-05T20:27:13.062976] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-05T20:27:13.063005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-05T20:27:13.074007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-05T20:27:13.074295] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-05T20:27:13.075067] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-05T20:27:13.075117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:13.075149] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:13.075175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:13.075230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:13.130724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:13.131325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:13.131400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:13.131431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:13.245648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:13.245809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:13.245847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:13.245875] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:13.249228] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-05T20:27:13.249487] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-05T20:27:13.249626] [INFO ] [sig       ] MRUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:13.385237] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRUS.txt
[2025-12-05T20:27:13.385385] [INFO ] [sig       ] [2161/3626] Completed MRUS in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:13.385422] [INFO ] [sig       ] [2162/3626] Forecasting MRVI...
[2025-12-05T20:27:13.385452] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-05T20:27:13.385481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-05T20:27:13.396477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-05T20:27:13.396791] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-05T20:27:13.397728] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-05T20:27:13.397779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:13.397844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:13.397871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:13.397927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:13.457193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:13.457901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:13.457981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:13.458018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:13.577291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:13.577421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:13.577458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:13.577484] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:13.580768] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-05T20:27:13.581033] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-05T20:27:13.581152] [INFO ] [sig       ] MRVI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:13.717182] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRVI.txt
[2025-12-05T20:27:13.717299] [INFO ] [sig       ] [2162/3626] Completed MRVI in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:13.717336] [INFO ] [sig       ] [2163/3626] Forecasting MRVL...
[2025-12-05T20:27:13.717365] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-05T20:27:13.717393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-05T20:27:13.727738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-05T20:27:13.728035] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-05T20:27:13.728803] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-05T20:27:13.728851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:13.728882] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:13.728908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:13.728963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:13.784879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:13.785480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:13.785554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:13.785603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:13.901389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:13.901541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:13.901598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:13.901645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:13.904932] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2025-12-05T20:27:13.905195] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-05T20:27:13.905316] [INFO ] [sig       ] MRVL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:14.041076] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRVL.txt
[2025-12-05T20:27:14.041226] [INFO ] [sig       ] [2163/3626] Completed MRVL in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:14.041264] [INFO ] [sig       ] [2164/3626] Forecasting MRX...
[2025-12-05T20:27:14.041293] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-05T20:27:14.041322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-05T20:27:14.052302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-05T20:27:14.052674] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-05T20:27:14.053461] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-05T20:27:14.053511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:14.053542] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:14.053590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:14.053650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:14.108989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:14.109864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:14.109944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:14.109983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:14.226750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:14.226901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:14.226941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:14.226968] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:14.230349] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-05T20:27:14.230627] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-05T20:27:14.230746] [INFO ] [sig       ] MRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:14.369643] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MRX.txt
[2025-12-05T20:27:14.369763] [INFO ] [sig       ] [2164/3626] Completed MRX in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:14.369799] [INFO ] [sig       ] [2165/3626] Forecasting MS...
[2025-12-05T20:27:14.369827] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-05T20:27:14.369856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-05T20:27:14.380978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2025-12-05T20:27:14.381247] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-05T20:27:14.382005] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-05T20:27:14.382065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:14.382101] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:14.382133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:14.382192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:14.439409] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:14.440432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:14.440555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:14.440621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:14.563110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:14.563284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:14.563332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:14.563363] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:14.566793] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=32.01%)
[2025-12-05T20:27:14.567069] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-05T20:27:14.567194] [INFO ] [sig       ] MS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:14.703760] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MS.txt
[2025-12-05T20:27:14.703895] [INFO ] [sig       ] [2165/3626] Completed MS in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:14.703932] [INFO ] [sig       ] [2166/3626] Forecasting MSA...
[2025-12-05T20:27:14.703961] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-05T20:27:14.703995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-05T20:27:14.720416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-05T20:27:14.720964] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-05T20:27:14.721970] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-05T20:27:14.722023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:14.722058] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:14.722086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:14.722146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:14.781156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:14.782337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:14.782434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:14.782467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:14.902033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:14.902266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:14.902311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:14.902340] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:14.906332] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=5.06%)
[2025-12-05T20:27:14.906684] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-05T20:27:14.906864] [INFO ] [sig       ] MSA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:15.050343] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSA.txt
[2025-12-05T20:27:15.050566] [INFO ] [sig       ] [2166/3626] Completed MSA in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:15.050631] [INFO ] [sig       ] [2167/3626] Forecasting MSB...
[2025-12-05T20:27:15.050662] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-05T20:27:15.050694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-05T20:27:15.063353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-05T20:27:15.063853] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-05T20:27:15.064674] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-05T20:27:15.064724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:15.064754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:15.064780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:15.064850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:15.121497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:15.122452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:15.122547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:15.122603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:15.243352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:15.243514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:15.243555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:15.243601] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:15.246950] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-12-05T20:27:15.247212] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-05T20:27:15.247337] [INFO ] [sig       ] MSB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:15.385927] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSB.txt
[2025-12-05T20:27:15.386064] [INFO ] [sig       ] [2167/3626] Completed MSB in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:15.386110] [INFO ] [sig       ] [2168/3626] Forecasting MSBI...
[2025-12-05T20:27:15.386145] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-05T20:27:15.386180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-05T20:27:15.396789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-05T20:27:15.397058] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-05T20:27:15.397849] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-05T20:27:15.397899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:15.397931] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:15.397957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:15.398012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:15.454028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:15.454723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:15.454799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:15.454831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:15.576064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:15.576218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:15.576257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:15.576284] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:15.579636] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-05T20:27:15.579889] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-05T20:27:15.580009] [INFO ] [sig       ] MSBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:15.721635] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSBI.txt
[2025-12-05T20:27:15.721831] [INFO ] [sig       ] [2168/3626] Completed MSBI in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:15.721873] [INFO ] [sig       ] [2169/3626] Forecasting MSCI...
[2025-12-05T20:27:15.721904] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-05T20:27:15.721936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-05T20:27:15.732702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-05T20:27:15.733032] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-05T20:27:15.733801] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-05T20:27:15.733894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:15.733937] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:15.733975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:15.734046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:15.791287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:15.792133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:15.792218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:15.792252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:15.910856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:15.911015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:15.911055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:15.911084] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:15.914412] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-05T20:27:15.914696] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-05T20:27:15.914821] [INFO ] [sig       ] MSCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:16.053686] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MSCI.txt
[2025-12-05T20:27:16.053824] [INFO ] [sig       ] [2169/3626] Completed MSCI in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:16.053862] [INFO ] [sig       ] [2170/3626] Forecasting MSD...
[2025-12-05T20:27:16.053891] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-05T20:27:16.053921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-05T20:27:16.067646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-05T20:27:16.067952] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-05T20:27:16.068739] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-05T20:27:16.068789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:16.068820] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:16.068847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:16.068902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:16.125427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:16.126154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:16.126231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:16.126263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:16.249136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:16.249291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:16.249332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:16.249360] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:16.252709] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-05T20:27:16.252971] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-05T20:27:16.253093] [INFO ] [sig       ] MSD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:16.395821] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MSD.txt
[2025-12-05T20:27:16.396016] [INFO ] [sig       ] [2170/3626] Completed MSD in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:16.396070] [INFO ] [sig       ] [2171/3626] Forecasting MSEX...
[2025-12-05T20:27:16.396106] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-05T20:27:16.396141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-05T20:27:16.410950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-05T20:27:16.411383] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-05T20:27:16.412400] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-05T20:27:16.412461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:16.412504] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:16.412542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:16.412648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:16.483105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:16.483928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:16.484010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:16.484043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:16.603647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:16.603806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:16.603848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:16.603877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:16.607207] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=95.32%)
[2025-12-05T20:27:16.607469] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-05T20:27:16.607617] [INFO ] [sig       ] MSEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:16.745284] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MSEX.txt
[2025-12-05T20:27:16.745407] [INFO ] [sig       ] [2171/3626] Completed MSEX in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:16.745443] [INFO ] [sig       ] [2172/3626] Forecasting MSFD...
[2025-12-05T20:27:16.745471] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-05T20:27:16.745500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-05T20:27:16.757216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-05T20:27:16.757540] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-05T20:27:16.758342] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-05T20:27:16.758391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:16.758454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:16.758480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:16.758536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:16.813433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:16.814014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:16.814087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:16.814118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:16.933721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:16.933854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:16.933890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:16.933917] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:16.937253] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-05T20:27:16.937515] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-05T20:27:16.937661] [INFO ] [sig       ] MSFD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:17.074658] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MSFD.txt
[2025-12-05T20:27:17.074792] [INFO ] [sig       ] [2172/3626] Completed MSFD in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:17.074831] [INFO ] [sig       ] [2173/3626] Forecasting MSFL...
[2025-12-05T20:27:17.074859] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-05T20:27:17.074888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-05T20:27:17.084188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-05T20:27:17.084433] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-05T20:27:17.085194] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-05T20:27:17.085242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:17.085272] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:17.085298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:17.085357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:17.140857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:17.141454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:17.141531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:17.141562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:17.262392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:17.262522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:17.262560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:17.262606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:17.265849] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=37.31%)
[2025-12-05T20:27:17.266116] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-05T20:27:17.266255] [INFO ] [sig       ] MSFL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:17.402830] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSFL.txt
[2025-12-05T20:27:17.402947] [INFO ] [sig       ] [2173/3626] Completed MSFL in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:17.402984] [INFO ] [sig       ] [2174/3626] Forecasting MSGE...
[2025-12-05T20:27:17.403012] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-05T20:27:17.403040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-05T20:27:17.413498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-05T20:27:17.413760] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-05T20:27:17.414513] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-05T20:27:17.414562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:17.414611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:17.414638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:17.414693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:17.470610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:17.471174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:17.471250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:17.471281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:17.591848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:17.591965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:17.592002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:17.592029] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:17.595246] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=48.70%)
[2025-12-05T20:27:17.595521] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-05T20:27:17.595655] [INFO ] [sig       ] MSGE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:17.732674] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSGE.txt
[2025-12-05T20:27:17.732779] [INFO ] [sig       ] [2174/3626] Completed MSGE in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:17.732816] [INFO ] [sig       ] [2175/3626] Forecasting MSGM...
[2025-12-05T20:27:17.732843] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-05T20:27:17.732873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-05T20:27:17.743039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-05T20:27:17.743344] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-05T20:27:17.744137] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-05T20:27:17.744186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:17.744217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:17.744242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:17.744297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:17.800853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:17.801437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:17.801513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:17.801544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:17.913589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:17.913688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:17.913722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:17.913785] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:17.916978] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-05T20:27:17.917230] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-05T20:27:17.917346] [INFO ] [sig       ] MSGM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:18.055724] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSGM.txt
[2025-12-05T20:27:18.055842] [INFO ] [sig       ] [2175/3626] Completed MSGM in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:18.055879] [INFO ] [sig       ] [2176/3626] Forecasting MSGS...
[2025-12-05T20:27:18.055906] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-05T20:27:18.055935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-05T20:27:18.066500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-05T20:27:18.066772] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-05T20:27:18.067510] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-05T20:27:18.067559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:18.067611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:18.067638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:18.067692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:18.122344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:18.122935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:18.123008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:18.123039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:18.239051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:18.239174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:18.239210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:18.239236] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:18.242277] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-05T20:27:18.242527] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-05T20:27:18.242660] [INFO ] [sig       ] MSGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:18.378137] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSGS.txt
[2025-12-05T20:27:18.378248] [INFO ] [sig       ] [2176/3626] Completed MSGS in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.2m
[2025-12-05T20:27:18.378284] [INFO ] [sig       ] [2177/3626] Forecasting MSI...
[2025-12-05T20:27:18.378312] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-05T20:27:18.378341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-05T20:27:18.388759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-05T20:27:18.389038] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-05T20:27:18.389847] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-05T20:27:18.389897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:18.389928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:18.389958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:18.390013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:18.446058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:18.446680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:18.446757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:18.446790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:18.564795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:18.564923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:18.564959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:18.564987] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:18.568187] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=6.27%)
[2025-12-05T20:27:18.568441] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-05T20:27:18.568559] [INFO ] [sig       ] MSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:18.707561] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSI.txt
[2025-12-05T20:27:18.707695] [INFO ] [sig       ] [2177/3626] Completed MSI in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-05T20:27:18.707734] [INFO ] [sig       ] [2178/3626] Forecasting MSM...
[2025-12-05T20:27:18.707765] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-05T20:27:18.707815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-05T20:27:18.719728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-05T20:27:18.720014] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-05T20:27:18.720817] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-05T20:27:18.720868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:18.720900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:18.720927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:18.720984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:18.778054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:18.778831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:18.778907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:18.778938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:18.900341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:18.900678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:18.900717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:18.900745] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:18.903990] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-05T20:27:18.904252] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-05T20:27:18.904373] [INFO ] [sig       ] MSM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:19.040456] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSM.txt
[2025-12-05T20:27:19.040564] [INFO ] [sig       ] [2178/3626] Completed MSM in 0.3s | 2.96 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-05T20:27:19.040619] [INFO ] [sig       ] [2179/3626] Forecasting MSTX...
[2025-12-05T20:27:19.040647] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-05T20:27:19.040676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-05T20:27:19.051341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-05T20:27:19.051628] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-05T20:27:19.052367] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-05T20:27:19.052417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:19.052449] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:19.052475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:19.052531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:19.108734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:19.109317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:19.109391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:19.109422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:19.232409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:19.232547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:19.232606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:19.232637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:19.235950] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2025-12-05T20:27:19.236216] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-05T20:27:19.236332] [INFO ] [sig       ] MSTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:19.372155] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MSTX.txt
[2025-12-05T20:27:19.372269] [INFO ] [sig       ] [2179/3626] Completed MSTX in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:19.372306] [INFO ] [sig       ] [2180/3626] Forecasting MTB...
[2025-12-05T20:27:19.372334] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-05T20:27:19.372363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-05T20:27:19.383054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-05T20:27:19.383313] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-05T20:27:19.384064] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-05T20:27:19.384123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:19.384155] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:19.384180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:19.384235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:19.439770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:19.440453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:19.440526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:19.440558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:19.565637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:19.565792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:19.565830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:19.565858] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:19.569142] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-12-05T20:27:19.569401] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-05T20:27:19.569519] [INFO ] [sig       ] MTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:19.708441] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTB.txt
[2025-12-05T20:27:19.708609] [INFO ] [sig       ] [2180/3626] Completed MTB in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:19.708650] [INFO ] [sig       ] [2181/3626] Forecasting MTCH...
[2025-12-05T20:27:19.708682] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-05T20:27:19.708711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-05T20:27:19.718955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-05T20:27:19.719251] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-05T20:27:19.720197] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-05T20:27:19.720256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:19.720292] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:19.720317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:19.720372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:19.776297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:19.777132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:19.777215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:19.777246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:19.895770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:19.895921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:19.895962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:19.895990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:19.899279] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-05T20:27:19.899540] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-05T20:27:19.899676] [INFO ] [sig       ] MTCH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:20.037374] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTCH.txt
[2025-12-05T20:27:20.037531] [INFO ] [sig       ] [2181/3626] Completed MTCH in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:20.037587] [INFO ] [sig       ] [2182/3626] Forecasting MTD...
[2025-12-05T20:27:20.037620] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-05T20:27:20.037650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-05T20:27:20.048331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-05T20:27:20.048643] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-05T20:27:20.049383] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-05T20:27:20.049432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:20.049462] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:20.049489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:20.049544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:20.105476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:20.106299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:20.106411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:20.106444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:20.229852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:20.230025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:20.230071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:20.230101] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:20.233480] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-05T20:27:20.233780] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-05T20:27:20.233903] [INFO ] [sig       ] MTD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:20.372901] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MTD.txt
[2025-12-05T20:27:20.373034] [INFO ] [sig       ] [2182/3626] Completed MTD in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:20.373071] [INFO ] [sig       ] [2183/3626] Forecasting MTEN...
[2025-12-05T20:27:20.373101] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-05T20:27:20.373130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-05T20:27:20.383501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-05T20:27:20.383808] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-05T20:27:20.384551] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-05T20:27:20.384620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:20.384652] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:20.384678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:20.384733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:20.441329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:20.441919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:20.441992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:20.442024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:20.565234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:20.565378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:20.565417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:20.565444] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:20.568905] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=44.26%)
[2025-12-05T20:27:20.569220] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-05T20:27:20.569353] [INFO ] [sig       ] MTEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:20.709689] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MTEN.txt
[2025-12-05T20:27:20.709840] [INFO ] [sig       ] [2183/3626] Completed MTEN in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:20.709894] [INFO ] [sig       ] [2184/3626] Forecasting MTG...
[2025-12-05T20:27:20.709926] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-05T20:27:20.709955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-05T20:27:20.721177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-05T20:27:20.721473] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-05T20:27:20.722349] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-05T20:27:20.722400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:20.722430] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:20.722455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:20.722511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:20.781267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:20.781978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:20.782056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:20.782090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:20.900277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:20.900433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:20.900472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:20.900499] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:20.903828] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2025-12-05T20:27:20.904083] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-05T20:27:20.904203] [INFO ] [sig       ] MTG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:21.045262] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTG.txt
[2025-12-05T20:27:21.045397] [INFO ] [sig       ] [2184/3626] Completed MTG in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:21.045441] [INFO ] [sig       ] [2185/3626] Forecasting MTH...
[2025-12-05T20:27:21.045470] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-05T20:27:21.045499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-05T20:27:21.056507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-05T20:27:21.056845] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-05T20:27:21.057700] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-05T20:27:21.057752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:21.057786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:21.057837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:21.057899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:21.113493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:21.114102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:21.114175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:21.114206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:21.231371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:21.231492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:21.231529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:21.231556] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:21.234764] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=86.28%)
[2025-12-05T20:27:21.235024] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-05T20:27:21.235164] [INFO ] [sig       ] MTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:21.370281] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTH.txt
[2025-12-05T20:27:21.370418] [INFO ] [sig       ] [2185/3626] Completed MTH in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:21.370456] [INFO ] [sig       ] [2186/3626] Forecasting MTLS...
[2025-12-05T20:27:21.370493] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-05T20:27:21.370533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-05T20:27:21.381192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-05T20:27:21.381453] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-05T20:27:21.382221] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-05T20:27:21.382270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:21.382301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:21.382326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:21.382381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:21.438456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:21.439074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:21.439146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:21.439178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:21.556277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:21.556438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:21.556478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:21.556507] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:21.559828] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-05T20:27:21.560086] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-05T20:27:21.560203] [INFO ] [sig       ] MTLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:21.698363] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTLS.txt
[2025-12-05T20:27:21.698473] [INFO ] [sig       ] [2186/3626] Completed MTLS in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:21.698509] [INFO ] [sig       ] [2187/3626] Forecasting MTN...
[2025-12-05T20:27:21.698538] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-05T20:27:21.698567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-05T20:27:21.709365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-05T20:27:21.709642] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-05T20:27:21.710437] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-05T20:27:21.710488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:21.710521] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:21.710549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:21.710636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:21.766232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:21.766834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:21.766905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:21.766936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:21.885410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:21.885504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:21.885583] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:21.885615] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:21.888728] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2025-12-05T20:27:21.888978] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-05T20:27:21.889094] [INFO ] [sig       ] MTN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:22.027147] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTN.txt
[2025-12-05T20:27:22.027251] [INFO ] [sig       ] [2187/3626] Completed MTN in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:22.027287] [INFO ] [sig       ] [2188/3626] Forecasting MTRN...
[2025-12-05T20:27:22.027314] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-05T20:27:22.027344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-05T20:27:22.038132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-05T20:27:22.038431] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-05T20:27:22.039237] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-05T20:27:22.039290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:22.039323] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:22.039351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:22.039408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:22.096813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:22.097379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:22.097452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:22.097483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:22.216950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:22.217052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:22.217086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:22.217114] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:22.220192] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2025-12-05T20:27:22.220449] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-05T20:27:22.220563] [INFO ] [sig       ] MTRN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:22.358879] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTRN.txt
[2025-12-05T20:27:22.358996] [INFO ] [sig       ] [2188/3626] Completed MTRN in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:22.359032] [INFO ] [sig       ] [2189/3626] Forecasting MTRX...
[2025-12-05T20:27:22.359060] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-05T20:27:22.359096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-05T20:27:22.370024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-05T20:27:22.370285] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-05T20:27:22.371090] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-05T20:27:22.371141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:22.371199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:22.371228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:22.371301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:22.428567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:22.429158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:22.429251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:22.429289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:22.547977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:22.548122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:22.548160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:22.548187] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:22.551468] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-05T20:27:22.551743] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-05T20:27:22.551862] [INFO ] [sig       ] MTRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:22.689691] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MTRX.txt
[2025-12-05T20:27:22.689805] [INFO ] [sig       ] [2189/3626] Completed MTRX in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:22.689842] [INFO ] [sig       ] [2190/3626] Forecasting MTSI...
[2025-12-05T20:27:22.689870] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-05T20:27:22.689900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-05T20:27:22.700833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-05T20:27:22.701086] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-05T20:27:22.701953] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-05T20:27:22.702005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:22.702039] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:22.702067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:22.702128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:22.759647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:22.760239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:22.760331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:22.760370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:22.881096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:22.881249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:22.881295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:22.881328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:22.884597] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-05T20:27:22.884861] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-05T20:27:22.884979] [INFO ] [sig       ] MTSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:23.020584] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MTSI.txt
[2025-12-05T20:27:23.020693] [INFO ] [sig       ] [2190/3626] Completed MTSI in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:23.020729] [INFO ] [sig       ] [2191/3626] Forecasting MTX...
[2025-12-05T20:27:23.020756] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-05T20:27:23.020786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-05T20:27:23.031219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-05T20:27:23.031474] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-05T20:27:23.032285] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-05T20:27:23.032337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:23.032381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:23.032410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:23.032468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:23.092776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:23.093438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:23.093512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:23.093544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:23.206849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:23.206965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:23.207002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:23.207029] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:23.210176] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2025-12-05T20:27:23.210434] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-05T20:27:23.210553] [INFO ] [sig       ] MTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:23.346632] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MTX.txt
[2025-12-05T20:27:23.346740] [INFO ] [sig       ] [2191/3626] Completed MTX in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:23.346777] [INFO ] [sig       ] [2192/3626] Forecasting MTZ...
[2025-12-05T20:27:23.346805] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-05T20:27:23.346835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-05T20:27:23.357528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-05T20:27:23.357823] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-05T20:27:23.358644] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-05T20:27:23.358699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:23.358732] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:23.358759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:23.358816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:23.415673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:23.416295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:23.416374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:23.416408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:23.539807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:23.539925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:23.539961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:23.540016] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:23.544280] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=22.40%)
[2025-12-05T20:27:23.544548] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-05T20:27:23.544708] [INFO ] [sig       ] MTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:23.681588] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MTZ.txt
[2025-12-05T20:27:23.681693] [INFO ] [sig       ] [2192/3626] Completed MTZ in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:23.681728] [INFO ] [sig       ] [2193/3626] Forecasting MUA...
[2025-12-05T20:27:23.681756] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-05T20:27:23.681786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-05T20:27:23.692113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-05T20:27:23.692412] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-05T20:27:23.693225] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-05T20:27:23.693281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:23.693316] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:23.693343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:23.693401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:23.750639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:23.751244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:23.751322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:23.751354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:23.876723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:23.876866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:23.876906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:23.876935] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:23.880320] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=42.07%)
[2025-12-05T20:27:23.880611] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-05T20:27:23.880729] [INFO ] [sig       ] MUA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:24.018866] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MUA.txt
[2025-12-05T20:27:24.018973] [INFO ] [sig       ] [2193/3626] Completed MUA in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:24.019010] [INFO ] [sig       ] [2194/3626] Forecasting MUC...
[2025-12-05T20:27:24.019039] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-05T20:27:24.019069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-05T20:27:24.029777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-05T20:27:24.030027] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-05T20:27:24.030782] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-05T20:27:24.030832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:24.030863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:24.030890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:24.030946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:24.087209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:24.087817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:24.087890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:24.087923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:24.206138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:24.206243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:24.206286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:24.206320] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:24.209528] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-05T20:27:24.209799] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-05T20:27:24.209918] [INFO ] [sig       ] MUC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:24.347995] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MUC.txt
[2025-12-05T20:27:24.348347] [INFO ] [sig       ] [2194/3626] Completed MUC in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.1m
[2025-12-05T20:27:24.348390] [INFO ] [sig       ] [2195/3626] Forecasting MUE...
[2025-12-05T20:27:24.348420] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-05T20:27:24.348459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-05T20:27:24.359489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-05T20:27:24.359808] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-05T20:27:24.360664] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-05T20:27:24.360715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:24.360745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:24.360770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:24.360827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:24.417039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:24.417723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:24.417818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:24.417857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:24.534486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:24.534662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:24.534705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:24.534734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:24.538175] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-05T20:27:24.538481] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-05T20:27:24.538623] [INFO ] [sig       ] MUE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:24.681147] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MUE.txt
[2025-12-05T20:27:24.681286] [INFO ] [sig       ] [2195/3626] Completed MUE in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-05T20:27:24.681324] [INFO ] [sig       ] [2196/3626] Forecasting MUFG...
[2025-12-05T20:27:24.681351] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-05T20:27:24.681380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-05T20:27:24.692497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2025-12-05T20:27:24.692775] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-05T20:27:24.693627] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-05T20:27:24.693676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:24.693707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:24.693733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:24.693787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:24.751433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:24.752329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:24.752441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:24.752475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:24.875519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:24.875692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:24.875733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:24.875760] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:24.879216] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=76.24%)
[2025-12-05T20:27:24.879486] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-05T20:27:24.879628] [INFO ] [sig       ] MUFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:25.021848] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MUFG.txt
[2025-12-05T20:27:25.022006] [INFO ] [sig       ] [2196/3626] Completed MUFG in 0.3s | 2.96 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-05T20:27:25.022046] [INFO ] [sig       ] [2197/3626] Forecasting MUJ...
[2025-12-05T20:27:25.022075] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-05T20:27:25.022106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-05T20:27:25.032703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2025-12-05T20:27:25.033060] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-05T20:27:25.033885] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-05T20:27:25.033935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:25.033966] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:25.033991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:25.034046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:25.091636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:25.092520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:25.092629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:25.092664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:25.214036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:25.214190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:25.214230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:25.214257] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:25.217516] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-05T20:27:25.217793] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-05T20:27:25.217933] [INFO ] [sig       ] MUJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:25.358785] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MUJ.txt
[2025-12-05T20:27:25.358923] [INFO ] [sig       ] [2197/3626] Completed MUJ in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:25.358961] [INFO ] [sig       ] [2198/3626] Forecasting MUSA...
[2025-12-05T20:27:25.358989] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-05T20:27:25.359018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-05T20:27:25.370272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2025-12-05T20:27:25.370633] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-05T20:27:25.371406] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-05T20:27:25.371455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:25.371486] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:25.371512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:25.371568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:25.430504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:25.431367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:25.431467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:25.431499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:25.553732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:25.553878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:25.553920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:25.553949] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:25.557441] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-05T20:27:25.557744] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-05T20:27:25.557897] [INFO ] [sig       ] MUSA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:25.700913] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MUSA.txt
[2025-12-05T20:27:25.701040] [INFO ] [sig       ] [2198/3626] Completed MUSA in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:25.701077] [INFO ] [sig       ] [2199/3626] Forecasting MUX...
[2025-12-05T20:27:25.701106] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-05T20:27:25.701135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-05T20:27:25.711450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-05T20:27:25.711723] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-05T20:27:25.712455] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-05T20:27:25.712503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:25.712534] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:25.712561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:25.712638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:25.772595] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:25.773298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:25.773405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:25.773439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:25.893667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:25.893774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:25.893812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:25.893841] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:25.897053] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=47.10%)
[2025-12-05T20:27:25.897306] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-05T20:27:25.897424] [INFO ] [sig       ] MUX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:26.032691] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MUX.txt
[2025-12-05T20:27:26.032805] [INFO ] [sig       ] [2199/3626] Completed MUX in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:26.032842] [INFO ] [sig       ] [2200/3626] Forecasting MVBF...
[2025-12-05T20:27:26.032870] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-05T20:27:26.032901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-05T20:27:26.043207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-05T20:27:26.043464] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-05T20:27:26.044216] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-05T20:27:26.044265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:26.044295] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:26.044322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:26.044379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:26.102305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:26.102924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:26.103000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:26.103031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:26.213672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:26.213778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:26.213813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:26.213840] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:26.216877] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-05T20:27:26.217125] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-05T20:27:26.217238] [INFO ] [sig       ] MVBF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:26.354317] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MVBF.txt
[2025-12-05T20:27:26.354426] [INFO ] [sig       ] [2200/3626] Completed MVBF in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:26.354463] [INFO ] [sig       ] [2201/3626] Forecasting MVF...
[2025-12-05T20:27:26.354491] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-05T20:27:26.354522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-05T20:27:26.364686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-05T20:27:26.364949] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-05T20:27:26.365712] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-05T20:27:26.365761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:26.365791] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:26.365815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:26.365870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:26.422971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:26.423555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:26.423647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:26.423679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:26.543339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:26.543470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:26.543511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:26.543539] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:26.546791] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-05T20:27:26.547049] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-05T20:27:26.547166] [INFO ] [sig       ] MVF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:26.683980] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MVF.txt
[2025-12-05T20:27:26.684087] [INFO ] [sig       ] [2201/3626] Completed MVF in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:26.684123] [INFO ] [sig       ] [2202/3626] Forecasting MVO...
[2025-12-05T20:27:26.684151] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-05T20:27:26.684180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-05T20:27:26.694436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-05T20:27:26.694704] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-05T20:27:26.695440] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-05T20:27:26.695489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:26.695520] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:26.695545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:26.695615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:26.750946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:26.751689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:26.751765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:26.751797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:26.870844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:26.870975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:26.871012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:26.871040] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:26.874199] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=38.18%)
[2025-12-05T20:27:26.874452] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-05T20:27:26.874566] [INFO ] [sig       ] MVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:27.011425] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MVO.txt
[2025-12-05T20:27:27.011561] [INFO ] [sig       ] [2202/3626] Completed MVO in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:27.011615] [INFO ] [sig       ] [2203/3626] Forecasting MWA...
[2025-12-05T20:27:27.011645] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-05T20:27:27.011674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-05T20:27:27.021835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2025-12-05T20:27:27.022084] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-05T20:27:27.022838] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-05T20:27:27.022887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:27.022919] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:27.022944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:27.022999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:27.079052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:27.079627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:27.079699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:27.079731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:27.197617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:27.197723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:27.197757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:27.197785] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:27.200950] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=42.58%)
[2025-12-05T20:27:27.201200] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-05T20:27:27.201331] [INFO ] [sig       ] MWA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:27.339266] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MWA.txt
[2025-12-05T20:27:27.339378] [INFO ] [sig       ] [2203/3626] Completed MWA in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:27.339414] [INFO ] [sig       ] [2204/3626] Forecasting MX...
[2025-12-05T20:27:27.339442] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-05T20:27:27.339471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-05T20:27:27.349913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-05T20:27:27.350159] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-05T20:27:27.350925] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-05T20:27:27.350998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:27.351030] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:27.351056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:27.351111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:27.407269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:27.407900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:27.407974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:27.408005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:27.525418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:27.525524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:27.525559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:27.525604] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:27.528778] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2025-12-05T20:27:27.529028] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-05T20:27:27.529144] [INFO ] [sig       ] MX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:27.667233] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MX.txt
[2025-12-05T20:27:27.667340] [INFO ] [sig       ] [2204/3626] Completed MX in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:27.667380] [INFO ] [sig       ] [2205/3626] Forecasting MXF...
[2025-12-05T20:27:27.667408] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-05T20:27:27.667437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-05T20:27:27.678302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-05T20:27:27.678610] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-05T20:27:27.679352] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-05T20:27:27.679404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:27.679436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:27.679462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:27.679518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:27.735882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:27.736448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:27.736519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:27.736551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:27.852675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:27.852790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:27.852826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:27.852855] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:27.856001] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=25.82%)
[2025-12-05T20:27:27.856252] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-05T20:27:27.856370] [INFO ] [sig       ] MXF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:27.995079] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MXF.txt
[2025-12-05T20:27:27.995190] [INFO ] [sig       ] [2205/3626] Completed MXF in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:27.995225] [INFO ] [sig       ] [2206/3626] Forecasting MXL...
[2025-12-05T20:27:27.995253] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-05T20:27:27.995281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-05T20:27:28.006246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-05T20:27:28.006505] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-05T20:27:28.007268] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-05T20:27:28.007317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:28.007373] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:28.007400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:28.007457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:28.063536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:28.064116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:28.064187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:28.064218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:28.182631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:28.182732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:28.182768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:28.182794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:28.185920] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2025-12-05T20:27:28.186170] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-05T20:27:28.186285] [INFO ] [sig       ] MXL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:28.323769] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MXL.txt
[2025-12-05T20:27:28.323885] [INFO ] [sig       ] [2206/3626] Completed MXL in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:28.323922] [INFO ] [sig       ] [2207/3626] Forecasting MYE...
[2025-12-05T20:27:28.323950] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-05T20:27:28.323979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-05T20:27:28.334550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-05T20:27:28.334812] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-05T20:27:28.335541] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-05T20:27:28.335615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:28.335647] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:28.335676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:28.335731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:28.392025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:28.392632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:28.392713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:28.392745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:28.511287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:28.511400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:28.511436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:28.511463] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:28.514614] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=38.55%)
[2025-12-05T20:27:28.514869] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-05T20:27:28.514983] [INFO ] [sig       ] MYE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:28.652238] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MYE.txt
[2025-12-05T20:27:28.652356] [INFO ] [sig       ] [2207/3626] Completed MYE in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:28.652400] [INFO ] [sig       ] [2208/3626] Forecasting MYGN...
[2025-12-05T20:27:28.652432] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-05T20:27:28.652462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-05T20:27:28.663051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2025-12-05T20:27:28.663295] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-05T20:27:28.664043] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-05T20:27:28.664091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:28.664122] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:28.664148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:28.664203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:28.721015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:28.721654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:28.721725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:28.721756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:28.837888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:28.838031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:28.838069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:28.838097] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:28.841422] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-05T20:27:28.841715] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-05T20:27:28.841835] [INFO ] [sig       ] MYGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:28.982339] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MYGN.txt
[2025-12-05T20:27:28.982454] [INFO ] [sig       ] [2208/3626] Completed MYGN in 0.3s | 2.96 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:28.982490] [INFO ] [sig       ] [2209/3626] Forecasting MYI...
[2025-12-05T20:27:28.982518] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-05T20:27:28.982549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-05T20:27:28.993835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-05T20:27:28.994084] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-05T20:27:28.994849] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-05T20:27:28.994897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:28.994928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:28.994953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:28.995009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:29.049992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:29.050744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:29.050820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:29.050852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:29.167696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:29.167836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:29.167873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:29.167928] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:29.171130] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-05T20:27:29.171383] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-05T20:27:29.171516] [INFO ] [sig       ] MYI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:29.308243] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MYI.txt
[2025-12-05T20:27:29.308352] [INFO ] [sig       ] [2209/3626] Completed MYI in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:29.308389] [INFO ] [sig       ] [2210/3626] Forecasting MYN...
[2025-12-05T20:27:29.308419] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-05T20:27:29.308452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-05T20:27:29.318695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-05T20:27:29.318948] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-05T20:27:29.319705] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-05T20:27:29.319753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:29.319783] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:29.319809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:29.319864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:29.375452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:29.376024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:29.376096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:29.376127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:29.493904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:29.494023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:29.494059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:29.494086] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:29.497239] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=40.23%)
[2025-12-05T20:27:29.497502] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-05T20:27:29.497641] [INFO ] [sig       ] MYN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:29.635304] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/MYN.txt
[2025-12-05T20:27:29.635425] [INFO ] [sig       ] [2210/3626] Completed MYN in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:29.635470] [INFO ] [sig       ] [2211/3626] Forecasting MYRG...
[2025-12-05T20:27:29.635504] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-05T20:27:29.635539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-05T20:27:29.646310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2025-12-05T20:27:29.646604] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-05T20:27:29.647328] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-05T20:27:29.647378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:29.647408] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:29.647433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:29.647488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:29.707156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:29.707819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:29.707898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:29.707930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:29.825223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:29.825329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:29.825385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:29.825420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:29.828648] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-05T20:27:29.828902] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-05T20:27:29.829018] [INFO ] [sig       ] MYRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:29.965536] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/MYRG.txt
[2025-12-05T20:27:29.965657] [INFO ] [sig       ] [2211/3626] Completed MYRG in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 8.0m
[2025-12-05T20:27:29.965694] [INFO ] [sig       ] [2212/3626] Forecasting NA...
[2025-12-05T20:27:29.965722] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-05T20:27:29.965752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-05T20:27:29.976166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-05T20:27:29.976424] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-05T20:27:29.977173] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-05T20:27:29.977221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:29.977250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:29.977275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:29.977329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:30.033240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:30.033841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:30.033916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:30.033946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:30.152750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:30.152855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:30.152890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:30.152917] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:30.155972] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: UP (p=79.98%)
[2025-12-05T20:27:30.156223] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-05T20:27:30.156340] [INFO ] [sig       ] NA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:30.293537] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NA.txt
[2025-12-05T20:27:30.293673] [INFO ] [sig       ] [2212/3626] Completed NA in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-05T20:27:30.293711] [INFO ] [sig       ] [2213/3626] Forecasting NAAS...
[2025-12-05T20:27:30.293739] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-05T20:27:30.293768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-05T20:27:30.303563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2025-12-05T20:27:30.303837] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-05T20:27:30.304667] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-05T20:27:30.304720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:30.304750] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:30.304776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:30.304831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:30.361696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:30.362340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:30.362428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:30.362465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:30.483310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:30.483459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:30.483501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:30.483530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:30.486915] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=68.83%)
[2025-12-05T20:27:30.487185] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-05T20:27:30.487301] [INFO ] [sig       ] NAAS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:30.626152] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NAAS.txt
[2025-12-05T20:27:30.626259] [INFO ] [sig       ] [2213/3626] Completed NAAS in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-05T20:27:30.626296] [INFO ] [sig       ] [2214/3626] Forecasting NABL...
[2025-12-05T20:27:30.626324] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-05T20:27:30.626354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-05T20:27:30.636534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-05T20:27:30.636815] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-05T20:27:30.637602] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-05T20:27:30.637657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:30.637687] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:30.637713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:30.637772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:30.694349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:30.694950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:30.695022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:30.695053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:30.810520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:30.810670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:30.810707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:30.810734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:30.813932] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-05T20:27:30.814186] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-05T20:27:30.814303] [INFO ] [sig       ] NABL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:30.951457] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NABL.txt
[2025-12-05T20:27:30.951584] [INFO ] [sig       ] [2214/3626] Completed NABL in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-05T20:27:30.951623] [INFO ] [sig       ] [2215/3626] Forecasting NAC...
[2025-12-05T20:27:30.951651] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-05T20:27:30.951681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-05T20:27:30.963048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-05T20:27:30.963302] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-05T20:27:30.964065] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-05T20:27:30.964114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:30.964156] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:30.964183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:30.964238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:31.020282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:31.021057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:31.021135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:31.021167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:31.138847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:31.138994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:31.139033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:31.139061] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:31.142348] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-05T20:27:31.142629] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-05T20:27:31.142748] [INFO ] [sig       ] NAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:31.279167] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NAC.txt
[2025-12-05T20:27:31.279276] [INFO ] [sig       ] [2215/3626] Completed NAC in 0.3s | 2.97 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-05T20:27:31.279312] [INFO ] [sig       ] [2216/3626] Forecasting NAD...
[2025-12-05T20:27:31.279339] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-05T20:27:31.279369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-05T20:27:31.290093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-05T20:27:31.290319] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-05T20:27:31.291062] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-05T20:27:31.291112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:31.291141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:31.291166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:31.291221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:31.347166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:31.347754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:31.347864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:31.347897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:31.466503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:31.466674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:31.466713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:31.466741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:31.470017] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=43.01%)
[2025-12-05T20:27:31.470273] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-05T20:27:31.470393] [INFO ] [sig       ] NAD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:31.606400] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NAD.txt
[2025-12-05T20:27:31.606526] [INFO ] [sig       ] [2216/3626] Completed NAD in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:31.606564] [INFO ] [sig       ] [2217/3626] Forecasting NAMS...
[2025-12-05T20:27:31.606612] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-05T20:27:31.606643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-05T20:27:31.617441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-05T20:27:31.617734] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-05T20:27:31.618502] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-05T20:27:31.618551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:31.618603] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:31.618631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:31.618687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:31.675734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:31.676306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:31.676378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:31.676409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:31.792856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:31.793011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:31.793050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:31.793078] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:31.796365] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: UP (p=59.24%)
[2025-12-05T20:27:31.796640] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-05T20:27:31.796760] [INFO ] [sig       ] NAMS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:31.933808] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NAMS.txt
[2025-12-05T20:27:31.933932] [INFO ] [sig       ] [2217/3626] Completed NAMS in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:31.933969] [INFO ] [sig       ] [2218/3626] Forecasting NATH...
[2025-12-05T20:27:31.933998] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-05T20:27:31.934027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-05T20:27:31.945073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-05T20:27:31.945423] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-05T20:27:31.946232] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-05T20:27:31.946284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:31.946315] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:31.946341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:31.946395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:32.003454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:32.004249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:32.004328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:32.004360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:32.111991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:32.112160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:32.112198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:32.112226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:32.115598] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=19.96%)
[2025-12-05T20:27:32.115858] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-05T20:27:32.115981] [INFO ] [sig       ] NATH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:32.252476] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NATH.txt
[2025-12-05T20:27:32.252632] [INFO ] [sig       ] [2218/3626] Completed NATH in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:32.252672] [INFO ] [sig       ] [2219/3626] Forecasting NATL...
[2025-12-05T20:27:32.252700] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-05T20:27:32.252735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-05T20:27:32.263176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-05T20:27:32.263423] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-05T20:27:32.264250] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-05T20:27:32.264301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:32.264333] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:32.264359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:32.264414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:32.319865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:32.320434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:32.320511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:32.320541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:32.438989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:32.439118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:32.439155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:32.439183] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:32.442351] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=6.92%)
[2025-12-05T20:27:32.442627] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-05T20:27:32.442747] [INFO ] [sig       ] NATL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:32.579492] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NATL.txt
[2025-12-05T20:27:32.579657] [INFO ] [sig       ] [2219/3626] Completed NATL in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:32.579697] [INFO ] [sig       ] [2220/3626] Forecasting NAVI...
[2025-12-05T20:27:32.579727] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-05T20:27:32.579757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-05T20:27:32.589988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-05T20:27:32.590217] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-05T20:27:32.590973] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-05T20:27:32.591022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:32.591052] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:32.591078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:32.591132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:32.646949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:32.647537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:32.647630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:32.647664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:32.766996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:32.767130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:32.767166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:32.767194] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:32.770980] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: UP (p=61.63%)
[2025-12-05T20:27:32.771269] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-05T20:27:32.771398] [INFO ] [sig       ] NAVI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:32.908243] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NAVI.txt
[2025-12-05T20:27:32.908365] [INFO ] [sig       ] [2220/3626] Completed NAVI in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:32.908402] [INFO ] [sig       ] [2221/3626] Forecasting NAZ...
[2025-12-05T20:27:32.908431] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-05T20:27:32.908461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-05T20:27:32.918650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-05T20:27:32.918899] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-05T20:27:32.919646] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-05T20:27:32.919695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:32.919725] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:32.919752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:32.919807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:32.974891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:32.975468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:32.975542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:32.975590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:33.074510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:33.074648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:33.074686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:33.074713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:33.077884] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-05T20:27:33.078134] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-05T20:27:33.078251] [INFO ] [sig       ] NAZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:33.213774] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NAZ.txt
[2025-12-05T20:27:33.213883] [INFO ] [sig       ] [2221/3626] Completed NAZ in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:33.213919] [INFO ] [sig       ] [2222/3626] Forecasting NB...
[2025-12-05T20:27:33.213946] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-05T20:27:33.213975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-05T20:27:33.223788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-05T20:27:33.224024] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-05T20:27:33.224794] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-05T20:27:33.224842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:33.224873] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:33.224899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:33.224954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:33.280533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:33.281122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:33.281195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:33.281226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:33.394025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:33.394150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:33.394187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:33.394253] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:33.397413] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=35.46%)
[2025-12-05T20:27:33.397687] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-05T20:27:33.397822] [INFO ] [sig       ] NB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:33.535586] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NB.txt
[2025-12-05T20:27:33.535710] [INFO ] [sig       ] [2222/3626] Completed NB in 0.3s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:33.535746] [INFO ] [sig       ] [2223/3626] Forecasting NBB...
[2025-12-05T20:27:33.535774] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-05T20:27:33.535803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-05T20:27:33.546840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2025-12-05T20:27:33.547205] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-05T20:27:33.548163] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-05T20:27:33.548212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:33.548270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:33.548298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:33.548353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:33.604503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:33.605333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:33.605412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:33.605453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:33.730122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:33.730282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:33.730322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:33.730350] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:33.733675] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2025-12-05T20:27:33.733948] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-05T20:27:33.734074] [INFO ] [sig       ] NBB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:33.914771] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NBB.txt
[2025-12-05T20:27:33.914981] [INFO ] [sig       ] [2223/3626] Completed NBB in 0.4s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:33.915028] [INFO ] [sig       ] [2224/3626] Forecasting NBBK...
[2025-12-05T20:27:33.915061] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-05T20:27:33.915099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-05T20:27:33.927634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-05T20:27:33.928075] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-05T20:27:33.928962] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-05T20:27:33.929016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:33.929048] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:33.929074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:33.929130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:34.008149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:34.009329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:34.009473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:34.009531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:34.165426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:34.165604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:34.165648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:34.165677] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:34.169626] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=17.76%)
[2025-12-05T20:27:34.170010] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-05T20:27:34.170179] [INFO ] [sig       ] NBBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:34.372458] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NBBK.txt
[2025-12-05T20:27:34.372642] [INFO ] [sig       ] [2224/3626] Completed NBBK in 0.5s | 2.97 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:34.372683] [INFO ] [sig       ] [2225/3626] Forecasting NBHC...
[2025-12-05T20:27:34.372716] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-05T20:27:34.372756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-05T20:27:34.383990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2025-12-05T20:27:34.384373] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-05T20:27:34.385183] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-05T20:27:34.385236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:34.385269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:34.385297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:34.385354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:34.450322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:34.451393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:34.451500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:34.451551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:34.580765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:34.580924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:34.580965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:34.580994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:34.584444] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-05T20:27:34.584775] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-05T20:27:34.584939] [INFO ] [sig       ] NBHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:34.728033] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NBHC.txt
[2025-12-05T20:27:34.728186] [INFO ] [sig       ] [2225/3626] Completed NBHC in 0.4s | 2.96 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:34.728225] [INFO ] [sig       ] [2226/3626] Forecasting NBIX...
[2025-12-05T20:27:34.728255] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-05T20:27:34.728286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-05T20:27:34.739960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-05T20:27:34.740294] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-05T20:27:34.741092] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-05T20:27:34.741143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:34.741175] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:34.741201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:34.741270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:34.798446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:34.799236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:34.799317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:34.799351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:34.918680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:34.918831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:34.918872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:34.918940] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:34.922350] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: UP (p=94.62%)
[2025-12-05T20:27:34.922633] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-05T20:27:34.922762] [INFO ] [sig       ] NBIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:35.109847] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NBIX.txt
[2025-12-05T20:27:35.109981] [INFO ] [sig       ] [2226/3626] Completed NBIX in 0.4s | 2.96 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:35.110019] [INFO ] [sig       ] [2227/3626] Forecasting NBN...
[2025-12-05T20:27:35.110049] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-05T20:27:35.110080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-05T20:27:35.123213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-05T20:27:35.123650] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-05T20:27:35.124401] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-05T20:27:35.124451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:35.124482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:35.124509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:35.124565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:35.180958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:35.181558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:35.181665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:35.181696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:35.299084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:35.299207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:35.299243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:35.299270] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:35.302455] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-05T20:27:35.302743] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-05T20:27:35.302864] [INFO ] [sig       ] NBN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:35.440379] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NBN.txt
[2025-12-05T20:27:35.440482] [INFO ] [sig       ] [2227/3626] Completed NBN in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:35.440518] [INFO ] [sig       ] [2228/3626] Forecasting NBTB...
[2025-12-05T20:27:35.440548] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-05T20:27:35.440597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-05T20:27:35.451804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-05T20:27:35.452117] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-05T20:27:35.452898] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-05T20:27:35.452963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:35.452995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:35.453020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:35.453076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:35.510741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:35.511385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:35.511465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:35.511498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:35.644139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:35.644325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:35.644381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:35.644427] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:35.648909] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-05T20:27:35.649171] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-05T20:27:35.649297] [INFO ] [sig       ] NBTB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:35.786714] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NBTB.txt
[2025-12-05T20:27:35.786856] [INFO ] [sig       ] [2228/3626] Completed NBTB in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:35.786893] [INFO ] [sig       ] [2229/3626] Forecasting NBXG...
[2025-12-05T20:27:35.786922] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-05T20:27:35.786953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-05T20:27:35.797639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-05T20:27:35.797965] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-05T20:27:35.798741] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-05T20:27:35.798790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:35.798820] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:35.798846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:35.798901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:35.856461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:35.857309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:35.857391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:35.857423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:35.977509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:35.977682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:35.977723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:35.977751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:35.981198] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2025-12-05T20:27:35.981479] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-05T20:27:35.981626] [INFO ] [sig       ] NBXG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:36.121463] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NBXG.txt
[2025-12-05T20:27:36.121640] [INFO ] [sig       ] [2229/3626] Completed NBXG in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.9m
[2025-12-05T20:27:36.121681] [INFO ] [sig       ] [2230/3626] Forecasting NC...
[2025-12-05T20:27:36.121711] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-05T20:27:36.121740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-05T20:27:36.134556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-05T20:27:36.135030] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-05T20:27:36.136062] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-05T20:27:36.136122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:36.136161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:36.136193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:36.136270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:36.199895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:36.200794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:36.200882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:36.200915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:36.303434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:36.303623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:36.303665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:36.303696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:36.307555] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=12.77%)
[2025-12-05T20:27:36.307975] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-05T20:27:36.308120] [INFO ] [sig       ] NC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:36.450351] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NC.txt
[2025-12-05T20:27:36.450507] [INFO ] [sig       ] [2230/3626] Completed NC in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-05T20:27:36.450546] [INFO ] [sig       ] [2231/3626] Forecasting NCA...
[2025-12-05T20:27:36.450593] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-05T20:27:36.450627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-05T20:27:36.461616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-05T20:27:36.461992] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-05T20:27:36.462781] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-05T20:27:36.462833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:36.462864] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:36.462892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:36.462948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:36.519840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:36.520728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:36.520813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:36.520846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:36.643141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:36.643298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:36.643338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:36.643366] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:36.646720] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2025-12-05T20:27:36.646991] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-05T20:27:36.647117] [INFO ] [sig       ] NCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:36.789322] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NCA.txt
[2025-12-05T20:27:36.789473] [INFO ] [sig       ] [2231/3626] Completed NCA in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-05T20:27:36.789519] [INFO ] [sig       ] [2232/3626] Forecasting NCLH...
[2025-12-05T20:27:36.789550] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-05T20:27:36.789604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-05T20:27:36.801004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-05T20:27:36.801413] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-05T20:27:36.802297] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-05T20:27:36.802354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:36.802387] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:36.802415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:36.802473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:36.860589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:36.861416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:36.861497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:36.861531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:36.985108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:36.985268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:36.985309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:36.985339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:36.989037] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=57.71%)
[2025-12-05T20:27:36.989360] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-05T20:27:36.989498] [INFO ] [sig       ] NCLH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:37.129391] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NCLH.txt
[2025-12-05T20:27:37.129527] [INFO ] [sig       ] [2232/3626] Completed NCLH in 0.3s | 2.96 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-05T20:27:37.129565] [INFO ] [sig       ] [2233/3626] Forecasting NCMI...
[2025-12-05T20:27:37.129620] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-05T20:27:37.129650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-05T20:27:37.140367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-05T20:27:37.140670] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-05T20:27:37.141439] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-05T20:27:37.141492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:37.141524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:37.141552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:37.141641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:37.199377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:37.200320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:37.200458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:37.200520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:37.323917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:37.324073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:37.324114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:37.324144] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:37.327550] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-05T20:27:37.328014] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-05T20:27:37.328144] [INFO ] [sig       ] NCMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:37.469072] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NCMI.txt
[2025-12-05T20:27:37.469216] [INFO ] [sig       ] [2233/3626] Completed NCMI in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:37.469255] [INFO ] [sig       ] [2234/3626] Forecasting NCNA...
[2025-12-05T20:27:37.469285] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-05T20:27:37.469314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-05T20:27:37.479921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-05T20:27:37.480219] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-05T20:27:37.481001] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-05T20:27:37.481054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:37.481089] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:37.481127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:37.481196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:37.536800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:37.537500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:37.537599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:37.537634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:37.651776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:37.651961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:37.652014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:37.652051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:37.656784] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2025-12-05T20:27:37.657206] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-05T20:27:37.657385] [INFO ] [sig       ] NCNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:37.817320] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NCNA.txt
[2025-12-05T20:27:37.817500] [INFO ] [sig       ] [2234/3626] Completed NCNA in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:37.817554] [INFO ] [sig       ] [2235/3626] Forecasting NCNO...
[2025-12-05T20:27:37.817607] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-05T20:27:37.817648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-05T20:27:37.831132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-05T20:27:37.831762] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-05T20:27:37.832942] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-05T20:27:37.833002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:37.833036] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:37.833063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:37.833123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:37.898815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:37.900006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:37.900104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:37.900138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:38.021262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:38.021512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:38.021606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:38.021639] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:38.025423] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-05T20:27:38.025741] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-05T20:27:38.025877] [INFO ] [sig       ] NCNO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:38.166288] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NCNO.txt
[2025-12-05T20:27:38.166479] [INFO ] [sig       ] [2235/3626] Completed NCNO in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:38.166530] [INFO ] [sig       ] [2236/3626] Forecasting NCTY...
[2025-12-05T20:27:38.166563] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-05T20:27:38.166615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-05T20:27:38.178771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-05T20:27:38.179119] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-05T20:27:38.180057] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-05T20:27:38.180171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:38.180208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:38.180236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:38.180296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:38.239648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:38.240939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:38.241063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:38.241097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:38.362488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:38.362733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:38.362778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:38.362808] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:38.366617] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-05T20:27:38.366927] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-05T20:27:38.367071] [INFO ] [sig       ] NCTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:38.508682] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NCTY.txt
[2025-12-05T20:27:38.508873] [INFO ] [sig       ] [2236/3626] Completed NCTY in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:38.508913] [INFO ] [sig       ] [2237/3626] Forecasting NCZ...
[2025-12-05T20:27:38.508942] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-05T20:27:38.508972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-05T20:27:38.520277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-05T20:27:38.520556] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-05T20:27:38.521363] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-05T20:27:38.521412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:38.521443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:38.521468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:38.521523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:38.577383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:38.578131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:38.578233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:38.578266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:38.695239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:38.695383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:38.695421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:38.695448] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:38.698890] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=63.30%)
[2025-12-05T20:27:38.699162] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-05T20:27:38.699288] [INFO ] [sig       ] NCZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:38.835431] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NCZ.txt
[2025-12-05T20:27:38.835546] [INFO ] [sig       ] [2237/3626] Completed NCZ in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:38.835600] [INFO ] [sig       ] [2238/3626] Forecasting NDAQ...
[2025-12-05T20:27:38.835630] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-05T20:27:38.835660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-05T20:27:38.847343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-05T20:27:38.847704] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-05T20:27:38.848554] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-05T20:27:38.848635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:38.848676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:38.848710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:38.848773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:38.906357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:38.907175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:38.907274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:38.907313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:39.031120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:39.031294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:39.031335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:39.031363] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:39.034895] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-05T20:27:39.035175] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-05T20:27:39.035310] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:39.173231] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NDAQ.txt
[2025-12-05T20:27:39.173374] [INFO ] [sig       ] [2238/3626] Completed NDAQ in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:39.173413] [INFO ] [sig       ] [2239/3626] Forecasting NDMO...
[2025-12-05T20:27:39.173441] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-05T20:27:39.173471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-05T20:27:39.185373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-05T20:27:39.185703] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-05T20:27:39.186473] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-05T20:27:39.186523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:39.186600] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:39.186639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:39.186707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:39.246530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:39.247642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:39.247741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:39.247779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:39.369732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:39.369887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:39.369926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:39.369955] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:39.373274] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: DOWN (p=14.70%)
[2025-12-05T20:27:39.373533] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-05T20:27:39.373672] [INFO ] [sig       ] NDMO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:39.511249] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NDMO.txt
[2025-12-05T20:27:39.511386] [INFO ] [sig       ] [2239/3626] Completed NDMO in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:39.511425] [INFO ] [sig       ] [2240/3626] Forecasting NDRA...
[2025-12-05T20:27:39.511453] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-05T20:27:39.511481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-05T20:27:39.521716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-05T20:27:39.521994] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-05T20:27:39.522776] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-05T20:27:39.522826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:39.522887] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:39.522914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:39.522969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:39.578303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:39.578903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:39.578987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:39.579019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:39.692393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:39.692555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:39.692617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:39.692648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:39.695951] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: UP (p=92.85%)
[2025-12-05T20:27:39.696208] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-05T20:27:39.696325] [INFO ] [sig       ] NDRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:39.831968] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NDRA.txt
[2025-12-05T20:27:39.832097] [INFO ] [sig       ] [2240/3626] Completed NDRA in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:39.832135] [INFO ] [sig       ] [2241/3626] Forecasting NDSN...
[2025-12-05T20:27:39.832162] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-05T20:27:39.832192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-05T20:27:39.842636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2025-12-05T20:27:39.842913] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-05T20:27:39.843667] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-05T20:27:39.843716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:39.843746] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:39.843771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:39.843824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:39.899037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:39.899701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:39.899783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:39.899815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:40.019785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:40.019941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:40.019981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:40.020009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:40.023242] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-05T20:27:40.023495] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-05T20:27:40.023634] [INFO ] [sig       ] NDSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:40.161837] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NDSN.txt
[2025-12-05T20:27:40.161990] [INFO ] [sig       ] [2241/3626] Completed NDSN in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:40.162028] [INFO ] [sig       ] [2242/3626] Forecasting NE...
[2025-12-05T20:27:40.162059] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-05T20:27:40.162090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-05T20:27:40.173122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-05T20:27:40.173469] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-05T20:27:40.174230] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-05T20:27:40.174279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:40.174311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:40.174336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:40.174391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:40.229468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:40.230264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:40.230341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:40.230372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:40.351175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:40.351322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:40.351360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:40.351387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:40.354738] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-12-05T20:27:40.354991] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-05T20:27:40.355116] [INFO ] [sig       ] NE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:40.492169] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NE.txt
[2025-12-05T20:27:40.492279] [INFO ] [sig       ] [2242/3626] Completed NE in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:40.492321] [INFO ] [sig       ] [2243/3626] Forecasting NEA...
[2025-12-05T20:27:40.492350] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-05T20:27:40.492380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-05T20:27:40.503507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-05T20:27:40.503801] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-05T20:27:40.504767] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-05T20:27:40.504819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:40.504850] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:40.504875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:40.505091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:40.561504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:40.562235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:40.562312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:40.562344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:40.683655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:40.683807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:40.683846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:40.683897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:40.688261] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=49.20%)
[2025-12-05T20:27:40.688533] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-05T20:27:40.688704] [INFO ] [sig       ] NEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:40.826871] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NEA.txt
[2025-12-05T20:27:40.826991] [INFO ] [sig       ] [2243/3626] Completed NEA in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:40.827028] [INFO ] [sig       ] [2244/3626] Forecasting NECB...
[2025-12-05T20:27:40.827056] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-05T20:27:40.827085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-05T20:27:40.837502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2025-12-05T20:27:40.837837] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-05T20:27:40.838645] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-05T20:27:40.838706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:40.838744] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:40.838777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:40.838836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:40.895096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:40.895731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:40.895805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:40.895837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:41.011246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:41.011399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:41.011437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:41.011464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:41.014731] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-05T20:27:41.014986] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-05T20:27:41.015121] [INFO ] [sig       ] NECB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:41.154610] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NECB.txt
[2025-12-05T20:27:41.154730] [INFO ] [sig       ] [2244/3626] Completed NECB in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:41.154768] [INFO ] [sig       ] [2245/3626] Forecasting NEE...
[2025-12-05T20:27:41.154796] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-05T20:27:41.154825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-05T20:27:41.165244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2025-12-05T20:27:41.165526] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-05T20:27:41.166355] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-05T20:27:41.166406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:41.166436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:41.166462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:41.166521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:41.222065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:41.222700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:41.222801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:41.222834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:41.338652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:41.338802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:41.338842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:41.338870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:41.342145] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-05T20:27:41.342405] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-05T20:27:41.342526] [INFO ] [sig       ] NEE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:41.480883] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NEE.txt
[2025-12-05T20:27:41.481012] [INFO ] [sig       ] [2245/3626] Completed NEE in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:41.481049] [INFO ] [sig       ] [2246/3626] Forecasting NEGG...
[2025-12-05T20:27:41.481078] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-05T20:27:41.481108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-05T20:27:41.492164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-05T20:27:41.492518] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-05T20:27:41.493281] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-05T20:27:41.493331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:41.493362] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:41.493387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:41.493442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:41.551352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:41.552059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:41.552136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:41.552169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:41.669742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:41.669897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:41.669938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:41.669982] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:41.673314] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-05T20:27:41.673595] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-05T20:27:41.673741] [INFO ] [sig       ] NEGG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:41.811692] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NEGG.txt
[2025-12-05T20:27:41.811813] [INFO ] [sig       ] [2246/3626] Completed NEGG in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:41.811849] [INFO ] [sig       ] [2247/3626] Forecasting NEM...
[2025-12-05T20:27:41.811878] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-05T20:27:41.811907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-05T20:27:41.822604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-05T20:27:41.822891] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-05T20:27:41.823699] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-05T20:27:41.823750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:41.823783] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:41.823809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:41.823864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:41.884666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:41.885490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:41.885600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:41.885637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:42.009963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:42.010118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:42.010157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:42.010186] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:42.013595] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=90.59%)
[2025-12-05T20:27:42.013854] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-05T20:27:42.013973] [INFO ] [sig       ] NEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:42.149908] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NEM.txt
[2025-12-05T20:27:42.150032] [INFO ] [sig       ] [2247/3626] Completed NEM in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.8m
[2025-12-05T20:27:42.150069] [INFO ] [sig       ] [2248/3626] Forecasting NEO...
[2025-12-05T20:27:42.150098] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-05T20:27:42.150126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-05T20:27:42.160799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-05T20:27:42.161117] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-05T20:27:42.161915] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-05T20:27:42.161965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:42.161996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:42.162024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:42.162079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:42.218421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:42.219233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:42.219311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:42.219358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:42.336174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:42.336329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:42.336369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:42.336396] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:42.339781] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2025-12-05T20:27:42.340049] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-05T20:27:42.340175] [INFO ] [sig       ] NEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:42.492420] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NEO.txt
[2025-12-05T20:27:42.492595] [INFO ] [sig       ] [2248/3626] Completed NEO in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-05T20:27:42.492635] [INFO ] [sig       ] [2249/3626] Forecasting NEOG...
[2025-12-05T20:27:42.492664] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-05T20:27:42.492694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-05T20:27:42.503586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-05T20:27:42.503937] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-05T20:27:42.504706] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-05T20:27:42.504756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:42.504786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:42.504812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:42.504867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:42.562362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:42.563191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:42.563271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:42.563304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:42.685465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:42.685644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:42.685688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:42.685716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:42.689209] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-05T20:27:42.689495] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-05T20:27:42.689674] [INFO ] [sig       ] NEOG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:42.832263] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NEOG.txt
[2025-12-05T20:27:42.832412] [INFO ] [sig       ] [2249/3626] Completed NEOG in 0.3s | 2.96 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-05T20:27:42.832452] [INFO ] [sig       ] [2250/3626] Forecasting NEON...
[2025-12-05T20:27:42.832482] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-05T20:27:42.832513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-05T20:27:42.843003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2025-12-05T20:27:42.843278] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-05T20:27:42.844045] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-05T20:27:42.844095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:42.844125] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:42.844166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:42.844222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:42.901814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:42.902669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:42.902778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:42.902813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:43.022091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:43.022254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:43.022295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:43.022325] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:43.025917] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=12.20%)
[2025-12-05T20:27:43.026250] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-05T20:27:43.026385] [INFO ] [sig       ] NEON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:43.188365] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NEON.txt
[2025-12-05T20:27:43.188532] [INFO ] [sig       ] [2250/3626] Completed NEON in 0.4s | 2.96 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-05T20:27:43.188598] [INFO ] [sig       ] [2251/3626] Forecasting NEXA...
[2025-12-05T20:27:43.188632] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-05T20:27:43.188663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-05T20:27:43.198996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-05T20:27:43.199276] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-05T20:27:43.200080] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-05T20:27:43.200132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:43.200164] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:43.200191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:43.200249] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:43.258247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:43.259105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:43.259187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:43.259221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:43.374394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:43.374554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:43.374615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:43.374647] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:43.378112] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=52.19%)
[2025-12-05T20:27:43.378408] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-05T20:27:43.378535] [INFO ] [sig       ] NEXA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:43.521852] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NEXA.txt
[2025-12-05T20:27:43.521986] [INFO ] [sig       ] [2251/3626] Completed NEXA in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:43.522027] [INFO ] [sig       ] [2252/3626] Forecasting NEXN...
[2025-12-05T20:27:43.522056] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-05T20:27:43.522086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-05T20:27:43.532970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-05T20:27:43.533234] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-05T20:27:43.534043] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-05T20:27:43.534094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:43.534126] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:43.534153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:43.534209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:43.591945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:43.592811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:43.592891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:43.592923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:43.712159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:43.712307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:43.712346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:43.712374] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:43.715658] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-05T20:27:43.715922] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-05T20:27:43.716040] [INFO ] [sig       ] NEXN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:43.856527] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NEXN.txt
[2025-12-05T20:27:43.856704] [INFO ] [sig       ] [2252/3626] Completed NEXN in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:43.856746] [INFO ] [sig       ] [2253/3626] Forecasting NFBK...
[2025-12-05T20:27:43.856797] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-05T20:27:43.856848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-05T20:27:43.868095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-05T20:27:43.868382] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-05T20:27:43.869140] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-05T20:27:43.869191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:43.869223] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:43.869250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:43.869305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:43.926420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:43.927285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:43.927368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:43.927403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:44.045065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:44.045217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:44.045256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:44.045287] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:44.049645] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-12-05T20:27:44.050100] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-05T20:27:44.050276] [INFO ] [sig       ] NFBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:44.190067] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NFBK.txt
[2025-12-05T20:27:44.190226] [INFO ] [sig       ] [2253/3626] Completed NFBK in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:44.190267] [INFO ] [sig       ] [2254/3626] Forecasting NFE...
[2025-12-05T20:27:44.190297] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-05T20:27:44.190334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-05T20:27:44.201244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-05T20:27:44.201589] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-05T20:27:44.202359] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-05T20:27:44.202408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:44.202440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:44.202467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:44.202523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:44.259226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:44.259872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:44.259950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:44.259981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:44.382797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:44.382948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:44.382989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:44.383017] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:44.386410] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-05T20:27:44.386721] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-05T20:27:44.386851] [INFO ] [sig       ] NFE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:44.531479] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NFE.txt
[2025-12-05T20:27:44.531619] [INFO ] [sig       ] [2254/3626] Completed NFE in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:44.531659] [INFO ] [sig       ] [2255/3626] Forecasting NFG...
[2025-12-05T20:27:44.531687] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-05T20:27:44.531715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-05T20:27:44.542102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-05T20:27:44.542367] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-05T20:27:44.543131] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-05T20:27:44.543180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:44.543210] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:44.543236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:44.543291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:44.601894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:44.602703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:44.602777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:44.602809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:44.719930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:44.720079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:44.720120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:44.720147] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:44.723384] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2025-12-05T20:27:44.723666] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-05T20:27:44.723790] [INFO ] [sig       ] NFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:44.861529] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NFG.txt
[2025-12-05T20:27:44.861680] [INFO ] [sig       ] [2255/3626] Completed NFG in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:44.861719] [INFO ] [sig       ] [2256/3626] Forecasting NFJ...
[2025-12-05T20:27:44.861748] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-05T20:27:44.861778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-05T20:27:44.872881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-05T20:27:44.873144] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-05T20:27:44.873906] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-05T20:27:44.873955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:44.873986] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:44.874012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:44.874066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:44.928962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:44.929552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:44.929641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:44.929673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:45.049746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:45.049893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:45.049932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:45.049960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:45.053277] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-05T20:27:45.053538] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-05T20:27:45.053677] [INFO ] [sig       ] NFJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:45.190365] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NFJ.txt
[2025-12-05T20:27:45.190517] [INFO ] [sig       ] [2256/3626] Completed NFJ in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:45.190591] [INFO ] [sig       ] [2257/3626] Forecasting NFLX...
[2025-12-05T20:27:45.190639] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-05T20:27:45.190683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-05T20:27:45.202774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-05T20:27:45.203091] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-05T20:27:45.203858] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-05T20:27:45.203907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:45.203964] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:45.203991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:45.204047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:45.264245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:45.265032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:45.265110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:45.265143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:45.384828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:45.384947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:45.384984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:45.385011] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:45.388360] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=26.72%)
[2025-12-05T20:27:45.388654] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-05T20:27:45.388780] [INFO ] [sig       ] NFLX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:45.525124] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NFLX.txt
[2025-12-05T20:27:45.525239] [INFO ] [sig       ] [2257/3626] Completed NFLX in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:45.525277] [INFO ] [sig       ] [2258/3626] Forecasting NFTY...
[2025-12-05T20:27:45.525304] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-05T20:27:45.525332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-05T20:27:45.535295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-05T20:27:45.535588] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-05T20:27:45.536346] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-05T20:27:45.536395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:45.536425] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:45.536451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:45.536505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:45.592566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:45.593170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:45.593242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:45.593273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:45.710729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:45.710892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:45.710932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:45.710959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:45.714324] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=15.88%)
[2025-12-05T20:27:45.714605] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-05T20:27:45.714723] [INFO ] [sig       ] NFTY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:45.850300] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NFTY.txt
[2025-12-05T20:27:45.850441] [INFO ] [sig       ] [2258/3626] Completed NFTY in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:45.850487] [INFO ] [sig       ] [2259/3626] Forecasting NGG...
[2025-12-05T20:27:45.850518] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-05T20:27:45.850555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-05T20:27:45.860820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-05T20:27:45.861097] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-05T20:27:45.861892] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-05T20:27:45.861942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:45.861976] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:45.862002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:45.862058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:45.918909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:45.919497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:45.919588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:45.919623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:46.040374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:46.040519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:46.040559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:46.040606] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:46.043950] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2025-12-05T20:27:46.044214] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-05T20:27:46.044334] [INFO ] [sig       ] NGG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:46.180340] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NGG.txt
[2025-12-05T20:27:46.180461] [INFO ] [sig       ] [2259/3626] Completed NGG in 0.3s | 2.96 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:46.180498] [INFO ] [sig       ] [2260/3626] Forecasting NGL...
[2025-12-05T20:27:46.180526] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-05T20:27:46.180555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-05T20:27:46.191012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2025-12-05T20:27:46.191289] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-05T20:27:46.192083] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-05T20:27:46.192134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:46.192165] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:46.192192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:46.192246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:46.248355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:46.248965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:46.249038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:46.249070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:46.365974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:46.366106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:46.366142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:46.366206] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:46.369591] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-05T20:27:46.369886] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-05T20:27:46.370013] [INFO ] [sig       ] NGL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:46.510853] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NGL.txt
[2025-12-05T20:27:46.510998] [INFO ] [sig       ] [2260/3626] Completed NGL in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:46.511037] [INFO ] [sig       ] [2261/3626] Forecasting NGNE...
[2025-12-05T20:27:46.511065] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-05T20:27:46.511093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-05T20:27:46.521970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2025-12-05T20:27:46.522244] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-05T20:27:46.523041] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-05T20:27:46.523092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:46.523123] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:46.523148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:46.523204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:46.581024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:46.581911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:46.581989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:46.582022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:46.701692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:46.701837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:46.701876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:46.701903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:46.705150] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: UP (p=76.37%)
[2025-12-05T20:27:46.705434] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-05T20:27:46.705560] [INFO ] [sig       ] NGNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:46.842449] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NGNE.txt
[2025-12-05T20:27:46.842585] [INFO ] [sig       ] [2261/3626] Completed NGNE in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:46.842624] [INFO ] [sig       ] [2262/3626] Forecasting NGS...
[2025-12-05T20:27:46.842654] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-05T20:27:46.842684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-05T20:27:46.853128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-05T20:27:46.853454] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-05T20:27:46.854287] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-05T20:27:46.854339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:46.854371] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:46.854398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:46.854456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:46.911938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:46.912646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:46.912723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:46.912757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:47.033364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:47.033516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:47.033556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:47.033602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:47.036946] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-05T20:27:47.037203] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-05T20:27:47.037324] [INFO ] [sig       ] NGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:47.174055] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NGS.txt
[2025-12-05T20:27:47.174179] [INFO ] [sig       ] [2262/3626] Completed NGS in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:47.174216] [INFO ] [sig       ] [2263/3626] Forecasting NGVC...
[2025-12-05T20:27:47.174244] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-05T20:27:47.174274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-05T20:27:47.188315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-05T20:27:47.188795] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-05T20:27:47.189777] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-05T20:27:47.189867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:47.189916] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:47.189955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:47.190031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:47.254009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:47.254867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:47.254948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:47.254981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:47.381257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:47.381406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:47.381447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:47.381473] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:47.384824] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=49.43%)
[2025-12-05T20:27:47.385088] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-05T20:27:47.385209] [INFO ] [sig       ] NGVC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:47.523550] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NGVC.txt
[2025-12-05T20:27:47.523690] [INFO ] [sig       ] [2263/3626] Completed NGVC in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:47.523729] [INFO ] [sig       ] [2264/3626] Forecasting NHI...
[2025-12-05T20:27:47.523757] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-05T20:27:47.523787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-05T20:27:47.534311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-05T20:27:47.534606] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-05T20:27:47.535352] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-05T20:27:47.535402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:47.535434] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:47.535460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:47.535516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:47.594189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:47.594903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:47.594987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:47.595020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:47.712035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:47.712182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:47.712220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:47.712248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:47.715566] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-05T20:27:47.715865] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-05T20:27:47.716003] [INFO ] [sig       ] NHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:47.852923] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NHI.txt
[2025-12-05T20:27:47.853045] [INFO ] [sig       ] [2264/3626] Completed NHI in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:47.853083] [INFO ] [sig       ] [2265/3626] Forecasting NHTC...
[2025-12-05T20:27:47.853110] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-05T20:27:47.853139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-05T20:27:47.863482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-05T20:27:47.863814] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-05T20:27:47.864589] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-05T20:27:47.864639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:47.864675] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:47.864703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:47.864757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:47.920728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:47.921316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:47.921391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:47.921421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:48.029826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:48.029954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:48.029992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:48.030019] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:48.033236] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2025-12-05T20:27:48.033502] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-05T20:27:48.033639] [INFO ] [sig       ] NHTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:48.170098] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NHTC.txt
[2025-12-05T20:27:48.170220] [INFO ] [sig       ] [2265/3626] Completed NHTC in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.7m
[2025-12-05T20:27:48.170257] [INFO ] [sig       ] [2266/3626] Forecasting NI...
[2025-12-05T20:27:48.170286] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-05T20:27:48.170314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-05T20:27:48.181960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-05T20:27:48.182279] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-05T20:27:48.183078] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-05T20:27:48.183129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:48.183163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:48.183199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:48.183277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:48.242286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:48.243038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:48.243120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:48.243153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:48.371603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:48.371750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:48.371788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:48.371817] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:48.375218] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: DOWN (p=41.86%)
[2025-12-05T20:27:48.375506] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-05T20:27:48.375653] [INFO ] [sig       ] NI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:48.520094] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NI.txt
[2025-12-05T20:27:48.520229] [INFO ] [sig       ] [2266/3626] Completed NI in 0.3s | 2.97 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-05T20:27:48.520276] [INFO ] [sig       ] [2267/3626] Forecasting NIC...
[2025-12-05T20:27:48.520317] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-05T20:27:48.520364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-05T20:27:48.532751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2025-12-05T20:27:48.533133] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-05T20:27:48.533931] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-05T20:27:48.533982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:48.534013] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:48.534041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:48.534113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:48.593388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:48.594155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:48.594281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:48.594321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:48.720949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:48.721104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:48.721154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:48.721183] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:48.724842] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-05T20:27:48.725119] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-05T20:27:48.725243] [INFO ] [sig       ] NIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:48.870703] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NIC.txt
[2025-12-05T20:27:48.870841] [INFO ] [sig       ] [2267/3626] Completed NIC in 0.4s | 2.97 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-05T20:27:48.870881] [INFO ] [sig       ] [2268/3626] Forecasting NICE...
[2025-12-05T20:27:48.870910] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-05T20:27:48.870942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-05T20:27:48.882407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-05T20:27:48.882765] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-05T20:27:48.883567] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-05T20:27:48.883647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:48.883679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:48.883707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:48.883764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:48.944597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:48.945296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:48.945384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:48.945422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:49.074091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:49.074242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:49.074285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:49.074315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:49.077673] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2025-12-05T20:27:49.077960] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-05T20:27:49.078113] [INFO ] [sig       ] NICE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:49.222654] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NICE.txt
[2025-12-05T20:27:49.222812] [INFO ] [sig       ] [2268/3626] Completed NICE in 0.4s | 2.96 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-05T20:27:49.222851] [INFO ] [sig       ] [2269/3626] Forecasting NIE...
[2025-12-05T20:27:49.222881] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-05T20:27:49.222914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-05T20:27:49.236408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2025-12-05T20:27:49.236757] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-05T20:27:49.237510] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-05T20:27:49.237559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:49.237613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:49.237642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:49.237699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:49.296107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:49.297003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:49.297087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:49.297120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:49.417292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:49.417450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:49.417495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:49.417522] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:49.420968] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-05T20:27:49.421256] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-05T20:27:49.421378] [INFO ] [sig       ] NIE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:49.566418] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NIE.txt
[2025-12-05T20:27:49.566546] [INFO ] [sig       ] [2269/3626] Completed NIE in 0.3s | 2.96 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:49.566599] [INFO ] [sig       ] [2270/3626] Forecasting NIKL...
[2025-12-05T20:27:49.566628] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-05T20:27:49.566657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-05T20:27:49.576941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-05T20:27:49.577236] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-05T20:27:49.578036] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-05T20:27:49.578085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:49.578115] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:49.578140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:49.578194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:49.634260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:49.634880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:49.634954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:49.634985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:49.749280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:49.749431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:49.749484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:49.749513] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:49.752843] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2025-12-05T20:27:49.753126] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-05T20:27:49.753245] [INFO ] [sig       ] NIKL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:49.891503] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NIKL.txt
[2025-12-05T20:27:49.891697] [INFO ] [sig       ] [2270/3626] Completed NIKL in 0.3s | 2.96 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:49.891738] [INFO ] [sig       ] [2271/3626] Forecasting NIM...
[2025-12-05T20:27:49.891767] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-05T20:27:49.891797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-05T20:27:49.901690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-05T20:27:49.901976] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-05T20:27:49.902732] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-05T20:27:49.902781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:49.902812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:49.902838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:49.902892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:49.958990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:49.959642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:49.959715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:49.959746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:50.063084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:50.063231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:50.063270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:50.063298] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:50.066602] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-05T20:27:50.066878] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-05T20:27:50.067000] [INFO ] [sig       ] NIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:50.203801] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NIM.txt
[2025-12-05T20:27:50.203925] [INFO ] [sig       ] [2271/3626] Completed NIM in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:50.203962] [INFO ] [sig       ] [2272/3626] Forecasting NIO...
[2025-12-05T20:27:50.203991] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-05T20:27:50.204020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-05T20:27:50.214345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-05T20:27:50.214636] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-05T20:27:50.215375] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-05T20:27:50.215424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:50.215454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:50.215480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:50.215536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:50.275466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:50.276451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:50.276560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:50.276618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:50.400589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:50.400717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:50.400756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:50.400782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:50.404066] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=28.18%)
[2025-12-05T20:27:50.404325] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-05T20:27:50.404445] [INFO ] [sig       ] NIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:50.542247] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NIO.txt
[2025-12-05T20:27:50.542390] [INFO ] [sig       ] [2272/3626] Completed NIO in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:50.542436] [INFO ] [sig       ] [2273/3626] Forecasting NIPG...
[2025-12-05T20:27:50.542465] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-05T20:27:50.542494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-05T20:27:50.552784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-05T20:27:50.553101] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-05T20:27:50.553924] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-05T20:27:50.553973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:50.554006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:50.554032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:50.554088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:50.609813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:50.610636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:50.610713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:50.610744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:50.721700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:50.721842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:50.721880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:50.721909] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:50.725158] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: UP (p=51.02%)
[2025-12-05T20:27:50.725414] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-05T20:27:50.725528] [INFO ] [sig       ] NIPG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:50.861922] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NIPG.txt
[2025-12-05T20:27:50.862053] [INFO ] [sig       ] [2273/3626] Completed NIPG in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:50.862090] [INFO ] [sig       ] [2274/3626] Forecasting NISN...
[2025-12-05T20:27:50.862120] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-05T20:27:50.862149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-05T20:27:50.872194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-05T20:27:50.872510] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-05T20:27:50.873314] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-05T20:27:50.873363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:50.873444] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:50.873485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:50.873566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:50.929054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:50.929751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:50.929827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:50.929866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:51.036134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:51.036284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:51.036322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:51.036348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:51.039664] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-05T20:27:51.039924] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-05T20:27:51.040043] [INFO ] [sig       ] NISN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:51.178056] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NISN.txt
[2025-12-05T20:27:51.178190] [INFO ] [sig       ] [2274/3626] Completed NISN in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:51.178229] [INFO ] [sig       ] [2275/3626] Forecasting NITO...
[2025-12-05T20:27:51.178258] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-05T20:27:51.178286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-05T20:27:51.188915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-05T20:27:51.189212] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-05T20:27:51.190028] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-05T20:27:51.190078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:51.190111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:51.190137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:51.190193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:51.245171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:51.245834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:51.245909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:51.245940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:51.358295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:51.358430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:51.358470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:51.358499] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:51.361796] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-05T20:27:51.362054] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-05T20:27:51.362175] [INFO ] [sig       ] NITO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:51.498057] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NITO.txt
[2025-12-05T20:27:51.498187] [INFO ] [sig       ] [2275/3626] Completed NITO in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:51.498224] [INFO ] [sig       ] [2276/3626] Forecasting NKSH...
[2025-12-05T20:27:51.498258] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-05T20:27:51.498291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-05T20:27:51.508746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-05T20:27:51.509047] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-05T20:27:51.509806] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-05T20:27:51.509863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:51.509902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:51.509934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:51.510001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:51.566070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:51.566647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:51.566719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:51.566750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:51.665566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:51.665692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:51.665727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:51.665755] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:51.668926] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-05T20:27:51.669175] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-05T20:27:51.669289] [INFO ] [sig       ] NKSH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:51.814414] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NKSH.txt
[2025-12-05T20:27:51.814525] [INFO ] [sig       ] [2276/3626] Completed NKSH in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:51.814562] [INFO ] [sig       ] [2277/3626] Forecasting NKTX...
[2025-12-05T20:27:51.814608] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-05T20:27:51.814639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-05T20:27:51.825286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2025-12-05T20:27:51.825535] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-05T20:27:51.826321] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-05T20:27:51.826369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:51.826399] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:51.826424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:51.826479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:51.887243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:51.887973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:51.888049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:51.888083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:52.000245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:52.000362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:52.000399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:52.000456] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:52.003764] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-05T20:27:52.004021] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-05T20:27:52.004138] [INFO ] [sig       ] NKTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:52.147159] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NKTX.txt
[2025-12-05T20:27:52.147271] [INFO ] [sig       ] [2277/3626] Completed NKTX in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:52.147307] [INFO ] [sig       ] [2278/3626] Forecasting NKX...
[2025-12-05T20:27:52.147342] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-05T20:27:52.147373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-05T20:27:52.157694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-05T20:27:52.158022] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-05T20:27:52.158861] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-05T20:27:52.158913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:52.158945] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:52.158972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:52.159028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:52.215933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:52.216538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:52.216632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:52.216667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:52.334168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:52.334276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:52.334311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:52.334339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:52.337459] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=60.05%)
[2025-12-05T20:27:52.337730] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-05T20:27:52.337862] [INFO ] [sig       ] NKX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:52.482729] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NKX.txt
[2025-12-05T20:27:52.482838] [INFO ] [sig       ] [2278/3626] Completed NKX in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:52.482875] [INFO ] [sig       ] [2279/3626] Forecasting NLOP...
[2025-12-05T20:27:52.482903] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-05T20:27:52.482934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-05T20:27:52.493365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-05T20:27:52.493635] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-05T20:27:52.494369] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-05T20:27:52.494418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:52.494448] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:52.494474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:52.494530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:52.549823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:52.550438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:52.550513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:52.550543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:52.664949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:52.665092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:52.665132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:52.665160] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:52.668494] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=48.90%)
[2025-12-05T20:27:52.668776] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-05T20:27:52.668905] [INFO ] [sig       ] NLOP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:52.810447] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NLOP.txt
[2025-12-05T20:27:52.810606] [INFO ] [sig       ] [2279/3626] Completed NLOP in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:52.810649] [INFO ] [sig       ] [2280/3626] Forecasting NLY...
[2025-12-05T20:27:52.810678] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-05T20:27:52.810711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-05T20:27:52.821910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-05T20:27:52.822200] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-05T20:27:52.823010] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-05T20:27:52.823066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:52.823099] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:52.823125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:52.823181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:52.882506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:52.883225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:52.883308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:52.883341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:53.016488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:53.016662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:53.016706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:53.016734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:53.020182] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=87.18%)
[2025-12-05T20:27:53.020451] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-05T20:27:53.020592] [INFO ] [sig       ] NLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:53.155919] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NLY.txt
[2025-12-05T20:27:53.156047] [INFO ] [sig       ] [2280/3626] Completed NLY in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:53.156085] [INFO ] [sig       ] [2281/3626] Forecasting NMAI...
[2025-12-05T20:27:53.156114] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-05T20:27:53.156144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-05T20:27:53.166746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-05T20:27:53.167019] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-05T20:27:53.167821] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-05T20:27:53.167872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:53.167905] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:53.167932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:53.167989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:53.223681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:53.224281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:53.224357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:53.224388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:53.339997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:53.340161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:53.340201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:53.340248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:53.343744] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-05T20:27:53.344015] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-05T20:27:53.344138] [INFO ] [sig       ] NMAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:53.485611] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NMAI.txt
[2025-12-05T20:27:53.485751] [INFO ] [sig       ] [2281/3626] Completed NMAI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:53.485790] [INFO ] [sig       ] [2282/3626] Forecasting NMCO...
[2025-12-05T20:27:53.485819] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-05T20:27:53.485847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-05T20:27:53.496666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-05T20:27:53.496934] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-05T20:27:53.497700] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-05T20:27:53.497749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:53.497779] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:53.497832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:53.497891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:53.555233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:53.555888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:53.555972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:53.556013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:53.679444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:53.679616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:53.679659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:53.679689] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:53.683105] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=55.45%)
[2025-12-05T20:27:53.683363] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-05T20:27:53.683480] [INFO ] [sig       ] NMCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:53.822129] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NMCO.txt
[2025-12-05T20:27:53.822264] [INFO ] [sig       ] [2282/3626] Completed NMCO in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.6m
[2025-12-05T20:27:53.822302] [INFO ] [sig       ] [2283/3626] Forecasting NMFC...
[2025-12-05T20:27:53.822329] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-05T20:27:53.822358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-05T20:27:53.833009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-05T20:27:53.833301] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-05T20:27:53.834060] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-05T20:27:53.834108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:53.834138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:53.834167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:53.834239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:53.890382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:53.891253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:53.891339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:53.891413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:54.011639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:54.011800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:54.011841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:54.011870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:54.015218] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=22.47%)
[2025-12-05T20:27:54.015498] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-05T20:27:54.015657] [INFO ] [sig       ] NMFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:54.154163] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NMFC.txt
[2025-12-05T20:27:54.154312] [INFO ] [sig       ] [2283/3626] Completed NMFC in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-05T20:27:54.154349] [INFO ] [sig       ] [2284/3626] Forecasting NMG...
[2025-12-05T20:27:54.154380] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-05T20:27:54.154409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-05T20:27:54.165295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-05T20:27:54.165599] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-05T20:27:54.166342] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-05T20:27:54.166391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:54.166421] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:54.166448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:54.166503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:54.225803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:54.226743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:54.226852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:54.226885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:54.342445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:54.342614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:54.342655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:54.342683] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:54.345968] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=38.56%)
[2025-12-05T20:27:54.346254] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-05T20:27:54.346373] [INFO ] [sig       ] NMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:54.484695] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NMG.txt
[2025-12-05T20:27:54.484844] [INFO ] [sig       ] [2284/3626] Completed NMG in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-05T20:27:54.484885] [INFO ] [sig       ] [2285/3626] Forecasting NMI...
[2025-12-05T20:27:54.484916] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-05T20:27:54.484946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-05T20:27:54.495112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-05T20:27:54.495424] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-05T20:27:54.496227] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-05T20:27:54.496278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:54.496309] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:54.496353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:54.496410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:54.552072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:54.552814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:54.552890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:54.552922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:54.656142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:54.656294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:54.656332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:54.656361] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:54.659698] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: UP (p=90.09%)
[2025-12-05T20:27:54.659955] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-05T20:27:54.660074] [INFO ] [sig       ] NMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:54.795798] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NMI.txt
[2025-12-05T20:27:54.795912] [INFO ] [sig       ] [2285/3626] Completed NMI in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-05T20:27:54.795948] [INFO ] [sig       ] [2286/3626] Forecasting NMIH...
[2025-12-05T20:27:54.795979] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-05T20:27:54.796010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-05T20:27:54.807535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-05T20:27:54.807870] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-05T20:27:54.808702] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-05T20:27:54.808751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:54.808782] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:54.808807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:54.808861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:54.865034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:54.865643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:54.865720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:54.865753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:54.976588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:54.976708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:54.976745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:54.976772] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:54.980079] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=8.34%)
[2025-12-05T20:27:54.980351] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-05T20:27:54.980472] [INFO ] [sig       ] NMIH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:55.117111] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NMIH.txt
[2025-12-05T20:27:55.117228] [INFO ] [sig       ] [2286/3626] Completed NMIH in 0.3s | 2.97 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-05T20:27:55.117265] [INFO ] [sig       ] [2287/3626] Forecasting NMM...
[2025-12-05T20:27:55.117293] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-05T20:27:55.117321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-05T20:27:55.127983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-05T20:27:55.128342] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-05T20:27:55.129187] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-05T20:27:55.129235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:55.129266] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:55.129292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:55.129348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:55.187729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:55.188498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:55.188594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:55.188629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:55.308132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:55.308247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:55.308284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:55.308312] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:55.311791] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-05T20:27:55.312055] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-05T20:27:55.312175] [INFO ] [sig       ] NMM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:55.451980] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NMM.txt
[2025-12-05T20:27:55.452125] [INFO ] [sig       ] [2287/3626] Completed NMM in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:55.452162] [INFO ] [sig       ] [2288/3626] Forecasting NMRA...
[2025-12-05T20:27:55.452191] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-05T20:27:55.452220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-05T20:27:55.462634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-05T20:27:55.462912] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-05T20:27:55.463692] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-05T20:27:55.463742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:55.463773] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:55.463799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:55.463854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:55.520205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:55.520817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:55.520891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:55.520924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:55.641442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:55.641594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:55.641634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:55.641662] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:55.645064] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-05T20:27:55.645325] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-05T20:27:55.645448] [INFO ] [sig       ] NMRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:55.792263] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NMRA.txt
[2025-12-05T20:27:55.792386] [INFO ] [sig       ] [2288/3626] Completed NMRA in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:55.792424] [INFO ] [sig       ] [2289/3626] Forecasting NMRK...
[2025-12-05T20:27:55.792453] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-05T20:27:55.792487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-05T20:27:55.803288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2025-12-05T20:27:55.803611] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-05T20:27:55.804392] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-05T20:27:55.804442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:55.804473] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:55.804501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:55.804557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:55.862456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:55.863085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:55.863161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:55.863193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:55.983995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:55.984132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:55.984170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:55.984202] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:55.987441] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2025-12-05T20:27:55.987712] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-05T20:27:55.987856] [INFO ] [sig       ] NMRK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:56.130708] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NMRK.txt
[2025-12-05T20:27:56.130830] [INFO ] [sig       ] [2289/3626] Completed NMRK in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:56.130868] [INFO ] [sig       ] [2290/3626] Forecasting NN...
[2025-12-05T20:27:56.130896] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-05T20:27:56.130925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-05T20:27:56.141526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-05T20:27:56.141850] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-05T20:27:56.142638] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-05T20:27:56.142688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:56.142720] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:56.142747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:56.142802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:56.200365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:56.201014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:56.201091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:56.201123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:56.318084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:56.318228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:56.318266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:56.318294] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:56.321518] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-05T20:27:56.321789] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-05T20:27:56.321906] [INFO ] [sig       ] NN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:56.467505] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NN.txt
[2025-12-05T20:27:56.467673] [INFO ] [sig       ] [2290/3626] Completed NN in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:56.467719] [INFO ] [sig       ] [2291/3626] Forecasting NNDM...
[2025-12-05T20:27:56.467748] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-05T20:27:56.467778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-05T20:27:56.478536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-05T20:27:56.478839] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-05T20:27:56.479657] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-05T20:27:56.479705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:56.479770] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:56.479809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:56.479889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:56.539281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:56.540129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:56.540209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:56.540243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:56.661116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:56.661259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:56.661298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:56.661326] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:56.664626] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: DOWN (p=30.64%)
[2025-12-05T20:27:56.664890] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-05T20:27:56.665009] [INFO ] [sig       ] NNDM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:56.807258] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NNDM.txt
[2025-12-05T20:27:56.807388] [INFO ] [sig       ] [2291/3626] Completed NNDM in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:56.807425] [INFO ] [sig       ] [2292/3626] Forecasting NNE...
[2025-12-05T20:27:56.807455] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-05T20:27:56.807485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-05T20:27:56.818120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-05T20:27:56.818414] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-05T20:27:56.819239] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-05T20:27:56.819289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:56.819320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:56.819347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:56.819403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:56.877018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:56.877655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:56.877730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:56.877764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:57.000707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:57.000854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:57.000891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:57.000919] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:57.004201] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-05T20:27:57.004476] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-05T20:27:57.004610] [INFO ] [sig       ] NNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:57.150141] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NNE.txt
[2025-12-05T20:27:57.150291] [INFO ] [sig       ] [2292/3626] Completed NNE in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:57.150334] [INFO ] [sig       ] [2293/3626] Forecasting NNI...
[2025-12-05T20:27:57.150369] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-05T20:27:57.150398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-05T20:27:57.161766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-05T20:27:57.162087] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-05T20:27:57.162909] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-05T20:27:57.162970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:57.163017] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:57.163064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:57.163145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:57.223757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:57.224426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:57.224504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:57.224538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:57.351013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:57.351180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:57.351221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:57.351250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:57.354646] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2025-12-05T20:27:57.354916] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-05T20:27:57.355040] [INFO ] [sig       ] NNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:57.495333] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NNI.txt
[2025-12-05T20:27:57.495465] [INFO ] [sig       ] [2293/3626] Completed NNI in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:57.495503] [INFO ] [sig       ] [2294/3626] Forecasting NNN...
[2025-12-05T20:27:57.495531] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-05T20:27:57.495561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-05T20:27:57.505925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-05T20:27:57.506255] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-05T20:27:57.507126] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-05T20:27:57.507179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:57.507210] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:57.507237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:57.507294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:57.564011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:57.564739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:57.564817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:57.564850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:57.682718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:57.682877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:57.682917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:57.682971] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:57.687250] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-05T20:27:57.687521] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-05T20:27:57.687678] [INFO ] [sig       ] NNN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:57.827565] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NNN.txt
[2025-12-05T20:27:57.827710] [INFO ] [sig       ] [2294/3626] Completed NNN in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:57.827746] [INFO ] [sig       ] [2295/3626] Forecasting NNOX...
[2025-12-05T20:27:57.827775] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-05T20:27:57.827824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-05T20:27:57.838260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2025-12-05T20:27:57.838555] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-05T20:27:57.839372] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-05T20:27:57.839422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:57.839454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:57.839480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:57.839535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:57.897514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:57.898189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:57.898266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:57.898299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:58.020287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:58.020429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:58.020468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:58.020496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:58.023810] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-05T20:27:58.024074] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-05T20:27:58.024195] [INFO ] [sig       ] NNOX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:58.171201] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NNOX.txt
[2025-12-05T20:27:58.171320] [INFO ] [sig       ] [2295/3626] Completed NNOX in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:58.171356] [INFO ] [sig       ] [2296/3626] Forecasting NNY...
[2025-12-05T20:27:58.171384] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-05T20:27:58.171413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-05T20:27:58.181543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-05T20:27:58.181848] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-05T20:27:58.182671] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-05T20:27:58.182721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:58.182754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:58.182781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:58.182838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:58.240776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:58.241408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:58.241483] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:58.241516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:58.350473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:58.350633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:58.350673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:58.350701] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:58.353919] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=8.55%)
[2025-12-05T20:27:58.354173] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-05T20:27:58.354292] [INFO ] [sig       ] NNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:58.512425] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NNY.txt
[2025-12-05T20:27:58.512591] [INFO ] [sig       ] [2296/3626] Completed NNY in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:58.512632] [INFO ] [sig       ] [2297/3626] Forecasting NOA...
[2025-12-05T20:27:58.512661] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-05T20:27:58.512693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-05T20:27:58.523976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2025-12-05T20:27:58.524247] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-05T20:27:58.525020] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-05T20:27:58.525070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:58.525102] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:58.525130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:58.525185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:58.583283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:58.583933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:58.584009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:58.584042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:58.703867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:58.704011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:58.704047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:58.704076] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:58.707315] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-05T20:27:58.707585] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-05T20:27:58.707704] [INFO ] [sig       ] NOA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:58.853612] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NOA.txt
[2025-12-05T20:27:58.853783] [INFO ] [sig       ] [2297/3626] Completed NOA in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:58.853824] [INFO ] [sig       ] [2298/3626] Forecasting NOAH...
[2025-12-05T20:27:58.853854] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-05T20:27:58.853883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-05T20:27:58.864678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-05T20:27:58.865038] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-05T20:27:58.865796] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-05T20:27:58.865845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:58.865892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:58.865919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:58.865975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:58.923814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:58.924699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:58.924784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:58.924817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:59.047140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:59.047294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:59.047334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:59.047363] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:59.050812] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=1.92%)
[2025-12-05T20:27:59.051070] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-05T20:27:59.051189] [INFO ] [sig       ] NOAH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:59.192255] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NOAH.txt
[2025-12-05T20:27:59.192366] [INFO ] [sig       ] [2298/3626] Completed NOAH in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:59.192403] [INFO ] [sig       ] [2299/3626] Forecasting NODK...
[2025-12-05T20:27:59.192432] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-05T20:27:59.192460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-05T20:27:59.202336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-05T20:27:59.202560] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-05T20:27:59.203299] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-05T20:27:59.203348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:59.203379] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:59.203404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:59.203460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:59.260186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:59.260812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:59.260887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:59.260920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:59.358934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:59.359076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:59.359118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:59.359145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:59.362434] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-05T20:27:59.362720] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-05T20:27:59.362846] [INFO ] [sig       ] NODK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:27:59.502181] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NODK.txt
[2025-12-05T20:27:59.502345] [INFO ] [sig       ] [2299/3626] Completed NODK in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:59.502386] [INFO ] [sig       ] [2300/3626] Forecasting NOG...
[2025-12-05T20:27:59.502414] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-05T20:27:59.502444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-05T20:27:59.513518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-05T20:27:59.513802] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-05T20:27:59.514557] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-05T20:27:59.514625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:59.514657] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:59.514682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:59.514736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:59.571451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:59.572266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:59.572345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:59.572378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:27:59.694620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:27:59.694787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:27:59.694834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:27:59.694864] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:27:59.698508] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-05T20:27:59.698801] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-05T20:27:59.698928] [INFO ] [sig       ] NOG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:27:59.836536] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NOG.txt
[2025-12-05T20:27:59.836685] [INFO ] [sig       ] [2300/3626] Completed NOG in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.5m
[2025-12-05T20:27:59.836724] [INFO ] [sig       ] [2301/3626] Forecasting NOMD...
[2025-12-05T20:27:59.836752] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-05T20:27:59.836781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-05T20:27:59.899336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2025-12-05T20:27:59.899759] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-05T20:27:59.900546] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-05T20:27:59.900612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:27:59.900644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:27:59.900670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:27:59.900725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:27:59.956777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:27:59.957665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:27:59.957779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:27:59.957845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:00.073862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:00.074015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:00.074054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:00.074082] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:00.077337] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=2.58%)
[2025-12-05T20:28:00.077608] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-05T20:28:00.077730] [INFO ] [sig       ] NOMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:00.215390] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NOMD.txt
[2025-12-05T20:28:00.215513] [INFO ] [sig       ] [2301/3626] Completed NOMD in 0.4s | 2.97 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-05T20:28:00.215557] [INFO ] [sig       ] [2302/3626] Forecasting NOTE...
[2025-12-05T20:28:00.215619] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-05T20:28:00.215650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-05T20:28:00.225890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-05T20:28:00.226190] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-05T20:28:00.226946] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-05T20:28:00.226995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:00.227025] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:00.227051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:00.227106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:00.285958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:00.286745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:00.286823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:00.286857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:00.403930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:00.404073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:00.404111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:00.404137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:00.407369] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=97.66%)
[2025-12-05T20:28:00.407638] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-05T20:28:00.407758] [INFO ] [sig       ] NOTE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:00.553114] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NOTE.txt
[2025-12-05T20:28:00.554006] [INFO ] [sig       ] [2302/3626] Completed NOTE in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-05T20:28:00.554046] [INFO ] [sig       ] [2303/3626] Forecasting NPCE...
[2025-12-05T20:28:00.554075] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-05T20:28:00.554105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-05T20:28:00.564885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-05T20:28:00.565149] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-05T20:28:00.565909] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-05T20:28:00.565958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:00.565989] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:00.566014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:00.566070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:00.623734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:00.624343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:00.624418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:00.624451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:00.742412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:00.742554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:00.742612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:00.742643] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:00.745997] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=89.73%)
[2025-12-05T20:28:00.746264] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-05T20:28:00.746402] [INFO ] [sig       ] NPCE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:00.883915] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NPCE.txt
[2025-12-05T20:28:00.884052] [INFO ] [sig       ] [2303/3626] Completed NPCE in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-05T20:28:00.884092] [INFO ] [sig       ] [2304/3626] Forecasting NPFD...
[2025-12-05T20:28:00.884124] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-05T20:28:00.884153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-05T20:28:00.894862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-05T20:28:00.895138] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-05T20:28:00.895890] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-05T20:28:00.895939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:00.895970] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:00.895997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:00.896052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:00.951597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:00.952419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:00.952496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:00.952528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:01.069329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:01.069490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:01.069529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:01.069558] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:01.072937] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=56.36%)
[2025-12-05T20:28:01.073242] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-05T20:28:01.073370] [INFO ] [sig       ] NPFD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:01.211446] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NPFD.txt
[2025-12-05T20:28:01.211616] [INFO ] [sig       ] [2304/3626] Completed NPFD in 0.3s | 2.97 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-05T20:28:01.211656] [INFO ] [sig       ] [2305/3626] Forecasting NPK...
[2025-12-05T20:28:01.211684] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-05T20:28:01.211713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-05T20:28:01.221782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2025-12-05T20:28:01.222029] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-05T20:28:01.222792] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-05T20:28:01.222841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:01.222872] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:01.222898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:01.222953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:01.282012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:01.282615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:01.282688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:01.282719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:01.409615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:01.409775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:01.409831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:01.409860] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:01.413185] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: DOWN (p=39.48%)
[2025-12-05T20:28:01.413459] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-05T20:28:01.413602] [INFO ] [sig       ] NPK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:01.552253] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NPK.txt
[2025-12-05T20:28:01.552375] [INFO ] [sig       ] [2305/3626] Completed NPK in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:01.552412] [INFO ] [sig       ] [2306/3626] Forecasting NPO...
[2025-12-05T20:28:01.552439] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-05T20:28:01.552467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-05T20:28:01.563129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-05T20:28:01.563360] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-05T20:28:01.564121] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-05T20:28:01.564172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:01.564206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:01.564232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:01.564287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:01.621953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:01.622562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:01.622651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:01.622683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:01.739504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:01.739658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:01.739695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:01.739722] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:01.742909] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=87.26%)
[2025-12-05T20:28:01.743166] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-05T20:28:01.743283] [INFO ] [sig       ] NPO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:01.881407] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NPO.txt
[2025-12-05T20:28:01.881541] [INFO ] [sig       ] [2306/3626] Completed NPO in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:01.881599] [INFO ] [sig       ] [2307/3626] Forecasting NQP...
[2025-12-05T20:28:01.881631] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-05T20:28:01.881663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-05T20:28:01.892112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2025-12-05T20:28:01.892404] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-05T20:28:01.893169] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-05T20:28:01.893220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:01.893252] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:01.893278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:01.893333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:01.949767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:01.950344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:01.950434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:01.950466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:02.074256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:02.074422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:02.074462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:02.074490] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:02.077839] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=74.89%)
[2025-12-05T20:28:02.078110] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-05T20:28:02.078230] [INFO ] [sig       ] NQP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:02.216454] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NQP.txt
[2025-12-05T20:28:02.216594] [INFO ] [sig       ] [2307/3626] Completed NQP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:02.216634] [INFO ] [sig       ] [2308/3626] Forecasting NRC...
[2025-12-05T20:28:02.216663] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-05T20:28:02.216692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-05T20:28:02.227140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-05T20:28:02.227409] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-05T20:28:02.228193] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-05T20:28:02.228243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:02.228298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:02.228325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:02.228381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:02.285416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:02.286091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:02.286169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:02.286202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:02.412735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:02.412884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:02.412923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:02.412950] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:02.416202] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=50.68%)
[2025-12-05T20:28:02.416461] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-05T20:28:02.416605] [INFO ] [sig       ] NRC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:02.570261] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NRC.txt
[2025-12-05T20:28:02.570427] [INFO ] [sig       ] [2308/3626] Completed NRC in 0.4s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:02.570466] [INFO ] [sig       ] [2309/3626] Forecasting NRDS...
[2025-12-05T20:28:02.570496] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-05T20:28:02.570527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-05T20:28:02.581893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-05T20:28:02.582246] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-05T20:28:02.583042] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-05T20:28:02.583092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:02.583124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:02.583168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:02.583227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:02.641517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:02.642384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:02.642466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:02.642499] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:02.757765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:02.757943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:02.757984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:02.758012] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:02.761340] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-05T20:28:02.761629] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-05T20:28:02.761751] [INFO ] [sig       ] NRDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:02.904498] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NRDS.txt
[2025-12-05T20:28:02.904654] [INFO ] [sig       ] [2309/3626] Completed NRDS in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:02.904700] [INFO ] [sig       ] [2310/3626] Forecasting NREF...
[2025-12-05T20:28:02.904731] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-05T20:28:02.904760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-05T20:28:02.915728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2025-12-05T20:28:02.916016] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-05T20:28:02.916800] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-05T20:28:02.916850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:02.916882] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:02.916908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:02.916963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:02.973538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:02.974266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:02.974344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:02.974377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:03.093133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:03.093286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:03.093326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:03.093353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:03.096609] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2025-12-05T20:28:03.096885] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-05T20:28:03.097008] [INFO ] [sig       ] NREF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:03.234062] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NREF.txt
[2025-12-05T20:28:03.234217] [INFO ] [sig       ] [2310/3626] Completed NREF in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:03.234257] [INFO ] [sig       ] [2311/3626] Forecasting NRG...
[2025-12-05T20:28:03.234287] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-05T20:28:03.234319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-05T20:28:03.245226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-05T20:28:03.245531] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-05T20:28:03.246337] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-05T20:28:03.246387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:03.246418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:03.246445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:03.246500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:03.304007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:03.304903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:03.304995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:03.305027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:03.429482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:03.429640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:03.429680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:03.429737] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:03.433014] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-05T20:28:03.433275] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-05T20:28:03.433395] [INFO ] [sig       ] NRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:03.571207] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NRG.txt
[2025-12-05T20:28:03.571335] [INFO ] [sig       ] [2311/3626] Completed NRG in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:03.571372] [INFO ] [sig       ] [2312/3626] Forecasting NRIM...
[2025-12-05T20:28:03.571400] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-05T20:28:03.571430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-05T20:28:03.581860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-05T20:28:03.582116] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-05T20:28:03.582879] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-05T20:28:03.582928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:03.582958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:03.582985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:03.583040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:03.641684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:03.642422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:03.642497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:03.642529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:03.768587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:03.768733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:03.768772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:03.768799] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:03.772085] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=64.83%)
[2025-12-05T20:28:03.772351] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-05T20:28:03.772470] [INFO ] [sig       ] NRIM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:03.911412] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NRIM.txt
[2025-12-05T20:28:03.911536] [INFO ] [sig       ] [2312/3626] Completed NRIM in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:03.911588] [INFO ] [sig       ] [2313/3626] Forecasting NRIX...
[2025-12-05T20:28:03.911619] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-05T20:28:03.911655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-05T20:28:03.922259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2025-12-05T20:28:03.922526] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-05T20:28:03.923274] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-05T20:28:03.923323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:03.923353] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:03.923378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:03.923434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:03.981207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:03.981981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:03.982060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:03.982093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:04.103591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:04.103738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:04.103776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:04.103803] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:04.107078] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=41.65%)
[2025-12-05T20:28:04.107335] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-05T20:28:04.107451] [INFO ] [sig       ] NRIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:04.245035] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NRIX.txt
[2025-12-05T20:28:04.245155] [INFO ] [sig       ] [2313/3626] Completed NRIX in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:04.245192] [INFO ] [sig       ] [2314/3626] Forecasting NRK...
[2025-12-05T20:28:04.245225] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-05T20:28:04.245256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-05T20:28:04.255472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-05T20:28:04.255773] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-05T20:28:04.256553] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-05T20:28:04.256628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:04.256663] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:04.256690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:04.256748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:04.313625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:04.314229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:04.314302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:04.314333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:04.428514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:04.428665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:04.428703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:04.428731] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:04.432007] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-05T20:28:04.432291] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-05T20:28:04.432416] [INFO ] [sig       ] NRK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:04.569705] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NRK.txt
[2025-12-05T20:28:04.569825] [INFO ] [sig       ] [2314/3626] Completed NRK in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:04.569862] [INFO ] [sig       ] [2315/3626] Forecasting NRP...
[2025-12-05T20:28:04.569891] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-05T20:28:04.569919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-05T20:28:04.582350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2025-12-05T20:28:04.582687] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-05T20:28:04.583552] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-05T20:28:04.583631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:04.583669] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:04.583701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:04.583774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:04.647723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:04.648381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:04.648457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:04.648488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:04.764542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:04.764713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:04.764755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:04.764784] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:04.768161] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-05T20:28:04.768438] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-05T20:28:04.768562] [INFO ] [sig       ] NRP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:04.905961] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NRP.txt
[2025-12-05T20:28:04.906085] [INFO ] [sig       ] [2315/3626] Completed NRP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:04.906123] [INFO ] [sig       ] [2316/3626] Forecasting NRXP...
[2025-12-05T20:28:04.906151] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-05T20:28:04.906180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-05T20:28:04.916917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2025-12-05T20:28:04.917177] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-05T20:28:04.917956] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-05T20:28:04.918004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:04.918034] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:04.918060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:04.918115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:04.973700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:04.974358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:04.974432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:04.974463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:05.088135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:05.088286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:05.088324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:05.088389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:05.091655] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-05T20:28:05.091915] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-05T20:28:05.092035] [INFO ] [sig       ] NRXP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:05.228556] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NRXP.txt
[2025-12-05T20:28:05.228716] [INFO ] [sig       ] [2316/3626] Completed NRXP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:05.228753] [INFO ] [sig       ] [2317/3626] Forecasting NSC...
[2025-12-05T20:28:05.228782] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-05T20:28:05.228811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-05T20:28:05.239433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-05T20:28:05.239732] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-05T20:28:05.240465] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-05T20:28:05.240514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:05.240545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:05.240593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:05.240653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:05.297336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:05.298183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:05.298262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:05.298295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:05.417152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:05.417277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:05.417320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:05.417348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:05.420619] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2025-12-05T20:28:05.420876] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-05T20:28:05.420994] [INFO ] [sig       ] NSC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:05.557023] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NSC.txt
[2025-12-05T20:28:05.557145] [INFO ] [sig       ] [2317/3626] Completed NSC in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:05.557183] [INFO ] [sig       ] [2318/3626] Forecasting NSP...
[2025-12-05T20:28:05.557211] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-05T20:28:05.557244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-05T20:28:05.568459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2025-12-05T20:28:05.568729] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-05T20:28:05.569477] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-05T20:28:05.569526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:05.569556] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:05.569604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:05.569662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:05.626286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:05.626920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:05.627020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:05.627053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:05.749655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:05.749783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:05.749821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:05.749849] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:05.753048] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-05T20:28:05.753308] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-05T20:28:05.753423] [INFO ] [sig       ] NSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:05.893402] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NSP.txt
[2025-12-05T20:28:05.893524] [INFO ] [sig       ] [2318/3626] Completed NSP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.4m
[2025-12-05T20:28:05.893560] [INFO ] [sig       ] [2319/3626] Forecasting NSSC...
[2025-12-05T20:28:05.893607] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-05T20:28:05.893639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-05T20:28:05.905856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2025-12-05T20:28:05.906090] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-05T20:28:05.906857] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-05T20:28:05.906906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:05.906936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:05.906962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:05.907022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:05.962888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:05.963453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:05.963525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:05.963557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:06.084085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:06.084237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:06.084276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:06.084306] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:06.087712] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2025-12-05T20:28:06.088076] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-05T20:28:06.088211] [INFO ] [sig       ] NSSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:06.226981] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NSSC.txt
[2025-12-05T20:28:06.227102] [INFO ] [sig       ] [2319/3626] Completed NSSC in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-05T20:28:06.227139] [INFO ] [sig       ] [2320/3626] Forecasting NTAP...
[2025-12-05T20:28:06.227169] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-05T20:28:06.227198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-05T20:28:06.237356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-05T20:28:06.237619] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-05T20:28:06.238405] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-05T20:28:06.238454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:06.238484] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:06.238511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:06.238769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:06.295112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:06.295719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:06.295791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:06.295822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:06.415464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:06.415642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:06.415685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:06.415713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:06.419260] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-05T20:28:06.419563] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-05T20:28:06.419721] [INFO ] [sig       ] NTAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:06.560471] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTAP.txt
[2025-12-05T20:28:06.560638] [INFO ] [sig       ] [2320/3626] Completed NTAP in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-05T20:28:06.560679] [INFO ] [sig       ] [2321/3626] Forecasting NTB...
[2025-12-05T20:28:06.560708] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-05T20:28:06.560738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-05T20:28:06.571827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-05T20:28:06.572205] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-05T20:28:06.573025] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-05T20:28:06.573076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:06.573109] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:06.573136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:06.573192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:06.631564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:06.632441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:06.632520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:06.632552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:06.747316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:06.747467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:06.747506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:06.747536] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:06.750978] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=74.12%)
[2025-12-05T20:28:06.751246] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-05T20:28:06.751372] [INFO ] [sig       ] NTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:06.888157] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTB.txt
[2025-12-05T20:28:06.888336] [INFO ] [sig       ] [2321/3626] Completed NTB in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-05T20:28:06.888377] [INFO ] [sig       ] [2322/3626] Forecasting NTES...
[2025-12-05T20:28:06.888407] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-05T20:28:06.888438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-05T20:28:06.898891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-05T20:28:06.899174] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-05T20:28:06.899968] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-05T20:28:06.900029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:06.900063] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:06.900089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:06.900147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:06.957277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:06.957943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:06.958021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:06.958052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:07.080478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:07.080653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:07.080694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:07.080722] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:07.083951] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-05T20:28:07.084216] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-05T20:28:07.084335] [INFO ] [sig       ] NTES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:07.222064] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NTES.txt
[2025-12-05T20:28:07.222192] [INFO ] [sig       ] [2322/3626] Completed NTES in 0.3s | 2.97 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-05T20:28:07.222229] [INFO ] [sig       ] [2323/3626] Forecasting NTIC...
[2025-12-05T20:28:07.222258] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-05T20:28:07.222291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-05T20:28:07.232168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-05T20:28:07.232456] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-05T20:28:07.233212] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-05T20:28:07.233261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:07.233291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:07.233318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:07.233378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:07.290528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:07.291214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:07.291291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:07.291323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:07.402966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:07.403095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:07.403132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:07.403159] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:07.406370] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-05T20:28:07.406645] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-05T20:28:07.406766] [INFO ] [sig       ] NTIC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:07.542763] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTIC.txt
[2025-12-05T20:28:07.542879] [INFO ] [sig       ] [2323/3626] Completed NTIC in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:07.542916] [INFO ] [sig       ] [2324/3626] Forecasting NTLA...
[2025-12-05T20:28:07.542944] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-05T20:28:07.542973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-05T20:28:07.553293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-05T20:28:07.553562] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-05T20:28:07.554324] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-05T20:28:07.554372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:07.554403] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:07.554429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:07.554485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:07.610693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:07.611357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:07.611431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:07.611462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:07.735645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:07.735788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:07.735829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:07.735858] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:07.739137] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: UP (p=84.56%)
[2025-12-05T20:28:07.739427] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-05T20:28:07.739547] [INFO ] [sig       ] NTLA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:07.876771] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTLA.txt
[2025-12-05T20:28:07.876895] [INFO ] [sig       ] [2324/3626] Completed NTLA in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:07.876932] [INFO ] [sig       ] [2325/3626] Forecasting NTNX...
[2025-12-05T20:28:07.876961] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-05T20:28:07.876990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-05T20:28:07.886816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-05T20:28:07.887085] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-05T20:28:07.887865] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-05T20:28:07.887913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:07.887972] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:07.887998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:07.888053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:07.943098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:07.943741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:07.943816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:07.943846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:08.062670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:08.062817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:08.062855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:08.062882] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:08.066215] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=47.05%)
[2025-12-05T20:28:08.066483] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-05T20:28:08.066620] [INFO ] [sig       ] NTNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:08.214118] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NTNX.txt
[2025-12-05T20:28:08.214305] [INFO ] [sig       ] [2325/3626] Completed NTNX in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:08.214346] [INFO ] [sig       ] [2326/3626] Forecasting NTRA...
[2025-12-05T20:28:08.214376] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-05T20:28:08.214407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-05T20:28:08.225302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-05T20:28:08.225703] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-05T20:28:08.226522] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-05T20:28:08.226599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:08.226636] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:08.226664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:08.226721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:08.288342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:08.289181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:08.289261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:08.289294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:08.407656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:08.407824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:08.407865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:08.407893] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:08.411154] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=37.32%)
[2025-12-05T20:28:08.411416] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-05T20:28:08.411535] [INFO ] [sig       ] NTRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:08.548785] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NTRA.txt
[2025-12-05T20:28:08.548933] [INFO ] [sig       ] [2326/3626] Completed NTRA in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:08.548971] [INFO ] [sig       ] [2327/3626] Forecasting NTRB...
[2025-12-05T20:28:08.549000] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-05T20:28:08.549031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-05T20:28:08.559015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-05T20:28:08.559345] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-05T20:28:08.560178] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-05T20:28:08.560230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:08.560262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:08.560289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:08.560347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:08.617328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:08.618191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:08.618273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:08.618308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:08.732300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:08.732453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:08.732494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:08.732524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:08.735920] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-05T20:28:08.736207] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-05T20:28:08.736332] [INFO ] [sig       ] NTRB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:08.873714] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NTRB.txt
[2025-12-05T20:28:08.873864] [INFO ] [sig       ] [2327/3626] Completed NTRB in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:08.873901] [INFO ] [sig       ] [2328/3626] Forecasting NTRS...
[2025-12-05T20:28:08.873930] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-05T20:28:08.873960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-05T20:28:08.884920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-05T20:28:08.885281] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-05T20:28:08.886082] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-05T20:28:08.886134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:08.886166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:08.886193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:08.886253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:08.944034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:08.944869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:08.944951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:08.944985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:09.061693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:09.061837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:09.061874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:09.061940] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:09.065439] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2025-12-05T20:28:09.065727] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-05T20:28:09.065852] [INFO ] [sig       ] NTRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:09.205342] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTRS.txt
[2025-12-05T20:28:09.205471] [INFO ] [sig       ] [2328/3626] Completed NTRS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:09.205509] [INFO ] [sig       ] [2329/3626] Forecasting NTRSO...
[2025-12-05T20:28:09.205537] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-05T20:28:09.205567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-05T20:28:09.217202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2025-12-05T20:28:09.217453] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-05T20:28:09.218231] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-05T20:28:09.218281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:09.218312] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:09.218340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:09.218398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:09.275261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:09.276140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:09.276218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:09.276251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:09.394239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:09.394404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:09.394444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:09.394471] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:09.397740] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2025-12-05T20:28:09.398025] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-05T20:28:09.398145] [INFO ] [sig       ] NTRSO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:09.534466] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NTRSO.txt
[2025-12-05T20:28:09.534601] [INFO ] [sig       ] [2329/3626] Completed NTRSO in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:09.534640] [INFO ] [sig       ] [2330/3626] Forecasting NUKK...
[2025-12-05T20:28:09.534668] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-05T20:28:09.534697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-05T20:28:09.544846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-05T20:28:09.545096] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-05T20:28:09.545847] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-05T20:28:09.545896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:09.545926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:09.545953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:09.546009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:09.601826] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:09.602419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:09.602491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:09.602523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:09.720975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:09.721104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:09.721142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:09.721171] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:09.724372] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-05T20:28:09.724645] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-05T20:28:09.724764] [INFO ] [sig       ] NUKK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:09.861560] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NUKK.txt
[2025-12-05T20:28:09.861703] [INFO ] [sig       ] [2330/3626] Completed NUKK in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:09.861739] [INFO ] [sig       ] [2331/3626] Forecasting NUS...
[2025-12-05T20:28:09.861767] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-05T20:28:09.861798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-05T20:28:09.871813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-05T20:28:09.872066] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-05T20:28:09.872825] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-05T20:28:09.872873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:09.872904] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:09.872930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:09.872985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:09.928206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:09.928787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:09.928860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:09.928891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:10.047703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:10.047829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:10.047868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:10.047895] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:10.051021] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=30.79%)
[2025-12-05T20:28:10.051273] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-05T20:28:10.051392] [INFO ] [sig       ] NUS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:10.188106] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NUS.txt
[2025-12-05T20:28:10.188221] [INFO ] [sig       ] [2331/3626] Completed NUS in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:10.188257] [INFO ] [sig       ] [2332/3626] Forecasting NUTX...
[2025-12-05T20:28:10.188286] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-05T20:28:10.188314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-05T20:28:10.198271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-05T20:28:10.198531] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-05T20:28:10.199287] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-05T20:28:10.199335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:10.199366] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:10.199392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:10.199448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:10.255348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:10.255976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:10.256051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:10.256083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:10.371089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:10.371224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:10.371262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:10.371289] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:10.374539] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-05T20:28:10.374811] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-05T20:28:10.374932] [INFO ] [sig       ] NUTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:10.511464] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NUTX.txt
[2025-12-05T20:28:10.511613] [INFO ] [sig       ] [2332/3626] Completed NUTX in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:10.511653] [INFO ] [sig       ] [2333/3626] Forecasting NUVB...
[2025-12-05T20:28:10.511694] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-05T20:28:10.511724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-05T20:28:10.522476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-05T20:28:10.522746] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-05T20:28:10.523483] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-05T20:28:10.523545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:10.523593] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:10.523623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:10.523678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:10.580325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:10.580951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:10.581024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:10.581055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:10.700598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:10.700716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:10.700752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:10.700780] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:10.703972] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=88.75%)
[2025-12-05T20:28:10.704225] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-05T20:28:10.704342] [INFO ] [sig       ] NUVB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:10.844542] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NUVB.txt
[2025-12-05T20:28:10.844693] [INFO ] [sig       ] [2333/3626] Completed NUVB in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:10.844730] [INFO ] [sig       ] [2334/3626] Forecasting NUVL...
[2025-12-05T20:28:10.844758] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-05T20:28:10.844787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-05T20:28:10.855224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-05T20:28:10.855476] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-05T20:28:10.856227] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-05T20:28:10.856276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:10.856306] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:10.856333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:10.856388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:10.915645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:10.916309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:10.916412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:10.916449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:11.036393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:11.036520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:11.036557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:11.036602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:11.039793] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=10.08%)
[2025-12-05T20:28:11.040070] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-05T20:28:11.040193] [INFO ] [sig       ] NUVL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:11.175842] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NUVL.txt
[2025-12-05T20:28:11.175956] [INFO ] [sig       ] [2334/3626] Completed NUVL in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:11.175993] [INFO ] [sig       ] [2335/3626] Forecasting NUWE...
[2025-12-05T20:28:11.176021] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-05T20:28:11.176050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-05T20:28:11.186375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-05T20:28:11.186688] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-05T20:28:11.187472] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-05T20:28:11.187523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:11.187555] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:11.187610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:11.187672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:11.243607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:11.244232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:11.244356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:11.244398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:11.360220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:11.360351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:11.360389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:11.360417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:11.363632] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: DOWN (p=4.17%)
[2025-12-05T20:28:11.363883] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-05T20:28:11.363999] [INFO ] [sig       ] NUWE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:11.499482] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NUWE.txt
[2025-12-05T20:28:11.499609] [INFO ] [sig       ] [2335/3626] Completed NUWE in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.3m
[2025-12-05T20:28:11.499647] [INFO ] [sig       ] [2336/3626] Forecasting NVA...
[2025-12-05T20:28:11.499676] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-05T20:28:11.499704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-05T20:28:11.510071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-05T20:28:11.510398] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-05T20:28:11.511181] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-05T20:28:11.511232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:11.511262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:11.511289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:11.511344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:11.567304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:11.567900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:11.567972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:11.568003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:11.684438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:11.684564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:11.684618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:11.684646] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:11.687834] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: UP (p=63.09%)
[2025-12-05T20:28:11.688094] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-05T20:28:11.688209] [INFO ] [sig       ] NVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:11.827013] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVA.txt
[2025-12-05T20:28:11.827142] [INFO ] [sig       ] [2336/3626] Completed NVA in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-05T20:28:11.827186] [INFO ] [sig       ] [2337/3626] Forecasting NVAX...
[2025-12-05T20:28:11.827216] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-05T20:28:11.827245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-05T20:28:11.838931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-05T20:28:11.839226] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-05T20:28:11.840043] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-05T20:28:11.840092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:11.840122] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:11.840147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:11.840202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:11.895520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:11.896342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:11.896423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:11.896454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:12.012710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:12.012863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:12.012902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:12.012929] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:12.016157] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=90.23%)
[2025-12-05T20:28:12.016417] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-05T20:28:12.016535] [INFO ] [sig       ] NVAX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:12.152043] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVAX.txt
[2025-12-05T20:28:12.152158] [INFO ] [sig       ] [2337/3626] Completed NVAX in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-05T20:28:12.152194] [INFO ] [sig       ] [2338/3626] Forecasting NVD...
[2025-12-05T20:28:12.152223] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-05T20:28:12.152251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-05T20:28:12.162641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-05T20:28:12.162897] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-05T20:28:12.163651] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-05T20:28:12.163699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:12.163730] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:12.163756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:12.163811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:12.218950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:12.219512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:12.219603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:12.219636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:12.331834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:12.331998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:12.332037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:12.332064] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:12.335357] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: DOWN (p=30.75%)
[2025-12-05T20:28:12.335643] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-05T20:28:12.335785] [INFO ] [sig       ] NVD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:12.470762] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVD.txt
[2025-12-05T20:28:12.470905] [INFO ] [sig       ] [2338/3626] Completed NVD in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-05T20:28:12.470943] [INFO ] [sig       ] [2339/3626] Forecasting NVDA...
[2025-12-05T20:28:12.470972] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-05T20:28:12.471001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-05T20:28:12.485700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-05T20:28:12.486022] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-05T20:28:12.486823] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-05T20:28:12.486872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:12.486902] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:12.486928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:12.486983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:12.542070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:12.542995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:12.543077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:12.543110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:12.666644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:12.666817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:12.666865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:12.666902] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:12.670308] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=77.00%)
[2025-12-05T20:28:12.670612] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-05T20:28:12.670751] [INFO ] [sig       ] NVDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:12.809256] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVDA.txt
[2025-12-05T20:28:12.809382] [INFO ] [sig       ] [2339/3626] Completed NVDA in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-05T20:28:12.809418] [INFO ] [sig       ] [2340/3626] Forecasting NVDD...
[2025-12-05T20:28:12.809446] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-05T20:28:12.809475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-05T20:28:12.821059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2025-12-05T20:28:12.821467] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-05T20:28:12.822351] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-05T20:28:12.822403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:12.822435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:12.822461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:12.822518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:12.878661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:12.879404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:12.879489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:12.879521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:12.999809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:12.999952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:13.000005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:13.000033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:13.003242] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=59.17%)
[2025-12-05T20:28:13.003504] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-05T20:28:13.003640] [INFO ] [sig       ] NVDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:13.139709] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVDD.txt
[2025-12-05T20:28:13.139835] [INFO ] [sig       ] [2340/3626] Completed NVDD in 0.3s | 2.97 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-05T20:28:13.139872] [INFO ] [sig       ] [2341/3626] Forecasting NVDL...
[2025-12-05T20:28:13.139900] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-05T20:28:13.139929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-05T20:28:13.150615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-05T20:28:13.150868] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-05T20:28:13.151642] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-05T20:28:13.151690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:13.151721] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:13.151746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:13.151804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:13.206432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:13.207024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:13.207098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:13.207130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:13.326635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:13.326788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:13.326826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:13.326854] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:13.330211] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-05T20:28:13.330474] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-05T20:28:13.330612] [INFO ] [sig       ] NVDL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:13.466361] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVDL.txt
[2025-12-05T20:28:13.466478] [INFO ] [sig       ] [2341/3626] Completed NVDL in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:13.466514] [INFO ] [sig       ] [2342/3626] Forecasting NVDS...
[2025-12-05T20:28:13.466542] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-05T20:28:13.466586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-05T20:28:13.477154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-05T20:28:13.477425] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-05T20:28:13.478239] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-05T20:28:13.478288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:13.478345] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:13.478380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:13.478449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:13.536387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:13.537083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:13.537159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:13.537191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:13.656176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:13.656337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:13.656378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:13.656405] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:13.660253] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-05T20:28:13.660528] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-05T20:28:13.660668] [INFO ] [sig       ] NVDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:13.797395] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVDS.txt
[2025-12-05T20:28:13.797520] [INFO ] [sig       ] [2342/3626] Completed NVDS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:13.797557] [INFO ] [sig       ] [2343/3626] Forecasting NVEC...
[2025-12-05T20:28:13.797604] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-05T20:28:13.797635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-05T20:28:13.807562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-05T20:28:13.807893] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-05T20:28:13.808681] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-05T20:28:13.808729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:13.808760] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:13.808786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:13.808841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:13.864741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:13.865422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:13.865498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:13.865529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:13.986445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:13.986628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:13.986669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:13.986697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:13.990053] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-05T20:28:13.990309] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-05T20:28:13.990430] [INFO ] [sig       ] NVEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:14.127910] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVEC.txt
[2025-12-05T20:28:14.128039] [INFO ] [sig       ] [2343/3626] Completed NVEC in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:14.128076] [INFO ] [sig       ] [2344/3626] Forecasting NVG...
[2025-12-05T20:28:14.128105] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-05T20:28:14.128136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-05T20:28:14.142476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2025-12-05T20:28:14.142792] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-05T20:28:14.143532] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-05T20:28:14.143604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:14.143653] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:14.143680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:14.143735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:14.199430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:14.200112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:14.200186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:14.200217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:14.322946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:14.323107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:14.323147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:14.323173] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:14.326481] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-05T20:28:14.326768] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-05T20:28:14.326891] [INFO ] [sig       ] NVG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:14.462152] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVG.txt
[2025-12-05T20:28:14.462273] [INFO ] [sig       ] [2344/3626] Completed NVG in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:14.462309] [INFO ] [sig       ] [2345/3626] Forecasting NVGS...
[2025-12-05T20:28:14.462338] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-05T20:28:14.462368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-05T20:28:14.473559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-05T20:28:14.473838] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-05T20:28:14.474592] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-05T20:28:14.474641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:14.474671] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:14.474697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:14.474751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:14.530511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:14.531162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:14.531238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:14.531270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:14.653337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:14.653478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:14.653515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:14.653593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:14.656896] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=53.07%)
[2025-12-05T20:28:14.657154] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-05T20:28:14.657269] [INFO ] [sig       ] NVGS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:14.794265] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVGS.txt
[2025-12-05T20:28:14.794389] [INFO ] [sig       ] [2345/3626] Completed NVGS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:14.794429] [INFO ] [sig       ] [2346/3626] Forecasting NVMI...
[2025-12-05T20:28:14.794460] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-05T20:28:14.794489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-05T20:28:14.804613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-05T20:28:14.804881] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-05T20:28:14.805639] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-05T20:28:14.805687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:14.805718] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:14.805744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:14.805799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:14.863121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:14.863855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:14.863933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:14.863965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:14.980531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:14.980687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:14.980728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:14.980756] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:14.984114] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-05T20:28:14.984376] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-05T20:28:14.984497] [INFO ] [sig       ] NVMI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:15.122005] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVMI.txt
[2025-12-05T20:28:15.122151] [INFO ] [sig       ] [2346/3626] Completed NVMI in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:15.122189] [INFO ] [sig       ] [2347/3626] Forecasting NVO...
[2025-12-05T20:28:15.122217] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-05T20:28:15.122247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-05T20:28:15.132970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-05T20:28:15.133312] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-05T20:28:15.134184] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-05T20:28:15.134235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:15.134266] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:15.134293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:15.134348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:15.191995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:15.192834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:15.192914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:15.192947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:15.311946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:15.312065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:15.312106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:15.312136] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:15.315627] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=1.40%)
[2025-12-05T20:28:15.315895] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-05T20:28:15.316018] [INFO ] [sig       ] NVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:15.456425] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVO.txt
[2025-12-05T20:28:15.456551] [INFO ] [sig       ] [2347/3626] Completed NVO in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:15.456614] [INFO ] [sig       ] [2348/3626] Forecasting NVRI...
[2025-12-05T20:28:15.456652] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-05T20:28:15.456683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-05T20:28:15.466719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-05T20:28:15.466966] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-05T20:28:15.467721] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-05T20:28:15.467770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:15.467825] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:15.467852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:15.467907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:15.523012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:15.523698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:15.523772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:15.523804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:15.645873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:15.646021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:15.646057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:15.646084] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:15.649400] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-05T20:28:15.649681] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-05T20:28:15.649797] [INFO ] [sig       ] NVRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:15.786704] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NVRI.txt
[2025-12-05T20:28:15.786821] [INFO ] [sig       ] [2348/3626] Completed NVRI in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:15.786857] [INFO ] [sig       ] [2349/3626] Forecasting NVS...
[2025-12-05T20:28:15.786884] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-05T20:28:15.786935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-05T20:28:15.797515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-05T20:28:15.797855] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-05T20:28:15.798706] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-05T20:28:15.798759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:15.798792] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:15.798819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:15.798875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:15.856517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:15.857282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:15.857362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:15.857395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:15.975513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:15.975677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:15.975718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:15.975747] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:15.979115] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: DOWN (p=2.03%)
[2025-12-05T20:28:15.979383] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-05T20:28:15.979508] [INFO ] [sig       ] NVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:16.118204] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVS.txt
[2025-12-05T20:28:16.118331] [INFO ] [sig       ] [2349/3626] Completed NVS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:16.118368] [INFO ] [sig       ] [2350/3626] Forecasting NVTS...
[2025-12-05T20:28:16.118395] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-05T20:28:16.118425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-05T20:28:16.128826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-05T20:28:16.129124] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-05T20:28:16.129999] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-05T20:28:16.130051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:16.130083] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:16.130110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:16.130166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:16.187611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:16.188443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:16.188524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:16.188556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:16.302206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:16.302355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:16.302395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:16.302422] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:16.305741] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2025-12-05T20:28:16.305997] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-05T20:28:16.306117] [INFO ] [sig       ] NVTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:16.457898] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVTS.txt
[2025-12-05T20:28:16.458084] [INFO ] [sig       ] [2350/3626] Completed NVTS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:16.458130] [INFO ] [sig       ] [2351/3626] Forecasting NVX...
[2025-12-05T20:28:16.458162] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-05T20:28:16.458191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-05T20:28:16.469058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-05T20:28:16.469394] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-05T20:28:16.470183] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-05T20:28:16.470232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:16.470264] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:16.470290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:16.470345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:16.526258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:16.527080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:16.527179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:16.527211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:16.645287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:16.645443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:16.645481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:16.645528] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:16.648825] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2025-12-05T20:28:16.649080] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-05T20:28:16.649200] [INFO ] [sig       ] NVX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:16.785084] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NVX.txt
[2025-12-05T20:28:16.785205] [INFO ] [sig       ] [2351/3626] Completed NVX in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:16.785241] [INFO ] [sig       ] [2352/3626] Forecasting NWBI...
[2025-12-05T20:28:16.785269] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-05T20:28:16.785297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-05T20:28:16.795700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-05T20:28:16.795953] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-05T20:28:16.796702] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-05T20:28:16.796750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:16.796781] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:16.796807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:16.796862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:16.853960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:16.854691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:16.854796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:16.854830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:16.970456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:16.970608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:16.970648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:16.970676] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:16.973896] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2025-12-05T20:28:16.974151] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-05T20:28:16.974267] [INFO ] [sig       ] NWBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:17.111837] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NWBI.txt
[2025-12-05T20:28:17.112005] [INFO ] [sig       ] [2352/3626] Completed NWBI in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:17.112044] [INFO ] [sig       ] [2353/3626] Forecasting NWE...
[2025-12-05T20:28:17.112075] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-05T20:28:17.112105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-05T20:28:17.122805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-05T20:28:17.123126] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-05T20:28:17.123896] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-05T20:28:17.123945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:17.123975] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:17.124001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:17.124055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:17.180037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:17.180899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:17.180977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:17.181025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:17.299022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:17.299191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:17.299232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:17.299260] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:17.302563] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-05T20:28:17.302835] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-05T20:28:17.302955] [INFO ] [sig       ] NWE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:17.438038] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NWE.txt
[2025-12-05T20:28:17.438166] [INFO ] [sig       ] [2353/3626] Completed NWE in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.2m
[2025-12-05T20:28:17.438202] [INFO ] [sig       ] [2354/3626] Forecasting NWFL...
[2025-12-05T20:28:17.438230] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-05T20:28:17.438260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-05T20:28:17.448741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-05T20:28:17.449072] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-05T20:28:17.449848] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-05T20:28:17.449896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:17.449927] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:17.449952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:17.450008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:17.505973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:17.506895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:17.506981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:17.507013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:17.613157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:17.613319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:17.613358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:17.613386] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:17.616819] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-05T20:28:17.617123] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-05T20:28:17.617258] [INFO ] [sig       ] NWFL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:17.756481] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NWFL.txt
[2025-12-05T20:28:17.756675] [INFO ] [sig       ] [2354/3626] Completed NWFL in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-05T20:28:17.756715] [INFO ] [sig       ] [2355/3626] Forecasting NWG...
[2025-12-05T20:28:17.756744] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-05T20:28:17.756774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-05T20:28:17.767854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-05T20:28:17.768264] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-05T20:28:17.769079] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-05T20:28:17.769139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:17.769190] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:17.769227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:17.769316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:17.829165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:17.829996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:17.830073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:17.830104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:17.948164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:17.948320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:17.948359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:17.948387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:17.951678] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=5.44%)
[2025-12-05T20:28:17.951948] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-05T20:28:17.952068] [INFO ] [sig       ] NWG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:18.090100] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NWG.txt
[2025-12-05T20:28:18.090273] [INFO ] [sig       ] [2355/3626] Completed NWG in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-05T20:28:18.090312] [INFO ] [sig       ] [2356/3626] Forecasting NWL...
[2025-12-05T20:28:18.090341] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-05T20:28:18.090371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-05T20:28:18.101755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-05T20:28:18.102116] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-05T20:28:18.103077] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-05T20:28:18.103138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:18.103174] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:18.103201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:18.103258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:18.160488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:18.161154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:18.161231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:18.161265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:18.287532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:18.287707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:18.287752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:18.287781] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:18.291200] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-05T20:28:18.291467] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-05T20:28:18.291610] [INFO ] [sig       ] NWL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:18.431802] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NWL.txt
[2025-12-05T20:28:18.431928] [INFO ] [sig       ] [2356/3626] Completed NWL in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-05T20:28:18.431964] [INFO ] [sig       ] [2357/3626] Forecasting NWPX...
[2025-12-05T20:28:18.431992] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-05T20:28:18.432021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-05T20:28:18.442859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2025-12-05T20:28:18.443206] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-05T20:28:18.444077] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-05T20:28:18.444143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:18.444176] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:18.444204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:18.444261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:18.500430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:18.501161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:18.501236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:18.501267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:18.622120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:18.622278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:18.622317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:18.622343] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:18.625683] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=16.85%)
[2025-12-05T20:28:18.625939] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-05T20:28:18.626054] [INFO ] [sig       ] NWPX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:18.807495] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NWPX.txt
[2025-12-05T20:28:18.807649] [INFO ] [sig       ] [2357/3626] Completed NWPX in 0.4s | 2.97 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-05T20:28:18.807689] [INFO ] [sig       ] [2358/3626] Forecasting NWS...
[2025-12-05T20:28:18.807717] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-05T20:28:18.807746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-05T20:28:18.818303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-05T20:28:18.818591] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-05T20:28:18.819344] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-05T20:28:18.819393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:18.819425] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:18.819451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:18.819512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:18.877021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:18.877835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:18.877917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:18.877950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:18.999464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:18.999620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:18.999664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:18.999693] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:19.002917] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2025-12-05T20:28:19.003171] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-05T20:28:19.003287] [INFO ] [sig       ] NWS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:19.140602] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NWS.txt
[2025-12-05T20:28:19.140730] [INFO ] [sig       ] [2358/3626] Completed NWS in 0.3s | 2.97 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-05T20:28:19.140767] [INFO ] [sig       ] [2359/3626] Forecasting NWSA...
[2025-12-05T20:28:19.140796] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-05T20:28:19.140824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-05T20:28:19.151203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-05T20:28:19.151451] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-05T20:28:19.152199] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-05T20:28:19.152248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:19.152304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:19.152332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:19.152392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:19.208324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:19.208925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:19.208996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:19.209027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:19.323681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:19.323821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:19.323858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:19.323886] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:19.327137] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2025-12-05T20:28:19.327392] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-05T20:28:19.327510] [INFO ] [sig       ] NWSA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:19.465251] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NWSA.txt
[2025-12-05T20:28:19.465369] [INFO ] [sig       ] [2359/3626] Completed NWSA in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:19.465406] [INFO ] [sig       ] [2360/3626] Forecasting NX...
[2025-12-05T20:28:19.465434] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-05T20:28:19.465464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-05T20:28:19.475847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-05T20:28:19.476089] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-05T20:28:19.476855] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-05T20:28:19.476910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:19.476946] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:19.476972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:19.477027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:19.533271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:19.533862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:19.533933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:19.533964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:19.655493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:19.655655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:19.655694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:19.655723] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:19.659003] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=37.89%)
[2025-12-05T20:28:19.659257] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-05T20:28:19.659373] [INFO ] [sig       ] NX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:19.798083] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NX.txt
[2025-12-05T20:28:19.798216] [INFO ] [sig       ] [2360/3626] Completed NX in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:19.798255] [INFO ] [sig       ] [2361/3626] Forecasting NXC...
[2025-12-05T20:28:19.798283] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-05T20:28:19.798312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-05T20:28:19.808677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXC'.
[2025-12-05T20:28:19.808968] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-05T20:28:19.809730] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-05T20:28:19.809778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:19.809810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:19.809835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:19.809890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:19.866773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:19.867546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:19.867649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:19.867684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:19.970421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:19.970564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:19.970623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:19.970651] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:19.973874] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-12-05T20:28:19.974128] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-05T20:28:19.974247] [INFO ] [sig       ] NXC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:20.113594] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NXC.txt
[2025-12-05T20:28:20.113733] [INFO ] [sig       ] [2361/3626] Completed NXC in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:20.113771] [INFO ] [sig       ] [2362/3626] Forecasting NXE...
[2025-12-05T20:28:20.113800] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-05T20:28:20.113830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-05T20:28:20.127161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-05T20:28:20.127543] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-05T20:28:20.128380] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-05T20:28:20.128432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:20.128464] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:20.128492] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:20.128548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:20.185445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:20.186268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:20.186351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:20.186383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:20.305055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:20.305207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:20.305247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:20.305275] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:20.308722] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: DOWN (p=35.86%)
[2025-12-05T20:28:20.309005] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-05T20:28:20.309131] [INFO ] [sig       ] NXE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:20.447657] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NXE.txt
[2025-12-05T20:28:20.447831] [INFO ] [sig       ] [2362/3626] Completed NXE in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:20.447872] [INFO ] [sig       ] [2363/3626] Forecasting NXG...
[2025-12-05T20:28:20.447901] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-05T20:28:20.447931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-05T20:28:20.461125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2025-12-05T20:28:20.461428] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-05T20:28:20.462253] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-05T20:28:20.462305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:20.462337] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:20.462364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:20.462419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:20.525085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:20.526021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:20.526102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:20.526135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:20.643301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:20.643452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:20.643494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:20.643521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:20.646879] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2025-12-05T20:28:20.647189] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-05T20:28:20.647314] [INFO ] [sig       ] NXG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:20.788068] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NXG.txt
[2025-12-05T20:28:20.788197] [INFO ] [sig       ] [2363/3626] Completed NXG in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:20.788234] [INFO ] [sig       ] [2364/3626] Forecasting NXGL...
[2025-12-05T20:28:20.788263] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-05T20:28:20.788292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-05T20:28:20.802493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-05T20:28:20.802932] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-05T20:28:20.804022] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-05T20:28:20.804087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:20.804135] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:20.804175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:20.804257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:20.861705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:20.862421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:20.862499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:20.862532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:20.972900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:20.973084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:20.973139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:20.973169] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:20.976659] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2025-12-05T20:28:20.976937] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-05T20:28:20.977064] [INFO ] [sig       ] NXGL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:21.154871] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NXGL.txt
[2025-12-05T20:28:21.155084] [INFO ] [sig       ] [2364/3626] Completed NXGL in 0.4s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:21.155152] [INFO ] [sig       ] [2365/3626] Forecasting NXP...
[2025-12-05T20:28:21.155201] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-05T20:28:21.155252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-05T20:28:21.170012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-05T20:28:21.170478] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-05T20:28:21.171534] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-05T20:28:21.171616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:21.171656] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:21.171687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:21.171764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:21.245714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:21.246787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:21.246887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:21.246927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:21.411704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:21.411867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:21.411910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:21.411938] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:21.416695] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: DOWN (p=26.40%)
[2025-12-05T20:28:21.417203] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-05T20:28:21.417417] [INFO ] [sig       ] NXP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:21.626607] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NXP.txt
[2025-12-05T20:28:21.626820] [INFO ] [sig       ] [2365/3626] Completed NXP in 0.5s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:21.626875] [INFO ] [sig       ] [2366/3626] Forecasting NXPI...
[2025-12-05T20:28:21.626916] [INFO ] [sig       ] Generating forecast for: NXPI
[2025-12-05T20:28:21.626956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2025-12-05T20:28:21.642296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2025-12-05T20:28:21.642816] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2025-12-05T20:28:21.643938] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2025-12-05T20:28:21.644002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:21.644049] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:21.644090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:21.644179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:21.728695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:21.729870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:21.729979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:21.730032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:21.889121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:21.889275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:21.889317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:21.889347] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:21.892777] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-05T20:28:21.893052] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2025-12-05T20:28:21.893180] [INFO ] [sig       ] NXPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:22.031241] [INFO ] [LOCAL     ] Saved forecast: NXPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/NXPI.txt
[2025-12-05T20:28:22.031388] [INFO ] [sig       ] [2366/3626] Completed NXPI in 0.4s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:22.031428] [INFO ] [sig       ] [2367/3626] Forecasting NYXH...
[2025-12-05T20:28:22.031458] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-05T20:28:22.031487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-05T20:28:22.041901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2025-12-05T20:28:22.042257] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-05T20:28:22.043027] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-05T20:28:22.043076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:22.043107] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:22.043132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:22.043186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:22.099048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:22.099834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:22.099911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:22.099943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:22.213108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:22.213252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:22.213292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:22.213319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:22.216611] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: DOWN (p=48.18%)
[2025-12-05T20:28:22.216870] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-05T20:28:22.216988] [INFO ] [sig       ] NYXH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:22.356262] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NYXH.txt
[2025-12-05T20:28:22.356407] [INFO ] [sig       ] [2367/3626] Completed NYXH in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:22.356447] [INFO ] [sig       ] [2368/3626] Forecasting NZF...
[2025-12-05T20:28:22.356476] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-05T20:28:22.356506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-05T20:28:22.367057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-05T20:28:22.367311] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-05T20:28:22.368124] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-05T20:28:22.368174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:22.368217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:22.368244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:22.368298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:22.423611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:22.424288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:22.424365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:22.424396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:22.541866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:22.542019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:22.542058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:22.542086] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:22.545326] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=27.32%)
[2025-12-05T20:28:22.545600] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-05T20:28:22.545725] [INFO ] [sig       ] NZF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:22.681015] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/NZF.txt
[2025-12-05T20:28:22.681135] [INFO ] [sig       ] [2368/3626] Completed NZF in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:22.681172] [INFO ] [sig       ] [2369/3626] Forecasting OABI...
[2025-12-05T20:28:22.681201] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-05T20:28:22.681231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-05T20:28:22.694949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2025-12-05T20:28:22.695281] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-05T20:28:22.696280] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-05T20:28:22.696344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:22.696386] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:22.696424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:22.696507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:22.757951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:22.758672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:22.758780] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:22.758814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:22.878059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:22.878205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:22.878243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:22.878271] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:22.881549] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-05T20:28:22.881823] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-05T20:28:22.881942] [INFO ] [sig       ] OABI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:23.016935] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OABI.txt
[2025-12-05T20:28:23.017036] [INFO ] [sig       ] [2369/3626] Completed OABI in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:23.017073] [INFO ] [sig       ] [2370/3626] Forecasting OBDC...
[2025-12-05T20:28:23.017102] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-05T20:28:23.017131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-05T20:28:23.027435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-05T20:28:23.027717] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-05T20:28:23.028536] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-05T20:28:23.028608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:23.028646] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:23.028675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:23.028734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:23.084481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:23.085065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:23.085139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:23.085170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:23.203248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:23.203357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:23.203393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:23.203420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:23.206537] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=36.80%)
[2025-12-05T20:28:23.206815] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-05T20:28:23.206934] [INFO ] [sig       ] OBDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:23.350258] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OBDC.txt
[2025-12-05T20:28:23.350387] [INFO ] [sig       ] [2370/3626] Completed OBDC in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:23.350426] [INFO ] [sig       ] [2371/3626] Forecasting OBIL...
[2025-12-05T20:28:23.350454] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-05T20:28:23.350481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-05T20:28:23.361850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-05T20:28:23.362121] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-05T20:28:23.362918] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-05T20:28:23.362968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:23.362998] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:23.363024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:23.363079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:23.419131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:23.419748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:23.419820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:23.419851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:23.527346] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:23.527443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:23.527478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:23.527506] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:23.530643] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-05T20:28:23.530892] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-05T20:28:23.531008] [INFO ] [sig       ] OBIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:23.667911] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OBIL.txt
[2025-12-05T20:28:23.668021] [INFO ] [sig       ] [2371/3626] Completed OBIL in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.1m
[2025-12-05T20:28:23.668062] [INFO ] [sig       ] [2372/3626] Forecasting OBIO...
[2025-12-05T20:28:23.668092] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-05T20:28:23.668120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-05T20:28:23.679011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-05T20:28:23.679267] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-05T20:28:23.680013] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-05T20:28:23.680061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:23.680093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:23.680119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:23.680174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:23.735701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:23.736259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:23.736332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:23.736362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:23.848756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:23.848851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:23.848884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:23.848912] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:23.851957] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: DOWN (p=6.82%)
[2025-12-05T20:28:23.852208] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-05T20:28:23.852323] [INFO ] [sig       ] OBIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:23.987966] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OBIO.txt
[2025-12-05T20:28:23.988094] [INFO ] [sig       ] [2372/3626] Completed OBIO in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-05T20:28:23.988131] [INFO ] [sig       ] [2373/3626] Forecasting OBK...
[2025-12-05T20:28:23.988159] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-05T20:28:23.988187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-05T20:28:23.998554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2025-12-05T20:28:23.998827] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-05T20:28:23.999561] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-05T20:28:23.999635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:23.999672] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:23.999704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:23.999771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:24.055521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:24.056108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:24.056181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:24.056212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:24.174521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:24.174653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:24.174692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:24.174719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:24.177950] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-12-05T20:28:24.178208] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-05T20:28:24.178344] [INFO ] [sig       ] OBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:24.318085] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OBK.txt
[2025-12-05T20:28:24.318209] [INFO ] [sig       ] [2373/3626] Completed OBK in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-05T20:28:24.318246] [INFO ] [sig       ] [2374/3626] Forecasting OBLG...
[2025-12-05T20:28:24.318275] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-05T20:28:24.318306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-05T20:28:24.328624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-05T20:28:24.328907] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-05T20:28:24.329671] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-05T20:28:24.329721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:24.329751] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:24.329778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:24.329833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:24.385090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:24.385678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:24.385753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:24.385784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:24.498360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:24.498468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:24.498504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:24.498531] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:24.502090] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: DOWN (p=31.93%)
[2025-12-05T20:28:24.502344] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-05T20:28:24.502460] [INFO ] [sig       ] OBLG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:24.639533] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OBLG.txt
[2025-12-05T20:28:24.639701] [INFO ] [sig       ] [2374/3626] Completed OBLG in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-05T20:28:24.639740] [INFO ] [sig       ] [2375/3626] Forecasting OC...
[2025-12-05T20:28:24.639770] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-05T20:28:24.639799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-05T20:28:24.650254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-05T20:28:24.650556] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-05T20:28:24.651316] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-05T20:28:24.651365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:24.651394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:24.651419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:24.651478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:24.706285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:24.706992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:24.707065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:24.707096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:24.824804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:24.824950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:24.824989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:24.825033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:24.828283] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=70.23%)
[2025-12-05T20:28:24.828539] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-05T20:28:24.828672] [INFO ] [sig       ] OC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:24.963364] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OC.txt
[2025-12-05T20:28:24.963486] [INFO ] [sig       ] [2375/3626] Completed OC in 0.3s | 2.97 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-05T20:28:24.963523] [INFO ] [sig       ] [2376/3626] Forecasting OCCI...
[2025-12-05T20:28:24.963552] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-05T20:28:24.963598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-05T20:28:24.974037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-05T20:28:24.974339] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-05T20:28:24.975108] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-05T20:28:24.975157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:24.975212] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:24.975239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:24.975295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:25.033098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:25.033934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:25.034008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:25.034039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:25.149439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:25.149619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:25.149665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:25.149698] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:25.153203] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-05T20:28:25.153506] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-05T20:28:25.153655] [INFO ] [sig       ] OCCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:25.294758] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OCCI.txt
[2025-12-05T20:28:25.294885] [INFO ] [sig       ] [2376/3626] Completed OCCI in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:25.294925] [INFO ] [sig       ] [2377/3626] Forecasting OCFC...
[2025-12-05T20:28:25.294954] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-05T20:28:25.294984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-05T20:28:25.306428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2025-12-05T20:28:25.306765] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-05T20:28:25.307566] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-05T20:28:25.307641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:25.307676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:25.307705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:25.307763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:25.364870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:25.365620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:25.365713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:25.365746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:25.485339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:25.485495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:25.485536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:25.485564] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:25.488930] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-05T20:28:25.489192] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-05T20:28:25.489312] [INFO ] [sig       ] OCFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:25.624684] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OCFC.txt
[2025-12-05T20:28:25.624837] [INFO ] [sig       ] [2377/3626] Completed OCFC in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:25.624876] [INFO ] [sig       ] [2378/3626] Forecasting OCGN...
[2025-12-05T20:28:25.624903] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-05T20:28:25.624932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-05T20:28:25.635464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2025-12-05T20:28:25.635789] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-05T20:28:25.636539] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-05T20:28:25.636603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:25.636636] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:25.636662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:25.636716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:25.691334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:25.692062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:25.692139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:25.692171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:25.809986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:25.810145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:25.810184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:25.810211] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:25.813490] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: UP (p=84.13%)
[2025-12-05T20:28:25.813781] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-05T20:28:25.813903] [INFO ] [sig       ] OCGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:25.948163] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OCGN.txt
[2025-12-05T20:28:25.948289] [INFO ] [sig       ] [2378/3626] Completed OCGN in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:25.948327] [INFO ] [sig       ] [2379/3626] Forecasting OCSL...
[2025-12-05T20:28:25.948355] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-05T20:28:25.948384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-05T20:28:25.959124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2025-12-05T20:28:25.959441] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-05T20:28:25.960220] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-05T20:28:25.960269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:25.960313] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:25.960340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:25.960395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:26.015604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:26.016305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:26.016380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:26.016412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:26.136946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:26.137098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:26.137140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:26.137196] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:26.140671] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2025-12-05T20:28:26.140934] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-05T20:28:26.141055] [INFO ] [sig       ] OCSL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:26.276263] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OCSL.txt
[2025-12-05T20:28:26.276403] [INFO ] [sig       ] [2379/3626] Completed OCSL in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:26.276443] [INFO ] [sig       ] [2380/3626] Forecasting OCUL...
[2025-12-05T20:28:26.276471] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-05T20:28:26.276501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-05T20:28:26.287380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2025-12-05T20:28:26.287696] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-05T20:28:26.288492] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-05T20:28:26.288543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:26.288603] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:26.288635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:26.288691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:26.345201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:26.346032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:26.346118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:26.346150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:26.464032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:26.464175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:26.464214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:26.464241] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:26.467495] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-05T20:28:26.467788] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-05T20:28:26.467936] [INFO ] [sig       ] OCUL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:26.602516] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OCUL.txt
[2025-12-05T20:28:26.602665] [INFO ] [sig       ] [2380/3626] Completed OCUL in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:26.602704] [INFO ] [sig       ] [2381/3626] Forecasting ODC...
[2025-12-05T20:28:26.602732] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-05T20:28:26.602761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-05T20:28:26.612960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-05T20:28:26.613276] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-05T20:28:26.614062] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-05T20:28:26.614114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:26.614146] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:26.614173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:26.614230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:26.671132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:26.672046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:26.672139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:26.672173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:26.788386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:26.788548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:26.788608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:26.788639] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:26.792261] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=77.63%)
[2025-12-05T20:28:26.792566] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-05T20:28:26.792717] [INFO ] [sig       ] ODC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:26.930044] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ODC.txt
[2025-12-05T20:28:26.930179] [INFO ] [sig       ] [2381/3626] Completed ODC in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:26.930216] [INFO ] [sig       ] [2382/3626] Forecasting ODD...
[2025-12-05T20:28:26.930246] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-05T20:28:26.930275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-05T20:28:26.940660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2025-12-05T20:28:26.940961] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-05T20:28:26.941720] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-05T20:28:26.941768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:26.941798] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:26.941824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:26.941877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:27.003112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:27.004116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:27.004205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:27.004243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:27.124711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:27.124861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:27.124898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:27.124924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:27.128206] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-12-05T20:28:27.128462] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-05T20:28:27.128598] [INFO ] [sig       ] ODD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:27.265556] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ODD.txt
[2025-12-05T20:28:27.265704] [INFO ] [sig       ] [2382/3626] Completed ODD in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:27.265745] [INFO ] [sig       ] [2383/3626] Forecasting ODFL...
[2025-12-05T20:28:27.265773] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-05T20:28:27.265809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-05T20:28:27.276393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2025-12-05T20:28:27.276718] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-05T20:28:27.277498] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-05T20:28:27.277550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:27.277605] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:27.277634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:27.277691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:27.335549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:27.336327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:27.336406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:27.336439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:27.458468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:27.458630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:27.458670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:27.458697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:27.461960] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2025-12-05T20:28:27.462221] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-05T20:28:27.462342] [INFO ] [sig       ] ODFL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:27.602026] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ODFL.txt
[2025-12-05T20:28:27.602168] [INFO ] [sig       ] [2383/3626] Completed ODFL in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:27.602207] [INFO ] [sig       ] [2384/3626] Forecasting ODP...
[2025-12-05T20:28:27.602235] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-05T20:28:27.602264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-05T20:28:27.612762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-05T20:28:27.613066] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-05T20:28:27.613850] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-05T20:28:27.613900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:27.613932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:27.613959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:27.614017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:27.673669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:27.674616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:27.674701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:27.674734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:27.795404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:27.795591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:27.795633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:27.795661] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:27.799067] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2025-12-05T20:28:27.799326] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-05T20:28:27.799445] [INFO ] [sig       ] ODP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:27.933689] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ODP.txt
[2025-12-05T20:28:27.933815] [INFO ] [sig       ] [2384/3626] Completed ODP in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:27.933853] [INFO ] [sig       ] [2385/3626] Forecasting OEC...
[2025-12-05T20:28:27.933881] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-05T20:28:27.933910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-05T20:28:27.944446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2025-12-05T20:28:27.944750] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-05T20:28:27.945514] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-05T20:28:27.945568] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:27.945635] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:27.945663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:27.945718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:28.001878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:28.002615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:28.002691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:28.002724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:28.118778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:28.118931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:28.118970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:28.119179] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:28.122551] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-05T20:28:28.122854] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-05T20:28:28.122981] [INFO ] [sig       ] OEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:28.260784] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OEC.txt
[2025-12-05T20:28:28.260943] [INFO ] [sig       ] [2385/3626] Completed OEC in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:28.261166] [INFO ] [sig       ] [2386/3626] Forecasting OESX...
[2025-12-05T20:28:28.261194] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-05T20:28:28.261224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-05T20:28:28.273152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-05T20:28:28.273505] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-05T20:28:28.274304] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-05T20:28:28.274355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:28.274389] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:28.274418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:28.274475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:28.331646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:28.332455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:28.332560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:28.332612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:28.443488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:28.443659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:28.443699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:28.443727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:28.447143] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-05T20:28:28.447482] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-05T20:28:28.447639] [INFO ] [sig       ] OESX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:28.584505] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OESX.txt
[2025-12-05T20:28:28.584676] [INFO ] [sig       ] [2386/3626] Completed OESX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:28.584716] [INFO ] [sig       ] [2387/3626] Forecasting OFG...
[2025-12-05T20:28:28.584746] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-05T20:28:28.584778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-05T20:28:28.595709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-05T20:28:28.596077] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-05T20:28:28.596870] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-05T20:28:28.596920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:28.596951] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:28.596977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:28.597033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:28.652296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:28.653010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:28.653087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:28.653119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:28.768492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:28.768664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:28.768702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:28.768735] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:28.772086] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=40.84%)
[2025-12-05T20:28:28.772353] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-05T20:28:28.772474] [INFO ] [sig       ] OFG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:28.909288] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OFG.txt
[2025-12-05T20:28:28.909417] [INFO ] [sig       ] [2387/3626] Completed OFG in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:28.909454] [INFO ] [sig       ] [2388/3626] Forecasting OFIX...
[2025-12-05T20:28:28.909483] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-05T20:28:28.909512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-05T20:28:28.920130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-05T20:28:28.920407] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-05T20:28:28.921202] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-05T20:28:28.921252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:28.921283] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:28.921310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:28.921368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:28.978356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:28.979000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:28.979077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:28.979110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:29.097495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:29.097666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:29.097705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:29.097732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:29.101189] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: UP (p=97.79%)
[2025-12-05T20:28:29.101485] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-05T20:28:29.101633] [INFO ] [sig       ] OFIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:29.244153] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OFIX.txt
[2025-12-05T20:28:29.244309] [INFO ] [sig       ] [2388/3626] Completed OFIX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 7.0m
[2025-12-05T20:28:29.244350] [INFO ] [sig       ] [2389/3626] Forecasting OFLX...
[2025-12-05T20:28:29.244379] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-05T20:28:29.244409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-05T20:28:29.255358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-05T20:28:29.255731] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-05T20:28:29.256480] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-05T20:28:29.256529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:29.256560] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:29.256604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:29.256661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:29.312978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:29.313600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:29.313677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:29.313711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:29.434080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:29.434221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:29.434258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:29.434285] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:29.437504] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: DOWN (p=12.53%)
[2025-12-05T20:28:29.437779] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-05T20:28:29.437916] [INFO ] [sig       ] OFLX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:29.574346] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OFLX.txt
[2025-12-05T20:28:29.574492] [INFO ] [sig       ] [2389/3626] Completed OFLX in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:29.574531] [INFO ] [sig       ] [2390/3626] Forecasting OFS...
[2025-12-05T20:28:29.574559] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-05T20:28:29.574609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-05T20:28:29.584830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-05T20:28:29.585286] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-05T20:28:29.586080] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-05T20:28:29.586129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:29.586159] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:29.586185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:29.586254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:29.642002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:29.642597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:29.642670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:29.642700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:29.757728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:29.757894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:29.757933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:29.757961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:29.761253] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=45.15%)
[2025-12-05T20:28:29.761509] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-05T20:28:29.761644] [INFO ] [sig       ] OFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:29.899771] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OFS.txt
[2025-12-05T20:28:29.899895] [INFO ] [sig       ] [2390/3626] Completed OFS in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:29.899932] [INFO ] [sig       ] [2391/3626] Forecasting OGE...
[2025-12-05T20:28:29.899961] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-05T20:28:29.899990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-05T20:28:29.910188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-05T20:28:29.910444] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-05T20:28:29.911195] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-05T20:28:29.911244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:29.911274] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:29.911300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:29.911355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:29.967212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:29.967843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:29.967916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:29.967947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:30.086055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:30.086195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:30.086235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:30.086263] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:30.089686] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2025-12-05T20:28:30.089955] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-05T20:28:30.090100] [INFO ] [sig       ] OGE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:30.231688] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OGE.txt
[2025-12-05T20:28:30.231828] [INFO ] [sig       ] [2391/3626] Completed OGE in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:30.231867] [INFO ] [sig       ] [2392/3626] Forecasting OGI...
[2025-12-05T20:28:30.231895] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-05T20:28:30.231924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-05T20:28:30.242955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-05T20:28:30.243197] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-05T20:28:30.243951] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-05T20:28:30.244014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:30.244045] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:30.244072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:30.244127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:30.299121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:30.299725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:30.299799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:30.299832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:30.422500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:30.422614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:30.422651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:30.422678] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:30.425778] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: DOWN (p=4.91%)
[2025-12-05T20:28:30.426033] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-05T20:28:30.426149] [INFO ] [sig       ] OGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:30.562384] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OGI.txt
[2025-12-05T20:28:30.562490] [INFO ] [sig       ] [2392/3626] Completed OGI in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:30.562526] [INFO ] [sig       ] [2393/3626] Forecasting OGN...
[2025-12-05T20:28:30.562554] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-05T20:28:30.562601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-05T20:28:30.573916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-05T20:28:30.574252] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-05T20:28:30.575047] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-05T20:28:30.575097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:30.575156] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:30.575183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:30.575238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:30.631552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:30.632501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:30.632606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:30.632641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:30.752584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:30.752752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:30.752793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:30.752823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:30.756187] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-05T20:28:30.756448] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-05T20:28:30.756583] [INFO ] [sig       ] OGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:30.893925] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OGN.txt
[2025-12-05T20:28:30.894061] [INFO ] [sig       ] [2393/3626] Completed OGN in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:30.894099] [INFO ] [sig       ] [2394/3626] Forecasting OHI...
[2025-12-05T20:28:30.894128] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-05T20:28:30.894158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-05T20:28:30.905283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-05T20:28:30.905531] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-05T20:28:30.906299] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-05T20:28:30.906348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:30.906377] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:30.906403] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:30.906457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:30.962112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:30.962692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:30.962766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:30.962796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:31.076310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:31.076442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:31.076480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:31.076506] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:31.079788] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=78.18%)
[2025-12-05T20:28:31.080060] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-05T20:28:31.080177] [INFO ] [sig       ] OHI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:31.219026] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OHI.txt
[2025-12-05T20:28:31.219237] [INFO ] [sig       ] [2394/3626] Completed OHI in 0.3s | 2.97 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-05T20:28:31.219276] [INFO ] [sig       ] [2395/3626] Forecasting OI...
[2025-12-05T20:28:31.219307] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-05T20:28:31.219336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-05T20:28:31.230283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-05T20:28:31.230500] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-05T20:28:31.231307] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-05T20:28:31.231358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:31.231390] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:31.231417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:31.231474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:31.287735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:31.288341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:31.288418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:31.288449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:31.405965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:31.406071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:31.406105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:31.406132] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:31.409271] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2025-12-05T20:28:31.409527] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-05T20:28:31.409664] [INFO ] [sig       ] OI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:31.546674] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OI.txt
[2025-12-05T20:28:31.546781] [INFO ] [sig       ] [2395/3626] Completed OI in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:31.546824] [INFO ] [sig       ] [2396/3626] Forecasting OIA...
[2025-12-05T20:28:31.546858] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-05T20:28:31.546887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-05T20:28:31.557112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-05T20:28:31.557358] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-05T20:28:31.558174] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-05T20:28:31.558223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:31.558254] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:31.558279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:31.558335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:31.614519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:31.615456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:31.615541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:31.615590] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:31.733235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:31.733400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:31.733441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:31.733469] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:31.736953] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=17.30%)
[2025-12-05T20:28:31.737223] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-05T20:28:31.737346] [INFO ] [sig       ] OIA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:31.876301] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OIA.txt
[2025-12-05T20:28:31.876468] [INFO ] [sig       ] [2396/3626] Completed OIA in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:31.876509] [INFO ] [sig       ] [2397/3626] Forecasting OII...
[2025-12-05T20:28:31.876537] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-05T20:28:31.876567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-05T20:28:31.889087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-05T20:28:31.889368] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-05T20:28:31.890156] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-05T20:28:31.890206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:31.890236] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:31.890262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:31.890315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:31.948796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:31.949527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:31.949620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:31.949653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:32.065841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:32.065999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:32.066038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:32.066064] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:32.069407] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=70.62%)
[2025-12-05T20:28:32.069685] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-05T20:28:32.069820] [INFO ] [sig       ] OII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:32.204641] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OII.txt
[2025-12-05T20:28:32.204746] [INFO ] [sig       ] [2397/3626] Completed OII in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:32.204782] [INFO ] [sig       ] [2398/3626] Forecasting OIS...
[2025-12-05T20:28:32.204811] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-05T20:28:32.204840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-05T20:28:32.215134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-05T20:28:32.215380] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-05T20:28:32.216133] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-05T20:28:32.216183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:32.216213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:32.216238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:32.216293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:32.271320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:32.271975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:32.272054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:32.272086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:32.386358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:32.386475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:32.386510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:32.386538] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:32.389745] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=80.20%)
[2025-12-05T20:28:32.389998] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-05T20:28:32.390115] [INFO ] [sig       ] OIS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:32.526496] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OIS.txt
[2025-12-05T20:28:32.526628] [INFO ] [sig       ] [2398/3626] Completed OIS in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:32.526666] [INFO ] [sig       ] [2399/3626] Forecasting OKE...
[2025-12-05T20:28:32.526695] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-05T20:28:32.526724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-05T20:28:32.537817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-05T20:28:32.538098] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-05T20:28:32.538857] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-05T20:28:32.538916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:32.538952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:32.538983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:32.539047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:32.594706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:32.595288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:32.595360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:32.595392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:32.716621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:32.716761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:32.716805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:32.716849] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:32.720101] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-05T20:28:32.720362] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-05T20:28:32.720485] [INFO ] [sig       ] OKE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:32.856233] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OKE.txt
[2025-12-05T20:28:32.856334] [INFO ] [sig       ] [2399/3626] Completed OKE in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:32.856372] [INFO ] [sig       ] [2400/3626] Forecasting OKTA...
[2025-12-05T20:28:32.856400] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-05T20:28:32.856429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-05T20:28:32.866867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-05T20:28:32.867106] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-05T20:28:32.867894] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-05T20:28:32.867945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:32.867976] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:32.868002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:32.868057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:32.923738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:32.924316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:32.924391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:32.924425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:33.041711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:33.041821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:33.041856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:33.041888] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:33.045013] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=59.22%)
[2025-12-05T20:28:33.045265] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-05T20:28:33.045382] [INFO ] [sig       ] OKTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:33.180131] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OKTA.txt
[2025-12-05T20:28:33.180240] [INFO ] [sig       ] [2400/3626] Completed OKTA in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:33.180277] [INFO ] [sig       ] [2401/3626] Forecasting OKYO...
[2025-12-05T20:28:33.180306] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-05T20:28:33.180335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-05T20:28:33.190434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-05T20:28:33.190723] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-05T20:28:33.191449] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-05T20:28:33.191498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:33.191528] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:33.191553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:33.191628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:33.246799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:33.247390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:33.247477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:33.247508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:33.366342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:33.366500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:33.366539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:33.366565] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:33.369915] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-05T20:28:33.370192] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-05T20:28:33.370308] [INFO ] [sig       ] OKYO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:33.506855] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OKYO.txt
[2025-12-05T20:28:33.507018] [INFO ] [sig       ] [2401/3626] Completed OKYO in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:33.507073] [INFO ] [sig       ] [2402/3626] Forecasting OLED...
[2025-12-05T20:28:33.507108] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-05T20:28:33.507138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-05T20:28:33.518412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-05T20:28:33.518694] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-05T20:28:33.519455] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-05T20:28:33.519503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:33.519533] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:33.519558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:33.519641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:33.576308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:33.576947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:33.577022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:33.577054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:33.697236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:33.697378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:33.697417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:33.697444] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:33.700794] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=49.69%)
[2025-12-05T20:28:33.701053] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-05T20:28:33.701169] [INFO ] [sig       ] OLED: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:33.837541] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OLED.txt
[2025-12-05T20:28:33.837667] [INFO ] [sig       ] [2402/3626] Completed OLED in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:33.837705] [INFO ] [sig       ] [2403/3626] Forecasting OLLI...
[2025-12-05T20:28:33.837734] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-05T20:28:33.837764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-05T20:28:33.848842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-05T20:28:33.849110] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-05T20:28:33.849869] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-05T20:28:33.849928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:33.849979] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:33.850013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:33.850078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:33.905867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:33.906479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:33.906595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:33.906630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:34.022694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:34.022817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:34.022854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:34.022881] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:34.026077] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2025-12-05T20:28:34.026331] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-05T20:28:34.026451] [INFO ] [sig       ] OLLI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:34.167310] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OLLI.txt
[2025-12-05T20:28:34.167440] [INFO ] [sig       ] [2403/3626] Completed OLLI in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:34.167476] [INFO ] [sig       ] [2404/3626] Forecasting OLMA...
[2025-12-05T20:28:34.167506] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-05T20:28:34.167535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-05T20:28:34.178383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-05T20:28:34.178666] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-05T20:28:34.179437] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-05T20:28:34.179486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:34.179517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:34.179543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:34.179622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:34.236028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:34.236870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:34.236945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:34.236977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:34.362438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:34.362602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:34.362641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:34.362668] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:34.365920] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-05T20:28:34.366174] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-05T20:28:34.366293] [INFO ] [sig       ] OLMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:34.504274] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OLMA.txt
[2025-12-05T20:28:34.504397] [INFO ] [sig       ] [2404/3626] Completed OLMA in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:34.504435] [INFO ] [sig       ] [2405/3626] Forecasting OLN...
[2025-12-05T20:28:34.504462] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-05T20:28:34.504490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-05T20:28:34.515226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-05T20:28:34.515497] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-05T20:28:34.516276] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-05T20:28:34.516325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:34.516355] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:34.516381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:34.516435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:34.572528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:34.573159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:34.573236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:34.573267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:34.692670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:34.692810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:34.692850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:34.692884] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:34.696129] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=1.19%)
[2025-12-05T20:28:34.696383] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-05T20:28:34.696503] [INFO ] [sig       ] OLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:34.835339] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OLN.txt
[2025-12-05T20:28:34.835463] [INFO ] [sig       ] [2405/3626] Completed OLN in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:34.835500] [INFO ] [sig       ] [2406/3626] Forecasting OLP...
[2025-12-05T20:28:34.835528] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-05T20:28:34.835556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-05T20:28:34.846221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-05T20:28:34.846474] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-05T20:28:34.847255] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-05T20:28:34.847303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:34.847334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:34.847360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:34.847413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:34.902757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:34.903371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:34.903446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:34.903478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:35.019767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:35.019894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:35.019931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:35.019959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:35.023091] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=78.09%)
[2025-12-05T20:28:35.023343] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-05T20:28:35.023459] [INFO ] [sig       ] OLP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:35.160347] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OLP.txt
[2025-12-05T20:28:35.160484] [INFO ] [sig       ] [2406/3626] Completed OLP in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.9m
[2025-12-05T20:28:35.160522] [INFO ] [sig       ] [2407/3626] Forecasting OLPX...
[2025-12-05T20:28:35.160556] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-05T20:28:35.160604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-05T20:28:35.171010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-05T20:28:35.171274] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-05T20:28:35.172030] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-05T20:28:35.172078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:35.172110] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:35.172135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:35.172191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:35.227698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:35.228289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:35.228363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:35.228394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:35.347562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:35.347697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:35.347736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:35.347763] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:35.351071] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=16.05%)
[2025-12-05T20:28:35.351325] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-05T20:28:35.351441] [INFO ] [sig       ] OLPX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:35.488084] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OLPX.txt
[2025-12-05T20:28:35.488207] [INFO ] [sig       ] [2407/3626] Completed OLPX in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:35.488244] [INFO ] [sig       ] [2408/3626] Forecasting OM...
[2025-12-05T20:28:35.488272] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-05T20:28:35.488300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-05T20:28:35.500076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-05T20:28:35.500506] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-05T20:28:35.501347] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-05T20:28:35.501398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:35.501428] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:35.501454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:35.501509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:35.558067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:35.558921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:35.559016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:35.559056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:35.680416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:35.680548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:35.680604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:35.680633] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:35.683869] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2025-12-05T20:28:35.684157] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-05T20:28:35.684278] [INFO ] [sig       ] OM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:35.823046] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OM.txt
[2025-12-05T20:28:35.823158] [INFO ] [sig       ] [2408/3626] Completed OM in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:35.823194] [INFO ] [sig       ] [2409/3626] Forecasting OMAB...
[2025-12-05T20:28:35.823223] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-05T20:28:35.823251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-05T20:28:35.833659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-05T20:28:35.833904] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-05T20:28:35.834659] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-05T20:28:35.834714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:35.834745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:35.834771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:35.834825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:35.890918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:35.891494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:35.891568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:35.891616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:36.008459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:36.008550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:36.008600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:36.008630] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:36.011630] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: UP (p=84.55%)
[2025-12-05T20:28:36.011878] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-05T20:28:36.011992] [INFO ] [sig       ] OMAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:36.148333] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OMAB.txt
[2025-12-05T20:28:36.148441] [INFO ] [sig       ] [2409/3626] Completed OMAB in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:36.148477] [INFO ] [sig       ] [2410/3626] Forecasting OMC...
[2025-12-05T20:28:36.148505] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-05T20:28:36.148536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-05T20:28:36.159033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-05T20:28:36.159281] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-05T20:28:36.160031] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-05T20:28:36.160080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:36.160134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:36.160162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:36.160217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:36.215741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:36.216298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:36.216368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:36.216399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:36.331778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:36.331890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:36.331925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:36.331968] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:36.335081] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-05T20:28:36.335330] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-05T20:28:36.335444] [INFO ] [sig       ] OMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:36.471729] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OMC.txt
[2025-12-05T20:28:36.471836] [INFO ] [sig       ] [2410/3626] Completed OMC in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:36.471872] [INFO ] [sig       ] [2411/3626] Forecasting OMCL...
[2025-12-05T20:28:36.471901] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-05T20:28:36.471930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-05T20:28:36.482186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2025-12-05T20:28:36.482426] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-05T20:28:36.483184] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-05T20:28:36.483233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:36.483263] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:36.483289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:36.483343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:36.538149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:36.538742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:36.538816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:36.538847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:36.659525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:36.659660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:36.659697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:36.659724] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:36.662867] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=47.73%)
[2025-12-05T20:28:36.663119] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-05T20:28:36.663235] [INFO ] [sig       ] OMCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:36.802063] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OMCL.txt
[2025-12-05T20:28:36.802188] [INFO ] [sig       ] [2411/3626] Completed OMCL in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:36.802224] [INFO ] [sig       ] [2412/3626] Forecasting OMEX...
[2025-12-05T20:28:36.802252] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-05T20:28:36.802281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-05T20:28:36.813319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-05T20:28:36.813561] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-05T20:28:36.814314] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-05T20:28:36.814362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:36.814393] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:36.814419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:36.814474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:36.870200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:36.870802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:36.870878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:36.870910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:36.987237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:36.987332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:36.987366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:36.987393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:36.990500] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-05T20:28:36.990766] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-05T20:28:36.990881] [INFO ] [sig       ] OMEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:37.128693] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OMEX.txt
[2025-12-05T20:28:37.128810] [INFO ] [sig       ] [2412/3626] Completed OMEX in 0.3s | 2.97 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-05T20:28:37.128846] [INFO ] [sig       ] [2413/3626] Forecasting OMF...
[2025-12-05T20:28:37.128874] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-05T20:28:37.128905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-05T20:28:37.138941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-05T20:28:37.139199] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-05T20:28:37.139977] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-05T20:28:37.140036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:37.140072] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:37.140103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:37.140163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:37.195704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:37.196267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:37.196341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:37.196372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:37.314519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:37.314654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:37.314691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:37.314747] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:37.317959] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2025-12-05T20:28:37.318218] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-05T20:28:37.318336] [INFO ] [sig       ] OMF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:37.455946] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OMF.txt
[2025-12-05T20:28:37.456060] [INFO ] [sig       ] [2413/3626] Completed OMF in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:37.456097] [INFO ] [sig       ] [2414/3626] Forecasting OMI...
[2025-12-05T20:28:37.456124] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-05T20:28:37.456153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-05T20:28:37.467128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-05T20:28:37.467445] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-05T20:28:37.468288] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-05T20:28:37.468338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:37.468368] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:37.468393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:37.468467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:37.526060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:37.527044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:37.527134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:37.527168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:37.656922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:37.657093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:37.657160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:37.657205] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:37.661144] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-05T20:28:37.661448] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-05T20:28:37.661596] [INFO ] [sig       ] OMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:37.805454] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OMI.txt
[2025-12-05T20:28:37.805605] [INFO ] [sig       ] [2414/3626] Completed OMI in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:37.805645] [INFO ] [sig       ] [2415/3626] Forecasting ON...
[2025-12-05T20:28:37.805674] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-05T20:28:37.805703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-05T20:28:37.816167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2025-12-05T20:28:37.816427] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-05T20:28:37.817214] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-05T20:28:37.817263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:37.817294] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:37.817320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:37.817375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:37.873459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:37.874178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:37.874251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:37.874283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:37.999743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:37.999901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:37.999942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:37.999972] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:38.003725] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2025-12-05T20:28:38.004008] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-05T20:28:38.004130] [INFO ] [sig       ] ON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:38.140803] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ON.txt
[2025-12-05T20:28:38.140920] [INFO ] [sig       ] [2415/3626] Completed ON in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:38.140960] [INFO ] [sig       ] [2416/3626] Forecasting ONB...
[2025-12-05T20:28:38.140995] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-05T20:28:38.141031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-05T20:28:38.152094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2025-12-05T20:28:38.152386] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-05T20:28:38.153159] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-05T20:28:38.153225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:38.153257] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:38.153283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:38.153340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:38.209670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:38.210314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:38.210406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:38.210449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:38.329343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:38.329490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:38.329530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:38.329558] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:38.332918] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-05T20:28:38.333215] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-05T20:28:38.333334] [INFO ] [sig       ] ONB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:38.473399] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ONB.txt
[2025-12-05T20:28:38.473522] [INFO ] [sig       ] [2416/3626] Completed ONB in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:38.473559] [INFO ] [sig       ] [2417/3626] Forecasting ONCO...
[2025-12-05T20:28:38.473606] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-05T20:28:38.473636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-05T20:28:38.483873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-05T20:28:38.484121] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-05T20:28:38.484885] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-05T20:28:38.484933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:38.484964] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:38.484990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:38.485045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:38.541192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:38.541914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:38.541998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:38.542031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:38.662323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:38.662482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:38.662521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:38.662549] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:38.665912] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: UP (p=63.27%)
[2025-12-05T20:28:38.666179] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-05T20:28:38.666297] [INFO ] [sig       ] ONCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:38.804200] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ONCO.txt
[2025-12-05T20:28:38.804320] [INFO ] [sig       ] [2417/3626] Completed ONCO in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:38.804357] [INFO ] [sig       ] [2418/3626] Forecasting ONDS...
[2025-12-05T20:28:38.804385] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-05T20:28:38.804414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-05T20:28:38.816161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-05T20:28:38.816539] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-05T20:28:38.817339] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-05T20:28:38.817389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:38.817419] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:38.817445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:38.817504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:38.874854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:38.875718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:38.875800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:38.875834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:38.995227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:38.995385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:38.995426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:38.995455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:38.998812] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-12-05T20:28:38.999075] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-05T20:28:38.999196] [INFO ] [sig       ] ONDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:39.136754] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ONDS.txt
[2025-12-05T20:28:39.136868] [INFO ] [sig       ] [2418/3626] Completed ONDS in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:39.136904] [INFO ] [sig       ] [2419/3626] Forecasting ONEQ...
[2025-12-05T20:28:39.136934] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-05T20:28:39.136962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-05T20:28:39.146901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-05T20:28:39.147155] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-05T20:28:39.147947] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-05T20:28:39.147995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:39.148025] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:39.148049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:39.148104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:39.206812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:39.207401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:39.207476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:39.207507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:39.330503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:39.330659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:39.330699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:39.330727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:39.334070] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-05T20:28:39.334338] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-05T20:28:39.334473] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:39.479956] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ONEQ.txt
[2025-12-05T20:28:39.480082] [INFO ] [sig       ] [2419/3626] Completed ONEQ in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:39.480120] [INFO ] [sig       ] [2420/3626] Forecasting ONL...
[2025-12-05T20:28:39.480149] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-05T20:28:39.480179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-05T20:28:39.491027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-05T20:28:39.491279] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-05T20:28:39.492033] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-05T20:28:39.492081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:39.492111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:39.492138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:39.492194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:39.547781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:39.548391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:39.548489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:39.548521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:39.671238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:39.671387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:39.671425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:39.671454] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:39.674795] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=33.01%)
[2025-12-05T20:28:39.675059] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-05T20:28:39.675174] [INFO ] [sig       ] ONL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:39.813545] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ONL.txt
[2025-12-05T20:28:39.813669] [INFO ] [sig       ] [2420/3626] Completed ONL in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:39.813706] [INFO ] [sig       ] [2421/3626] Forecasting ONON...
[2025-12-05T20:28:39.813735] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-05T20:28:39.813764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-05T20:28:39.824062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2025-12-05T20:28:39.824303] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-05T20:28:39.825054] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-05T20:28:39.825103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:39.825134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:39.825161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:39.825217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:39.882414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:39.883066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:39.883141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:39.883174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:40.002588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:40.002707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:40.002743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:40.002770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:40.005905] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=89.12%)
[2025-12-05T20:28:40.006172] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-05T20:28:40.006288] [INFO ] [sig       ] ONON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:40.143127] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ONON.txt
[2025-12-05T20:28:40.143241] [INFO ] [sig       ] [2421/3626] Completed ONON in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:40.143278] [INFO ] [sig       ] [2422/3626] Forecasting ONTF...
[2025-12-05T20:28:40.143307] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-05T20:28:40.143335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-05T20:28:40.153335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-05T20:28:40.153614] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-05T20:28:40.154346] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-05T20:28:40.154395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:40.154426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:40.154452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:40.154507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:40.210314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:40.210895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:40.210967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:40.210998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:40.333511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:40.333648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:40.333688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:40.333716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:40.337025] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=70.96%)
[2025-12-05T20:28:40.337289] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-05T20:28:40.337410] [INFO ] [sig       ] ONTF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:40.476009] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ONTF.txt
[2025-12-05T20:28:40.476121] [INFO ] [sig       ] [2422/3626] Completed ONTF in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:40.476157] [INFO ] [sig       ] [2423/3626] Forecasting ONTO...
[2025-12-05T20:28:40.476185] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-05T20:28:40.476215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-05T20:28:40.487069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-05T20:28:40.487314] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-05T20:28:40.488111] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-05T20:28:40.488161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:40.488191] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:40.488217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:40.488271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:40.543932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:40.544594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:40.544669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:40.544701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:40.665479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:40.665623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:40.665675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:40.665705] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:40.668979] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=6.30%)
[2025-12-05T20:28:40.669234] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-05T20:28:40.669351] [INFO ] [sig       ] ONTO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:40.807636] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ONTO.txt
[2025-12-05T20:28:40.807774] [INFO ] [sig       ] [2423/3626] Completed ONTO in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:40.807823] [INFO ] [sig       ] [2424/3626] Forecasting OOMA...
[2025-12-05T20:28:40.807852] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-05T20:28:40.807880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-05T20:28:40.818335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-05T20:28:40.818610] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-05T20:28:40.819377] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-05T20:28:40.819425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:40.819456] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:40.819482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:40.819537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:40.876914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:40.877545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:40.877637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:40.877669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:40.994774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:40.994895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:40.994930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:40.994957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:40.999367] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=25.96%)
[2025-12-05T20:28:40.999656] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-05T20:28:40.999775] [INFO ] [sig       ] OOMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:41.136519] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OOMA.txt
[2025-12-05T20:28:41.136649] [INFO ] [sig       ] [2424/3626] Completed OOMA in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.8m
[2025-12-05T20:28:41.136687] [INFO ] [sig       ] [2425/3626] Forecasting OPAD...
[2025-12-05T20:28:41.136715] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-05T20:28:41.136745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-05T20:28:41.147718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAD'.
[2025-12-05T20:28:41.147981] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-05T20:28:41.148731] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-05T20:28:41.148780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:41.148810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:41.148844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:41.148907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:41.204296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:41.204895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:41.204966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:41.204996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:41.324295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:41.324425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:41.324461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:41.324489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:41.327707] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-05T20:28:41.327993] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-05T20:28:41.328115] [INFO ] [sig       ] OPAD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:41.465053] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPAD.txt
[2025-12-05T20:28:41.465169] [INFO ] [sig       ] [2425/3626] Completed OPAD in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:41.465206] [INFO ] [sig       ] [2426/3626] Forecasting OPAL...
[2025-12-05T20:28:41.465234] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-05T20:28:41.465264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-05T20:28:41.475639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-05T20:28:41.475886] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-05T20:28:41.476674] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-05T20:28:41.476723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:41.476756] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:41.476781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:41.476836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:41.533504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:41.534093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:41.534165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:41.534196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:41.655014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:41.655137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:41.655173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:41.655201] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:41.658425] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2025-12-05T20:28:41.658698] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-05T20:28:41.658819] [INFO ] [sig       ] OPAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:41.796319] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OPAL.txt
[2025-12-05T20:28:41.796428] [INFO ] [sig       ] [2426/3626] Completed OPAL in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:41.796465] [INFO ] [sig       ] [2427/3626] Forecasting OPBK...
[2025-12-05T20:28:41.796493] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-05T20:28:41.796522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-05T20:28:41.807871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-05T20:28:41.808124] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-05T20:28:41.808890] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-05T20:28:41.808939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:41.809005] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:41.809034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:41.809090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:41.865362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:41.865958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:41.866030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:41.866061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:41.991024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:41.991152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:41.991189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:41.991216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:41.994392] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: UP (p=76.99%)
[2025-12-05T20:28:41.994666] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-05T20:28:41.994784] [INFO ] [sig       ] OPBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:42.132627] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OPBK.txt
[2025-12-05T20:28:42.132743] [INFO ] [sig       ] [2427/3626] Completed OPBK in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:42.132781] [INFO ] [sig       ] [2428/3626] Forecasting OPCH...
[2025-12-05T20:28:42.132809] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-05T20:28:42.132838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-05T20:28:42.142923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-05T20:28:42.143162] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-05T20:28:42.143920] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-05T20:28:42.143969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:42.143999] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:42.144025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:42.144083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:42.199726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:42.200287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:42.200358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:42.200389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:42.319399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:42.319525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:42.319566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:42.319611] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:42.322783] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2025-12-05T20:28:42.323036] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-05T20:28:42.323154] [INFO ] [sig       ] OPCH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:42.460866] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPCH.txt
[2025-12-05T20:28:42.460978] [INFO ] [sig       ] [2428/3626] Completed OPCH in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:42.461015] [INFO ] [sig       ] [2429/3626] Forecasting OPEN...
[2025-12-05T20:28:42.461043] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-05T20:28:42.461072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-05T20:28:42.471943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-05T20:28:42.472194] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-05T20:28:42.472946] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-05T20:28:42.472995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:42.473026] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:42.473053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:42.473113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:42.529076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:42.529659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:42.529731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:42.529762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:42.650329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:42.650437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:42.650473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:42.650501] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:42.653891] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-05T20:28:42.654265] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-05T20:28:42.654412] [INFO ] [sig       ] OPEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:42.800979] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPEN.txt
[2025-12-05T20:28:42.801091] [INFO ] [sig       ] [2429/3626] Completed OPEN in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:42.801132] [INFO ] [sig       ] [2430/3626] Forecasting OPFI...
[2025-12-05T20:28:42.801159] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-05T20:28:42.801189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-05T20:28:42.811944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-05T20:28:42.812186] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-05T20:28:42.812928] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-05T20:28:42.812976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:42.813006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:42.813032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:42.813087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:42.869530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:42.870128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:42.870213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:42.870252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:42.989595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:42.989692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:42.989726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:42.989779] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:42.992835] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2025-12-05T20:28:42.993083] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-05T20:28:42.993199] [INFO ] [sig       ] OPFI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:43.134634] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPFI.txt
[2025-12-05T20:28:43.134743] [INFO ] [sig       ] [2430/3626] Completed OPFI in 0.3s | 2.97 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-05T20:28:43.134786] [INFO ] [sig       ] [2431/3626] Forecasting OPK...
[2025-12-05T20:28:43.134815] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-05T20:28:43.134844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-05T20:28:43.145480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2025-12-05T20:28:43.145737] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-05T20:28:43.146466] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-05T20:28:43.146514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:43.146545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:43.146596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:43.146655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:43.201593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:43.202153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:43.202227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:43.202258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:43.318756] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:43.318878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:43.318913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:43.318939] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:43.322107] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=10.90%)
[2025-12-05T20:28:43.322361] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-05T20:28:43.322478] [INFO ] [sig       ] OPK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:43.463493] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPK.txt
[2025-12-05T20:28:43.463619] [INFO ] [sig       ] [2431/3626] Completed OPK in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:43.463658] [INFO ] [sig       ] [2432/3626] Forecasting OPP...
[2025-12-05T20:28:43.463687] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-05T20:28:43.463717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-05T20:28:43.474427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-05T20:28:43.474684] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-05T20:28:43.475412] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-05T20:28:43.475461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:43.475491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:43.475516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:43.475589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:43.531701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:43.532256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:43.532328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:43.532359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:43.647051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:43.647144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:43.647177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:43.647204] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:43.650427] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=4.47%)
[2025-12-05T20:28:43.650706] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-05T20:28:43.650859] [INFO ] [sig       ] OPP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:43.797186] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPP.txt
[2025-12-05T20:28:43.797311] [INFO ] [sig       ] [2432/3626] Completed OPP in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:43.797356] [INFO ] [sig       ] [2433/3626] Forecasting OPRA...
[2025-12-05T20:28:43.797390] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-05T20:28:43.797426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-05T20:28:43.808251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-05T20:28:43.808498] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-05T20:28:43.809296] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-05T20:28:43.809346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:43.809376] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:43.809402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:43.809456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:43.866496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:43.867091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:43.867165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:43.867195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:43.986685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:43.986821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:43.986858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:43.986885] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:43.990217] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-05T20:28:43.990480] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-05T20:28:43.990613] [INFO ] [sig       ] OPRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:44.128889] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OPRA.txt
[2025-12-05T20:28:44.129003] [INFO ] [sig       ] [2433/3626] Completed OPRA in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:44.129040] [INFO ] [sig       ] [2434/3626] Forecasting OPRX...
[2025-12-05T20:28:44.129068] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-05T20:28:44.129096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-05T20:28:44.139260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-05T20:28:44.139515] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-05T20:28:44.140300] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-05T20:28:44.140352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:44.140382] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:44.140408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:44.140463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:44.196341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:44.196917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:44.196987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:44.197019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:44.318310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:44.318442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:44.318493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:44.318521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:44.321764] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-05T20:28:44.322019] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-05T20:28:44.322149] [INFO ] [sig       ] OPRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:44.467409] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPRX.txt
[2025-12-05T20:28:44.467532] [INFO ] [sig       ] [2434/3626] Completed OPRX in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:44.467584] [INFO ] [sig       ] [2435/3626] Forecasting OPTX...
[2025-12-05T20:28:44.467615] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-05T20:28:44.467644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-05T20:28:44.477758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-05T20:28:44.478072] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-05T20:28:44.478875] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-05T20:28:44.478926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:44.478958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:44.478985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:44.479040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:44.537485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:44.538114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:44.538189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:44.538220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:44.657237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:44.657363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:44.657400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:44.657428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:44.660691] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=35.93%)
[2025-12-05T20:28:44.660946] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-05T20:28:44.661061] [INFO ] [sig       ] OPTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:44.799311] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OPTX.txt
[2025-12-05T20:28:44.799418] [INFO ] [sig       ] [2435/3626] Completed OPTX in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:44.799454] [INFO ] [sig       ] [2436/3626] Forecasting OPXS...
[2025-12-05T20:28:44.799482] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-05T20:28:44.799511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-05T20:28:44.809555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2025-12-05T20:28:44.809846] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-05T20:28:44.810624] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-05T20:28:44.810682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:44.810713] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:44.810739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:44.810794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:44.868719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:44.869331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:44.869420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:44.869453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:44.986613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:44.986725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:44.986761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:44.986789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:44.989893] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=65.52%)
[2025-12-05T20:28:44.990149] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-05T20:28:44.990268] [INFO ] [sig       ] OPXS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:45.131231] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OPXS.txt
[2025-12-05T20:28:45.131344] [INFO ] [sig       ] [2436/3626] Completed OPXS in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:45.131380] [INFO ] [sig       ] [2437/3626] Forecasting ORA...
[2025-12-05T20:28:45.131408] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-05T20:28:45.131437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-05T20:28:45.141844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2025-12-05T20:28:45.142100] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-05T20:28:45.142861] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-05T20:28:45.142912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:45.142943] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:45.142970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:45.143025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:45.198824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:45.199389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:45.199487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:45.199520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:45.320084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:45.320209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:45.320253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:45.320286] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:45.323547] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2025-12-05T20:28:45.323864] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-05T20:28:45.324092] [INFO ] [sig       ] ORA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:45.463526] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ORA.txt
[2025-12-05T20:28:45.463664] [INFO ] [sig       ] [2437/3626] Completed ORA in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:45.463701] [INFO ] [sig       ] [2438/3626] Forecasting ORC...
[2025-12-05T20:28:45.463730] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-05T20:28:45.463760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-05T20:28:45.473880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2025-12-05T20:28:45.474152] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-05T20:28:45.474954] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-05T20:28:45.475003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:45.475047] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:45.475075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:45.475129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:45.533932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:45.534508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:45.534599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:45.534634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:45.656254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:45.656384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:45.656422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:45.656450] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:45.659699] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2025-12-05T20:28:45.659953] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-05T20:28:45.660068] [INFO ] [sig       ] ORC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:45.801456] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORC.txt
[2025-12-05T20:28:45.801590] [INFO ] [sig       ] [2438/3626] Completed ORC in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:45.801632] [INFO ] [sig       ] [2439/3626] Forecasting ORGO...
[2025-12-05T20:28:45.801660] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-05T20:28:45.801688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-05T20:28:45.811961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-05T20:28:45.812212] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-05T20:28:45.813013] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-05T20:28:45.813062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:45.813092] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:45.813117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:45.813171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:45.869798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:45.870464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:45.870539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:45.870570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:45.986791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:45.986907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:45.986942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:45.986970] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:45.990104] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-05T20:28:45.990356] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-05T20:28:45.990474] [INFO ] [sig       ] ORGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:46.130458] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORGO.txt
[2025-12-05T20:28:46.130589] [INFO ] [sig       ] [2439/3626] Completed ORGO in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:46.130629] [INFO ] [sig       ] [2440/3626] Forecasting ORIC...
[2025-12-05T20:28:46.130657] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-05T20:28:46.130686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-05T20:28:46.141896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-05T20:28:46.142159] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-05T20:28:46.142923] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-05T20:28:46.142972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:46.143004] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:46.143029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:46.143089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:46.198642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:46.199206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:46.199278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:46.199309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:46.320559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:46.320692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:46.320731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:46.320759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:46.323923] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-05T20:28:46.324188] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-05T20:28:46.324330] [INFO ] [sig       ] ORIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:46.463182] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORIC.txt
[2025-12-05T20:28:46.463318] [INFO ] [sig       ] [2440/3626] Completed ORIC in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:46.463355] [INFO ] [sig       ] [2441/3626] Forecasting ORKA...
[2025-12-05T20:28:46.463384] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-05T20:28:46.463413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-05T20:28:46.473558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-05T20:28:46.473839] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-05T20:28:46.474625] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-05T20:28:46.474679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:46.474711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:46.474737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:46.474792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:46.530768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:46.531333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:46.531405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:46.531437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:46.651555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:46.651684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:46.651721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:46.651749] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:46.654900] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-05T20:28:46.655158] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-05T20:28:46.655280] [INFO ] [sig       ] ORKA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:46.792812] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORKA.txt
[2025-12-05T20:28:46.792917] [INFO ] [sig       ] [2441/3626] Completed ORKA in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.7m
[2025-12-05T20:28:46.792952] [INFO ] [sig       ] [2442/3626] Forecasting ORLY...
[2025-12-05T20:28:46.792987] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-05T20:28:46.793017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-05T20:28:46.803183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-05T20:28:46.803451] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-05T20:28:46.804348] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-05T20:28:46.804399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:46.804433] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:46.804461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:46.804517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:46.862529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:46.863148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:46.863226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:46.863260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:46.981062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:46.981167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:46.981202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:46.981234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:46.984313] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2025-12-05T20:28:46.984589] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-05T20:28:46.984710] [INFO ] [sig       ] ORLY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:47.122566] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ORLY.txt
[2025-12-05T20:28:47.122704] [INFO ] [sig       ] [2442/3626] Completed ORLY in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:47.122742] [INFO ] [sig       ] [2443/3626] Forecasting ORMP...
[2025-12-05T20:28:47.122770] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-05T20:28:47.122799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-05T20:28:47.133109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-05T20:28:47.133380] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-05T20:28:47.134135] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-05T20:28:47.134186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:47.134220] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:47.134246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:47.134301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:47.190298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:47.190871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:47.190945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:47.190976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:47.311239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:47.311355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:47.311390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:47.311417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:47.314522] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2025-12-05T20:28:47.314791] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-05T20:28:47.314908] [INFO ] [sig       ] ORMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:47.452139] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORMP.txt
[2025-12-05T20:28:47.452265] [INFO ] [sig       ] [2443/3626] Completed ORMP in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:47.452309] [INFO ] [sig       ] [2444/3626] Forecasting ORN...
[2025-12-05T20:28:47.452343] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-05T20:28:47.452377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-05T20:28:47.462809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-05T20:28:47.463078] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-05T20:28:47.463865] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-05T20:28:47.463916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:47.463980] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:47.464019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:47.464099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:47.522975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:47.523552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:47.523646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:47.523679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:47.641808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:47.641905] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:47.641939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:47.641966] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:47.645066] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2025-12-05T20:28:47.645319] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-05T20:28:47.645435] [INFO ] [sig       ] ORN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:47.784415] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ORN.txt
[2025-12-05T20:28:47.784528] [INFO ] [sig       ] [2444/3626] Completed ORN in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:47.784565] [INFO ] [sig       ] [2445/3626] Forecasting ORRF...
[2025-12-05T20:28:47.784613] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-05T20:28:47.784642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-05T20:28:47.796127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-05T20:28:47.796448] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-05T20:28:47.797248] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-05T20:28:47.797298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:47.797328] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:47.797353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:47.797407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:47.855199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:47.855970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:47.856050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:47.856082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:47.979717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:47.979869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:47.979909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:47.979956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:47.983308] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=4.31%)
[2025-12-05T20:28:47.983646] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-05T20:28:47.983774] [INFO ] [sig       ] ORRF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:48.119901] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ORRF.txt
[2025-12-05T20:28:48.120014] [INFO ] [sig       ] [2445/3626] Completed ORRF in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:48.120051] [INFO ] [sig       ] [2446/3626] Forecasting OS...
[2025-12-05T20:28:48.120079] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-05T20:28:48.120107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-05T20:28:48.131495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-05T20:28:48.131795] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-05T20:28:48.132561] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-05T20:28:48.132633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:48.132665] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:48.132691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:48.132745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:48.188683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:48.189254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:48.189341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:48.189380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:48.308518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:48.308647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:48.308683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:48.308710] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:48.311866] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: UP (p=51.45%)
[2025-12-05T20:28:48.312122] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-05T20:28:48.312243] [INFO ] [sig       ] OS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:48.447534] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OS.txt
[2025-12-05T20:28:48.447652] [INFO ] [sig       ] [2446/3626] Completed OS in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:48.447689] [INFO ] [sig       ] [2447/3626] Forecasting OSBC...
[2025-12-05T20:28:48.447717] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-05T20:28:48.447746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-05T20:28:48.459297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-05T20:28:48.459625] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-05T20:28:48.460390] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-05T20:28:48.460439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:48.460469] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:48.460495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:48.460550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:48.517464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:48.518153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:48.518235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:48.518282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:48.636890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:48.637039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:48.637082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:48.637147] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:48.640512] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=18.63%)
[2025-12-05T20:28:48.640800] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-05T20:28:48.640932] [INFO ] [sig       ] OSBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:48.776252] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OSBC.txt
[2025-12-05T20:28:48.776366] [INFO ] [sig       ] [2447/3626] Completed OSBC in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:48.776403] [INFO ] [sig       ] [2448/3626] Forecasting OSIS...
[2025-12-05T20:28:48.776432] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-05T20:28:48.776461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-05T20:28:48.786960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-05T20:28:48.787244] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-05T20:28:48.788070] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-05T20:28:48.788120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:48.788151] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:48.788176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:48.788231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:48.844100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:48.844715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:48.844791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:48.844822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:48.964174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:48.964334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:48.964375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:48.964402] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:48.967731] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: UP (p=77.06%)
[2025-12-05T20:28:48.968015] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-05T20:28:48.968138] [INFO ] [sig       ] OSIS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:49.103389] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OSIS.txt
[2025-12-05T20:28:49.103506] [INFO ] [sig       ] [2448/3626] Completed OSIS in 0.3s | 2.97 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-05T20:28:49.103543] [INFO ] [sig       ] [2449/3626] Forecasting OSPN...
[2025-12-05T20:28:49.103588] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-05T20:28:49.103623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-05T20:28:49.114643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-05T20:28:49.114922] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-05T20:28:49.115699] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-05T20:28:49.115749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:49.115780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:49.115806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:49.115877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:49.170947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:49.171507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:49.171598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:49.171631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:49.289680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:49.289818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:49.289855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:49.289882] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:49.293067] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-05T20:28:49.293326] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-05T20:28:49.293444] [INFO ] [sig       ] OSPN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:49.429263] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OSPN.txt
[2025-12-05T20:28:49.429364] [INFO ] [sig       ] [2449/3626] Completed OSPN in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:49.429400] [INFO ] [sig       ] [2450/3626] Forecasting OSS...
[2025-12-05T20:28:49.429428] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-05T20:28:49.429457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-05T20:28:49.440165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-05T20:28:49.440417] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-05T20:28:49.441182] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-05T20:28:49.441231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:49.441261] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:49.441290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:49.441346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:49.496647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:49.497229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:49.497307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:49.497338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:49.612032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:49.612131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:49.612167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:49.612194] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:49.615362] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-05T20:28:49.615651] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-05T20:28:49.615791] [INFO ] [sig       ] OSS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:49.752365] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OSS.txt
[2025-12-05T20:28:49.752472] [INFO ] [sig       ] [2450/3626] Completed OSS in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:49.752508] [INFO ] [sig       ] [2451/3626] Forecasting OTEX...
[2025-12-05T20:28:49.752536] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-05T20:28:49.752564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-05T20:28:49.762685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2025-12-05T20:28:49.762926] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-05T20:28:49.763678] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-05T20:28:49.763741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:49.763773] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:49.763800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:49.763855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:49.819435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:49.820014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:49.820085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:49.820116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:49.942441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:49.942583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:49.942622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:49.942651] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:49.945890] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-05T20:28:49.946158] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-05T20:28:49.946284] [INFO ] [sig       ] OTEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:50.081452] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OTEX.txt
[2025-12-05T20:28:50.081558] [INFO ] [sig       ] [2451/3626] Completed OTEX in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:50.081612] [INFO ] [sig       ] [2452/3626] Forecasting OTIS...
[2025-12-05T20:28:50.081641] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-05T20:28:50.081670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-05T20:28:50.092055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-05T20:28:50.092303] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-05T20:28:50.093054] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-05T20:28:50.093103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:50.093134] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:50.093160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:50.093215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:50.148378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:50.148987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:50.149062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:50.149092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:50.265936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:50.266051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:50.266091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:50.266118] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:50.269380] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: DOWN (p=24.15%)
[2025-12-05T20:28:50.269663] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-05T20:28:50.269783] [INFO ] [sig       ] OTIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:50.408750] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OTIS.txt
[2025-12-05T20:28:50.408897] [INFO ] [sig       ] [2452/3626] Completed OTIS in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:50.408934] [INFO ] [sig       ] [2453/3626] Forecasting OTLY...
[2025-12-05T20:28:50.408962] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-05T20:28:50.408997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-05T20:28:50.419000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-05T20:28:50.419245] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-05T20:28:50.420011] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-05T20:28:50.420060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:50.420090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:50.420116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:50.420171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:50.475888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:50.476504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:50.476592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:50.476626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:50.591871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:50.591984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:50.592023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:50.592052] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:50.595321] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2025-12-05T20:28:50.595599] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-05T20:28:50.595733] [INFO ] [sig       ] OTLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:50.733155] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OTLY.txt
[2025-12-05T20:28:50.733263] [INFO ] [sig       ] [2453/3626] Completed OTLY in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:50.733302] [INFO ] [sig       ] [2454/3626] Forecasting OVID...
[2025-12-05T20:28:50.733332] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-05T20:28:50.733374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-05T20:28:50.743864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-05T20:28:50.744133] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-05T20:28:50.744925] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-05T20:28:50.744975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:50.745006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:50.745035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:50.745091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:50.802863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:50.803441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:50.803539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:50.803588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:50.919734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:50.919856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:50.919894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:50.919921] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:50.923080] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2025-12-05T20:28:50.923337] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-05T20:28:50.923457] [INFO ] [sig       ] OVID: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:51.058086] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OVID.txt
[2025-12-05T20:28:51.058196] [INFO ] [sig       ] [2454/3626] Completed OVID in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:51.058233] [INFO ] [sig       ] [2455/3626] Forecasting OVLY...
[2025-12-05T20:28:51.058262] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-05T20:28:51.058291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-05T20:28:51.067792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-05T20:28:51.068083] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-05T20:28:51.068846] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-05T20:28:51.068895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:51.068926] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:51.068953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:51.069009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:51.124610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:51.125179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:51.125251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:51.125281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:51.216946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:51.217028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:51.217061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:51.217088] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:51.220057] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-05T20:28:51.220304] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-05T20:28:51.220420] [INFO ] [sig       ] OVLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:51.355268] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OVLY.txt
[2025-12-05T20:28:51.355378] [INFO ] [sig       ] [2455/3626] Completed OVLY in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:51.355415] [INFO ] [sig       ] [2456/3626] Forecasting OWL...
[2025-12-05T20:28:51.355450] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-05T20:28:51.355478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-05T20:28:51.366021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-05T20:28:51.366285] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-05T20:28:51.367103] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-05T20:28:51.367154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:51.367186] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:51.367213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:51.367269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:51.422367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:51.422941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:51.423012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:51.423043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:51.540505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:51.540636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:51.540673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:51.540700] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:51.543820] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-05T20:28:51.544073] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-05T20:28:51.544190] [INFO ] [sig       ] OWL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:51.679690] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OWL.txt
[2025-12-05T20:28:51.679799] [INFO ] [sig       ] [2456/3626] Completed OWL in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:51.679835] [INFO ] [sig       ] [2457/3626] Forecasting OXLC...
[2025-12-05T20:28:51.679862] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-05T20:28:51.679891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-05T20:28:51.690637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-05T20:28:51.690887] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-05T20:28:51.691714] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-05T20:28:51.691765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:51.691798] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:51.691826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:51.691884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:51.749625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:51.750212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:51.750287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:51.750321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:51.868929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:51.869043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:51.869078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:51.869105] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:51.872231] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-05T20:28:51.872483] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-05T20:28:51.872620] [INFO ] [sig       ] OXLC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:52.008008] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OXLC.txt
[2025-12-05T20:28:52.008130] [INFO ] [sig       ] [2457/3626] Completed OXLC in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:52.008174] [INFO ] [sig       ] [2458/3626] Forecasting OXM...
[2025-12-05T20:28:52.008212] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-05T20:28:52.008250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-05T20:28:52.018869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-05T20:28:52.019137] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-05T20:28:52.019946] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-05T20:28:52.019998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:52.020031] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:52.020059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:52.020116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:52.080097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:52.080728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:52.080820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:52.080855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:52.200042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:52.200144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:52.200179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:52.200206] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:52.203165] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=39.55%)
[2025-12-05T20:28:52.203416] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-05T20:28:52.203531] [INFO ] [sig       ] OXM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:52.339858] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OXM.txt
[2025-12-05T20:28:52.339975] [INFO ] [sig       ] [2458/3626] Completed OXM in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:52.340015] [INFO ] [sig       ] [2459/3626] Forecasting OXSQ...
[2025-12-05T20:28:52.340045] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-05T20:28:52.340076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-05T20:28:52.351736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-05T20:28:52.352159] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-05T20:28:52.353003] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-05T20:28:52.353055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:52.353087] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:52.353114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:52.353171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:52.409472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:52.410338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:52.410419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:52.410450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:52.527371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:52.527536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:52.527644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:52.527690] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:52.531085] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: UP (p=99.17%)
[2025-12-05T20:28:52.531349] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-05T20:28:52.531470] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:52.666212] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OXSQ.txt
[2025-12-05T20:28:52.666345] [INFO ] [sig       ] [2459/3626] Completed OXSQ in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.6m
[2025-12-05T20:28:52.666383] [INFO ] [sig       ] [2460/3626] Forecasting OZEM...
[2025-12-05T20:28:52.666411] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-05T20:28:52.666440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-05T20:28:52.677313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2025-12-05T20:28:52.677632] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-05T20:28:52.678498] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-05T20:28:52.678550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:52.678608] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:52.678640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:52.678697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:52.735142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:52.735742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:52.735828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:52.735859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:52.840890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:52.840979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:52.841013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:52.841040] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:52.844020] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=85.52%)
[2025-12-05T20:28:52.844267] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-05T20:28:52.844381] [INFO ] [sig       ] OZEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:52.978226] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OZEM.txt
[2025-12-05T20:28:52.978334] [INFO ] [sig       ] [2460/3626] Completed OZEM in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:52.978372] [INFO ] [sig       ] [2461/3626] Forecasting OZK...
[2025-12-05T20:28:52.978401] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-05T20:28:52.978430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-05T20:28:52.989028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-05T20:28:52.989276] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-05T20:28:52.990037] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-05T20:28:52.990085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:52.990141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:52.990168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:52.990224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:53.045778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:53.046338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:53.046412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:53.046442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:53.165179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:53.165290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:53.165327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:53.165353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:53.168605] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2025-12-05T20:28:53.168862] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-05T20:28:53.168980] [INFO ] [sig       ] OZK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:53.304366] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/OZK.txt
[2025-12-05T20:28:53.304473] [INFO ] [sig       ] [2461/3626] Completed OZK in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:53.304510] [INFO ] [sig       ] [2462/3626] Forecasting OZKAP...
[2025-12-05T20:28:53.304538] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-05T20:28:53.304567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-05T20:28:53.315234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-05T20:28:53.315503] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-05T20:28:53.316334] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-05T20:28:53.316399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:53.316432] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:53.316459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:53.316516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:53.372396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:53.372999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:53.373073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:53.373104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:53.488785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:53.488900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:53.488935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:53.488961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:53.492100] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2025-12-05T20:28:53.492351] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-05T20:28:53.492470] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:53.626509] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/OZKAP.txt
[2025-12-05T20:28:53.626628] [INFO ] [sig       ] [2462/3626] Completed OZKAP in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:53.626665] [INFO ] [sig       ] [2463/3626] Forecasting PAA...
[2025-12-05T20:28:53.626694] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-05T20:28:53.626723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-05T20:28:53.637058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-05T20:28:53.637315] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-05T20:28:53.638084] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-05T20:28:53.638133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:53.638163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:53.638188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:53.638243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:53.693842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:53.694446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:53.694520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:53.694550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:53.812677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:53.812793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:53.812827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:53.812853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:53.816007] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=56.29%)
[2025-12-05T20:28:53.816261] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-05T20:28:53.816382] [INFO ] [sig       ] PAA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:53.951809] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAA.txt
[2025-12-05T20:28:53.951916] [INFO ] [sig       ] [2463/3626] Completed PAA in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:53.951953] [INFO ] [sig       ] [2464/3626] Forecasting PAAS...
[2025-12-05T20:28:53.951982] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-05T20:28:53.952012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-05T20:28:53.961937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-05T20:28:53.962187] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-05T20:28:53.962939] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-05T20:28:53.962987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:53.963018] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:53.963044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:53.963099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:54.018299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:54.018872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:54.018947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:54.018978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:54.145674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:54.145806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:54.145844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:54.145906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:54.149167] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=86.35%)
[2025-12-05T20:28:54.149421] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-05T20:28:54.149538] [INFO ] [sig       ] PAAS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:54.285101] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAAS.txt
[2025-12-05T20:28:54.285210] [INFO ] [sig       ] [2464/3626] Completed PAAS in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:54.285247] [INFO ] [sig       ] [2465/3626] Forecasting PAC...
[2025-12-05T20:28:54.285275] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-05T20:28:54.285304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-05T20:28:54.295703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-05T20:28:54.295969] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-05T20:28:54.296724] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-05T20:28:54.296773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:54.296803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:54.296829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:54.296884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:54.352762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:54.353323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:54.353396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:54.353427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:54.470860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:54.470975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:54.471012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:54.471039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:54.474213] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2025-12-05T20:28:54.474469] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-05T20:28:54.474601] [INFO ] [sig       ] PAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:54.610148] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAC.txt
[2025-12-05T20:28:54.610248] [INFO ] [sig       ] [2465/3626] Completed PAC in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:54.610301] [INFO ] [sig       ] [2466/3626] Forecasting PACB...
[2025-12-05T20:28:54.610331] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-05T20:28:54.610360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-05T20:28:54.621744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-05T20:28:54.621991] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-05T20:28:54.622736] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-05T20:28:54.622784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:54.622814] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:54.622840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:54.622894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:54.678565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:54.679143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:54.679217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:54.679248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:54.793761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:54.793858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:54.793892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:54.793920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:54.796942] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=14.25%)
[2025-12-05T20:28:54.797192] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-05T20:28:54.797307] [INFO ] [sig       ] PACB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:54.933560] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PACB.txt
[2025-12-05T20:28:54.933684] [INFO ] [sig       ] [2466/3626] Completed PACB in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:54.933721] [INFO ] [sig       ] [2467/3626] Forecasting PACK...
[2025-12-05T20:28:54.933749] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-05T20:28:54.933779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-05T20:28:54.944235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2025-12-05T20:28:54.944492] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-05T20:28:54.945250] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-05T20:28:54.945300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:54.945330] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:54.945356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:54.945420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:55.001116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:55.001690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:55.001764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:55.001794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:55.121344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:55.121470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:55.121506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:55.121532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:55.124725] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=88.25%)
[2025-12-05T20:28:55.124979] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-05T20:28:55.125134] [INFO ] [sig       ] PACK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:55.260252] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PACK.txt
[2025-12-05T20:28:55.260374] [INFO ] [sig       ] [2467/3626] Completed PACK in 0.3s | 2.97 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-05T20:28:55.260412] [INFO ] [sig       ] [2468/3626] Forecasting PAGP...
[2025-12-05T20:28:55.260441] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-05T20:28:55.260471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-05T20:28:55.270701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-05T20:28:55.270982] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-05T20:28:55.271760] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-05T20:28:55.271810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:55.271842] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:55.271870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:55.271927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:55.329079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:55.329713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:55.329789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:55.329821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:55.445735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:55.445833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:55.445869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:55.445896] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:55.449063] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=98.05%)
[2025-12-05T20:28:55.449333] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-05T20:28:55.449456] [INFO ] [sig       ] PAGP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:55.587613] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAGP.txt
[2025-12-05T20:28:55.587739] [INFO ] [sig       ] [2468/3626] Completed PAGP in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:55.587786] [INFO ] [sig       ] [2469/3626] Forecasting PAGS...
[2025-12-05T20:28:55.587827] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-05T20:28:55.587858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-05T20:28:55.598175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-05T20:28:55.598460] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-05T20:28:55.599253] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-05T20:28:55.599303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:55.599335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:55.599362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:55.599424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:55.657469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:55.658110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:55.658186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:55.658219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:55.777174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:55.777277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:55.777327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:55.777356] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:55.780461] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=11.17%)
[2025-12-05T20:28:55.780731] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-05T20:28:55.780848] [INFO ] [sig       ] PAGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:55.923738] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PAGS.txt
[2025-12-05T20:28:55.923855] [INFO ] [sig       ] [2469/3626] Completed PAGS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:55.923893] [INFO ] [sig       ] [2470/3626] Forecasting PAHC...
[2025-12-05T20:28:55.923922] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-05T20:28:55.923952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-05T20:28:55.934251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-05T20:28:55.934506] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-05T20:28:55.935256] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-05T20:28:55.935306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:55.935337] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:55.935364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:55.935422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:55.990564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:55.991137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:55.991209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:55.991241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:56.106276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:56.106398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:56.106435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:56.106463] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:56.109667] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-05T20:28:56.109921] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-05T20:28:56.110037] [INFO ] [sig       ] PAHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:56.245109] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAHC.txt
[2025-12-05T20:28:56.245213] [INFO ] [sig       ] [2470/3626] Completed PAHC in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:56.245250] [INFO ] [sig       ] [2471/3626] Forecasting PAL...
[2025-12-05T20:28:56.245278] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-05T20:28:56.245307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-05T20:28:56.255501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-05T20:28:56.255807] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-05T20:28:56.256549] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-05T20:28:56.256616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:56.256649] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:56.256676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:56.256737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:56.312018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:56.312624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:56.312720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:56.312752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:56.426219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:56.426321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:56.426356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:56.426383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:56.429501] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-05T20:28:56.429784] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-05T20:28:56.429903] [INFO ] [sig       ] PAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:56.566308] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PAL.txt
[2025-12-05T20:28:56.566415] [INFO ] [sig       ] [2471/3626] Completed PAL in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:56.566452] [INFO ] [sig       ] [2472/3626] Forecasting PAM...
[2025-12-05T20:28:56.566480] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-05T20:28:56.566509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-05T20:28:56.576734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-05T20:28:56.576983] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-05T20:28:56.577731] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-05T20:28:56.577780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:56.577844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:56.577877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:56.577933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:56.632632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:56.633188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:56.633259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:56.633289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:56.750098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:56.750206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:56.750241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:56.750269] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:56.753464] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=48.30%)
[2025-12-05T20:28:56.753738] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-05T20:28:56.753858] [INFO ] [sig       ] PAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:56.888933] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PAM.txt
[2025-12-05T20:28:56.889042] [INFO ] [sig       ] [2472/3626] Completed PAM in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:56.889078] [INFO ] [sig       ] [2473/3626] Forecasting PANL...
[2025-12-05T20:28:56.889106] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-05T20:28:56.889134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-05T20:28:56.899288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2025-12-05T20:28:56.899554] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-05T20:28:56.900311] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-05T20:28:56.900359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:56.900419] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:56.900447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:56.900503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:56.956194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:56.956768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:56.956842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:56.956872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:57.071601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:57.071721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:57.071757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:57.071784] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:57.074921] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=16.83%)
[2025-12-05T20:28:57.075173] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-05T20:28:57.075289] [INFO ] [sig       ] PANL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:57.210462] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PANL.txt
[2025-12-05T20:28:57.210559] [INFO ] [sig       ] [2473/3626] Completed PANL in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:57.210613] [INFO ] [sig       ] [2474/3626] Forecasting PASG...
[2025-12-05T20:28:57.210642] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-05T20:28:57.210670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-05T20:28:57.221115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-05T20:28:57.221376] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-05T20:28:57.222122] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-05T20:28:57.222171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:57.222202] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:57.222228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:57.222283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:57.277704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:57.278288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:57.278360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:57.278391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:57.395927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:57.396037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:57.396072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:57.396099] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:57.399251] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-05T20:28:57.399508] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-05T20:28:57.399640] [INFO ] [sig       ] PASG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:57.537445] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PASG.txt
[2025-12-05T20:28:57.537588] [INFO ] [sig       ] [2474/3626] Completed PASG in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:57.537628] [INFO ] [sig       ] [2475/3626] Forecasting PATH...
[2025-12-05T20:28:57.537657] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-05T20:28:57.537685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-05T20:28:57.548065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-05T20:28:57.548355] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-05T20:28:57.549115] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-05T20:28:57.549164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:57.549196] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:57.549231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:57.549288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:57.605024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:57.605600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:57.605672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:57.605703] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:57.724152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:57.724265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:57.724302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:57.724329] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:57.727438] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-05T20:28:57.727727] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-05T20:28:57.727874] [INFO ] [sig       ] PATH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:57.870031] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PATH.txt
[2025-12-05T20:28:57.870139] [INFO ] [sig       ] [2475/3626] Completed PATH in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:57.870176] [INFO ] [sig       ] [2476/3626] Forecasting PATK...
[2025-12-05T20:28:57.870204] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-05T20:28:57.870232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-05T20:28:57.880472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-05T20:28:57.880742] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-05T20:28:57.881481] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-05T20:28:57.881532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:57.881563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:57.881607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:57.881664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:57.936662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:57.937234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:57.937307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:57.937338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:58.051189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:58.051290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:58.051327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:58.051355] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:58.055008] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-05T20:28:58.055345] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-05T20:28:58.055475] [INFO ] [sig       ] PATK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:58.191891] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PATK.txt
[2025-12-05T20:28:58.191993] [INFO ] [sig       ] [2476/3626] Completed PATK in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.5m
[2025-12-05T20:28:58.192038] [INFO ] [sig       ] [2477/3626] Forecasting PAX...
[2025-12-05T20:28:58.192067] [INFO ] [sig       ] Generating forecast for: PAX
[2025-12-05T20:28:58.192096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2025-12-05T20:28:58.202645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2025-12-05T20:28:58.202896] [INFO ] [FORECASTER] Starting predict_future for PAX
[2025-12-05T20:28:58.203681] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2025-12-05T20:28:58.203730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:58.203763] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:58.203789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:58.203845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:58.260300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:58.260907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:58.260981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:58.261011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:58.378614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:58.378701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:58.378733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:58.378762] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:58.381750] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2025-12-05T20:28:58.381999] [INFO ] [FORECASTER] Completed predict_future for PAX
[2025-12-05T20:28:58.382115] [INFO ] [sig       ] PAX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:58.518458] [INFO ] [LOCAL     ] Saved forecast: PAX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAX.txt
[2025-12-05T20:28:58.518585] [INFO ] [sig       ] [2477/3626] Completed PAX in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:28:58.518623] [INFO ] [sig       ] [2478/3626] Forecasting PAXS...
[2025-12-05T20:28:58.518651] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-05T20:28:58.518680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-05T20:28:58.529406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2025-12-05T20:28:58.529686] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-05T20:28:58.530423] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-05T20:28:58.530473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:58.530531] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:58.530558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:58.530632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:58.586456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:58.587050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:58.587122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:58.587154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:58.700327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:58.700435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:58.700471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:58.700498] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:58.703594] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2025-12-05T20:28:58.703846] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-05T20:28:58.703961] [INFO ] [sig       ] PAXS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:58.839089] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAXS.txt
[2025-12-05T20:28:58.839191] [INFO ] [sig       ] [2478/3626] Completed PAXS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:28:58.839226] [INFO ] [sig       ] [2479/3626] Forecasting PAY...
[2025-12-05T20:28:58.839254] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-05T20:28:58.839284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-05T20:28:58.849636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-05T20:28:58.849882] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-05T20:28:58.850633] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-05T20:28:58.850681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:58.850710] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:58.850735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:58.850790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:58.905682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:58.906251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:58.906324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:58.906355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:59.026356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:59.026479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:59.026517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:59.026544] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:59.029645] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-05T20:28:59.029898] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-05T20:28:59.030015] [INFO ] [sig       ] PAY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:59.165096] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAY.txt
[2025-12-05T20:28:59.165203] [INFO ] [sig       ] [2479/3626] Completed PAY in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:28:59.165240] [INFO ] [sig       ] [2480/3626] Forecasting PAYC...
[2025-12-05T20:28:59.165269] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-05T20:28:59.165297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-05T20:28:59.175663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2025-12-05T20:28:59.175916] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-05T20:28:59.176666] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-05T20:28:59.176714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:59.176745] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:59.176771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:59.176827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:59.231486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:59.232077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:59.232150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:59.232180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:59.349612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:59.349727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:59.349762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:59.349805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:59.352927] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2025-12-05T20:28:59.353177] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-05T20:28:59.353294] [INFO ] [sig       ] PAYC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:28:59.489737] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PAYC.txt
[2025-12-05T20:28:59.489846] [INFO ] [sig       ] [2480/3626] Completed PAYC in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:28:59.489881] [INFO ] [sig       ] [2481/3626] Forecasting PAYO...
[2025-12-05T20:28:59.489909] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-05T20:28:59.489937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-05T20:28:59.500056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-05T20:28:59.500323] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-05T20:28:59.501078] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-05T20:28:59.501127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:59.501157] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:59.501183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:59.501237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:59.557073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:59.557648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:59.557721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:59.557752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:28:59.680690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:28:59.680836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:28:59.680873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:28:59.680934] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:28:59.684202] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-05T20:28:59.684465] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-05T20:28:59.684600] [INFO ] [sig       ] PAYO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:28:59.820333] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAYO.txt
[2025-12-05T20:28:59.820439] [INFO ] [sig       ] [2481/3626] Completed PAYO in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:28:59.820476] [INFO ] [sig       ] [2482/3626] Forecasting PAYS...
[2025-12-05T20:28:59.820504] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-05T20:28:59.820533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-05T20:28:59.831321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-05T20:28:59.831608] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-05T20:28:59.832343] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-05T20:28:59.832392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:28:59.832423] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:28:59.832449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:28:59.832505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:28:59.887686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:28:59.888307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:28:59.888382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:28:59.888427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:00.003105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:00.003240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:00.003277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:00.003304] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:00.006498] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=10.46%)
[2025-12-05T20:29:00.006768] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-05T20:29:00.006884] [INFO ] [sig       ] PAYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:00.142125] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PAYS.txt
[2025-12-05T20:29:00.142243] [INFO ] [sig       ] [2482/3626] Completed PAYS in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:29:00.142282] [INFO ] [sig       ] [2483/3626] Forecasting PAYX...
[2025-12-05T20:29:00.142311] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-05T20:29:00.142339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-05T20:29:00.152939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-05T20:29:00.153178] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-05T20:29:00.153923] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-05T20:29:00.153971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:00.154002] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:00.154028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:00.154083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:00.209472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:00.210044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:00.210117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:00.210148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:00.327017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:00.327143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:00.327181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:00.327216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:00.330612] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-05T20:29:00.330882] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-05T20:29:00.331002] [INFO ] [sig       ] PAYX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:00.467244] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PAYX.txt
[2025-12-05T20:29:00.467360] [INFO ] [sig       ] [2483/3626] Completed PAYX in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:29:00.467398] [INFO ] [sig       ] [2484/3626] Forecasting PB...
[2025-12-05T20:29:00.467426] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-05T20:29:00.467456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-05T20:29:00.477467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-05T20:29:00.477741] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-05T20:29:00.478498] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-05T20:29:00.478546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:00.478593] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:00.478633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:00.478690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:00.534613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:00.535350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:00.535429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:00.535461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:00.655017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:00.655158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:00.656143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:00.656189] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:00.659629] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-05T20:29:00.659900] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-05T20:29:00.660030] [INFO ] [sig       ] PB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:00.797947] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PB.txt
[2025-12-05T20:29:00.798081] [INFO ] [sig       ] [2484/3626] Completed PB in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:29:00.798119] [INFO ] [sig       ] [2485/3626] Forecasting PBA...
[2025-12-05T20:29:00.798147] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-05T20:29:00.798176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-05T20:29:00.811218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-05T20:29:00.811551] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-05T20:29:00.812325] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-05T20:29:00.812374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:00.812405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:00.812431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:00.812486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:00.867980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:00.868686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:00.868760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:00.868792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:00.987222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:00.987317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:00.987352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:00.987379] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:00.990457] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-05T20:29:00.990732] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-05T20:29:00.990851] [INFO ] [sig       ] PBA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:01.126242] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PBA.txt
[2025-12-05T20:29:01.126358] [INFO ] [sig       ] [2485/3626] Completed PBA in 0.3s | 2.97 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-05T20:29:01.126395] [INFO ] [sig       ] [2486/3626] Forecasting PBF...
[2025-12-05T20:29:01.126424] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-05T20:29:01.126453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-05T20:29:01.141441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-05T20:29:01.141993] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-05T20:29:01.143120] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-05T20:29:01.143182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:01.143224] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:01.143258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:01.143337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:01.207327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:01.208490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:01.208642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:01.208679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:01.332653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:01.332827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:01.332870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:01.332898] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:01.336490] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-05T20:29:01.336888] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-05T20:29:01.337039] [INFO ] [sig       ] PBF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:01.475267] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PBF.txt
[2025-12-05T20:29:01.475423] [INFO ] [sig       ] [2486/3626] Completed PBF in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:01.475461] [INFO ] [sig       ] [2487/3626] Forecasting PBFS...
[2025-12-05T20:29:01.475491] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-05T20:29:01.475520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-05T20:29:01.485866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-05T20:29:01.486213] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-05T20:29:01.486971] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-05T20:29:01.487020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:01.487051] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:01.487077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:01.487133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:01.542556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:01.543408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:01.543488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:01.543520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:01.644699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:01.644858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:01.644896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:01.644924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:01.648220] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: DOWN (p=33.54%)
[2025-12-05T20:29:01.648497] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-05T20:29:01.648637] [INFO ] [sig       ] PBFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:01.787937] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PBFS.txt
[2025-12-05T20:29:01.788093] [INFO ] [sig       ] [2487/3626] Completed PBFS in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:01.788132] [INFO ] [sig       ] [2488/3626] Forecasting PBH...
[2025-12-05T20:29:01.788161] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-05T20:29:01.788197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-05T20:29:01.798948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2025-12-05T20:29:01.799323] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-05T20:29:01.800093] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-05T20:29:01.800143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:01.800173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:01.800199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:01.800256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:01.855858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:01.856730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:01.856843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:01.856876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:01.974425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:01.974597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:01.974640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:01.974677] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:01.977957] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-05T20:29:01.978215] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-05T20:29:01.978333] [INFO ] [sig       ] PBH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:02.161604] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PBH.txt
[2025-12-05T20:29:02.161761] [INFO ] [sig       ] [2488/3626] Completed PBH in 0.4s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:02.161799] [INFO ] [sig       ] [2489/3626] Forecasting PBI...
[2025-12-05T20:29:02.161831] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-05T20:29:02.161860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-05T20:29:02.172851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-05T20:29:02.173148] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-05T20:29:02.173930] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-05T20:29:02.173980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:02.174010] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:02.174036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:02.174091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:02.229465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:02.230329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:02.230410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:02.230442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:02.346936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:02.347087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:02.347126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:02.347154] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:02.350533] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2025-12-05T20:29:02.350851] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-05T20:29:02.350981] [INFO ] [sig       ] PBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:02.489058] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PBI.txt
[2025-12-05T20:29:02.489220] [INFO ] [sig       ] [2489/3626] Completed PBI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:02.489265] [INFO ] [sig       ] [2490/3626] Forecasting PBM...
[2025-12-05T20:29:02.489294] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-05T20:29:02.489323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-05T20:29:02.499978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-05T20:29:02.500380] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-05T20:29:02.501220] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-05T20:29:02.501274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:02.501304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:02.501331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:02.501386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:02.556614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:02.557477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:02.557565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:02.557622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:02.674688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:02.674843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:02.674882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:02.674911] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:02.678205] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-05T20:29:02.678486] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-05T20:29:02.678629] [INFO ] [sig       ] PBM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:02.815104] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PBM.txt
[2025-12-05T20:29:02.815259] [INFO ] [sig       ] [2490/3626] Completed PBM in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:02.815298] [INFO ] [sig       ] [2491/3626] Forecasting PBYI...
[2025-12-05T20:29:02.815327] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-05T20:29:02.815356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-05T20:29:02.826663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-05T20:29:02.827074] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-05T20:29:02.827955] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-05T20:29:02.828009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:02.828043] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:02.828069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:02.828128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:02.884475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:02.885216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:02.885292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:02.885324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:03.003151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:03.003233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:03.003267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:03.003294] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:03.006218] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=87.79%)
[2025-12-05T20:29:03.006484] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-05T20:29:03.006616] [INFO ] [sig       ] PBYI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:03.141751] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PBYI.txt
[2025-12-05T20:29:03.141890] [INFO ] [sig       ] [2491/3626] Completed PBYI in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:03.141930] [INFO ] [sig       ] [2492/3626] Forecasting PCB...
[2025-12-05T20:29:03.141970] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-05T20:29:03.142009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-05T20:29:03.152482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2025-12-05T20:29:03.152782] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-05T20:29:03.153566] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-05T20:29:03.153642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:03.153677] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:03.153704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:03.153761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:03.208823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:03.209388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:03.209464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:03.209496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:03.320787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:03.320896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:03.320931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:03.320959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:03.324141] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-05T20:29:03.324396] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-05T20:29:03.324512] [INFO ] [sig       ] PCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:03.462861] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PCB.txt
[2025-12-05T20:29:03.462966] [INFO ] [sig       ] [2492/3626] Completed PCB in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:03.463003] [INFO ] [sig       ] [2493/3626] Forecasting PCF...
[2025-12-05T20:29:03.463031] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-05T20:29:03.463060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-05T20:29:03.474891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-05T20:29:03.475243] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-05T20:29:03.476136] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-05T20:29:03.476203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:03.476241] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:03.476272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:03.476339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:03.533902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:03.534513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:03.534609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:03.534644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:03.648885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:03.649073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:03.649115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:03.649142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:03.652516] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=81.46%)
[2025-12-05T20:29:03.652800] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-05T20:29:03.652922] [INFO ] [sig       ] PCF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:03.797944] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCF.txt
[2025-12-05T20:29:03.798081] [INFO ] [sig       ] [2493/3626] Completed PCF in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:03.798119] [INFO ] [sig       ] [2494/3626] Forecasting PCG...
[2025-12-05T20:29:03.798151] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-05T20:29:03.798182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-05T20:29:03.809633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-05T20:29:03.809933] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-05T20:29:03.810789] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-05T20:29:03.810839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:03.810871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:03.810897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:03.810953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:03.868514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:03.869236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:03.869314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:03.869347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:03.991824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:03.991989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:03.992028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:03.992056] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:03.995592] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-05T20:29:03.995940] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-05T20:29:03.996076] [INFO ] [sig       ] PCG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:04.139230] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PCG.txt
[2025-12-05T20:29:04.139392] [INFO ] [sig       ] [2494/3626] Completed PCG in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.4m
[2025-12-05T20:29:04.139433] [INFO ] [sig       ] [2495/3626] Forecasting PCH...
[2025-12-05T20:29:04.139462] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-05T20:29:04.139491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-05T20:29:04.150617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-05T20:29:04.150927] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-05T20:29:04.151716] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-05T20:29:04.151766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:04.151826] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:04.151854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:04.151910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:04.207351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:04.208036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:04.208114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:04.208145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:04.327445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:04.327597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:04.327641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:04.327668] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:04.331052] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-05T20:29:04.331316] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-05T20:29:04.331438] [INFO ] [sig       ] PCH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:04.470736] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCH.txt
[2025-12-05T20:29:04.470895] [INFO ] [sig       ] [2495/3626] Completed PCH in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:04.470938] [INFO ] [sig       ] [2496/3626] Forecasting PCM...
[2025-12-05T20:29:04.470968] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-05T20:29:04.471005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-05T20:29:04.482671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-05T20:29:04.483077] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-05T20:29:04.484005] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-05T20:29:04.484062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:04.484094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:04.484121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:04.484178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:04.546805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:04.547684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:04.547764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:04.547817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:04.666952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:04.667094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:04.667133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:04.667160] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:04.670416] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=66.05%)
[2025-12-05T20:29:04.670726] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-05T20:29:04.670851] [INFO ] [sig       ] PCM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:04.808495] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCM.txt
[2025-12-05T20:29:04.808653] [INFO ] [sig       ] [2496/3626] Completed PCM in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:04.808701] [INFO ] [sig       ] [2497/3626] Forecasting PCN...
[2025-12-05T20:29:04.808737] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-05T20:29:04.808772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-05T20:29:04.819365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-05T20:29:04.819660] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-05T20:29:04.820417] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-05T20:29:04.820466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:04.820509] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:04.820536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:04.820614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:04.876513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:04.877117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:04.877189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:04.877220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:04.997185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:04.997328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:04.997365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:04.997393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:05.000716] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-05T20:29:05.000976] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-05T20:29:05.001095] [INFO ] [sig       ] PCN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:05.137775] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCN.txt
[2025-12-05T20:29:05.137912] [INFO ] [sig       ] [2497/3626] Completed PCN in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:05.137949] [INFO ] [sig       ] [2498/3626] Forecasting PCQ...
[2025-12-05T20:29:05.137981] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-05T20:29:05.138011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-05T20:29:05.148037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-05T20:29:05.148298] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-05T20:29:05.149066] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-05T20:29:05.149119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:05.149149] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:05.149175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:05.149230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:05.207829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:05.208704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:05.208781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:05.208812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:05.326473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:05.326609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:05.326650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:05.326677] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:05.330163] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=31.57%)
[2025-12-05T20:29:05.330455] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-05T20:29:05.330606] [INFO ] [sig       ] PCQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:05.469404] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PCQ.txt
[2025-12-05T20:29:05.469532] [INFO ] [sig       ] [2498/3626] Completed PCQ in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:05.469590] [INFO ] [sig       ] [2499/3626] Forecasting PCRX...
[2025-12-05T20:29:05.469629] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-05T20:29:05.469664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-05T20:29:05.480061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-05T20:29:05.480343] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-05T20:29:05.481135] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-05T20:29:05.481184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:05.481215] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:05.481241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:05.481297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:05.538019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:05.538866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:05.538947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:05.538979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:05.657646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:05.657790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:05.657873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:05.657902] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:05.661220] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=92.02%)
[2025-12-05T20:29:05.661488] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-05T20:29:05.661629] [INFO ] [sig       ] PCRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:05.799278] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCRX.txt
[2025-12-05T20:29:05.799466] [INFO ] [sig       ] [2499/3626] Completed PCRX in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:05.799512] [INFO ] [sig       ] [2500/3626] Forecasting PCTY...
[2025-12-05T20:29:05.799544] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-05T20:29:05.799594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-05T20:29:05.810690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-05T20:29:05.811004] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-05T20:29:05.811828] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-05T20:29:05.811882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:05.811925] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:05.811964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:05.812024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:05.875640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:05.876848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:05.876958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:05.877002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:05.996526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:05.996686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:05.996726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:05.996754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:06.000090] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2025-12-05T20:29:06.000364] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-05T20:29:06.000490] [INFO ] [sig       ] PCTY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:06.138329] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PCTY.txt
[2025-12-05T20:29:06.138440] [INFO ] [sig       ] [2500/3626] Completed PCTY in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:06.138484] [INFO ] [sig       ] [2501/3626] Forecasting PCVX...
[2025-12-05T20:29:06.138514] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-05T20:29:06.138543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-05T20:29:06.149044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2025-12-05T20:29:06.149292] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-05T20:29:06.150103] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-05T20:29:06.150152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:06.150182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:06.150207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:06.150262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:06.206682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:06.207316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:06.207389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:06.207422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:06.327824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:06.327961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:06.327998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:06.328025] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:06.331274] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=61.02%)
[2025-12-05T20:29:06.331532] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-05T20:29:06.331669] [INFO ] [sig       ] PCVX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:06.469939] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PCVX.txt
[2025-12-05T20:29:06.470058] [INFO ] [sig       ] [2501/3626] Completed PCVX in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:06.470096] [INFO ] [sig       ] [2502/3626] Forecasting PCYO...
[2025-12-05T20:29:06.470124] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-05T20:29:06.470152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-05T20:29:06.480563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-05T20:29:06.480866] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-05T20:29:06.481628] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-05T20:29:06.481678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:06.481709] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:06.481735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:06.481790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:06.541118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:06.541923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:06.542006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:06.542040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:06.658768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:06.658907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:06.658945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:06.658973] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:06.662240] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-05T20:29:06.662497] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-05T20:29:06.662658] [INFO ] [sig       ] PCYO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:06.799535] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PCYO.txt
[2025-12-05T20:29:06.799707] [INFO ] [sig       ] [2502/3626] Completed PCYO in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:06.799747] [INFO ] [sig       ] [2503/3626] Forecasting PD...
[2025-12-05T20:29:06.799776] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-05T20:29:06.799806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-05T20:29:06.810678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-05T20:29:06.810982] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-05T20:29:06.811737] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-05T20:29:06.811786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:06.811816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:06.811842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:06.811898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:06.868439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:06.869417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:06.869500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:06.869532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:06.992214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:06.992355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:06.992394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:06.992421] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:06.995830] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=98.29%)
[2025-12-05T20:29:06.996100] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-05T20:29:06.996225] [INFO ] [sig       ] PD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:07.135348] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PD.txt
[2025-12-05T20:29:07.135476] [INFO ] [sig       ] [2503/3626] Completed PD in 0.3s | 2.97 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-05T20:29:07.135513] [INFO ] [sig       ] [2504/3626] Forecasting PDBC...
[2025-12-05T20:29:07.135542] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-05T20:29:07.135587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-05T20:29:07.146225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-05T20:29:07.146485] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-05T20:29:07.147273] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-05T20:29:07.147322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:07.147353] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:07.147378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:07.147434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:07.205963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:07.206717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:07.206795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:07.206827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:07.319625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:07.319791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:07.319834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:07.319876] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:07.323230] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2025-12-05T20:29:07.323494] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-05T20:29:07.323637] [INFO ] [sig       ] PDBC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:07.459259] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDBC.txt
[2025-12-05T20:29:07.459385] [INFO ] [sig       ] [2504/3626] Completed PDBC in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:07.459424] [INFO ] [sig       ] [2505/3626] Forecasting PDD...
[2025-12-05T20:29:07.459452] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-05T20:29:07.459480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-05T20:29:07.471151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-05T20:29:07.471490] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-05T20:29:07.472331] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-05T20:29:07.472385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:07.472418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:07.472446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:07.472503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:07.529181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:07.529849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:07.529954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:07.530006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:07.653223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:07.653364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:07.653410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:07.653438] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:07.656854] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2025-12-05T20:29:07.657121] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-05T20:29:07.657243] [INFO ] [sig       ] PDD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:07.820795] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDD.txt
[2025-12-05T20:29:07.820927] [INFO ] [sig       ] [2505/3626] Completed PDD in 0.4s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:07.820965] [INFO ] [sig       ] [2506/3626] Forecasting PDEX...
[2025-12-05T20:29:07.820994] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-05T20:29:07.821023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-05T20:29:07.832326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-05T20:29:07.832676] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-05T20:29:07.833445] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-05T20:29:07.833496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:07.833528] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:07.833555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:07.833633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:07.891516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:07.892226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:07.892309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:07.892358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:08.015887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:08.016030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:08.016070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:08.016097] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:08.019486] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-05T20:29:08.019766] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-05T20:29:08.019888] [INFO ] [sig       ] PDEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:08.163503] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDEX.txt
[2025-12-05T20:29:08.163647] [INFO ] [sig       ] [2506/3626] Completed PDEX in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:08.163694] [INFO ] [sig       ] [2507/3626] Forecasting PDFS...
[2025-12-05T20:29:08.163729] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-05T20:29:08.163764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-05T20:29:08.174281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-05T20:29:08.174552] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-05T20:29:08.175323] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-05T20:29:08.175372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:08.175402] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:08.175428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:08.175491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:08.232287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:08.233184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:08.233273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:08.233306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:08.356148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:08.356303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:08.356343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:08.356370] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:08.359698] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: DOWN (p=9.54%)
[2025-12-05T20:29:08.359959] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-05T20:29:08.360078] [INFO ] [sig       ] PDFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:08.500456] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDFS.txt
[2025-12-05T20:29:08.500604] [INFO ] [sig       ] [2507/3626] Completed PDFS in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:08.500645] [INFO ] [sig       ] [2508/3626] Forecasting PDI...
[2025-12-05T20:29:08.500673] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-05T20:29:08.500702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-05T20:29:08.511365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-05T20:29:08.511668] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-05T20:29:08.512438] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-05T20:29:08.512487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:08.512517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:08.512622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:08.512685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:08.568607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:08.569281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:08.569356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:08.569387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:08.686125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:08.686270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:08.686308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:08.686335] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:08.689704] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-12-05T20:29:08.689981] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-05T20:29:08.690100] [INFO ] [sig       ] PDI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:08.828595] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDI.txt
[2025-12-05T20:29:08.828758] [INFO ] [sig       ] [2508/3626] Completed PDI in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:08.828805] [INFO ] [sig       ] [2509/3626] Forecasting PDLB...
[2025-12-05T20:29:08.828839] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-05T20:29:08.828873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-05T20:29:08.839637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-05T20:29:08.840011] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-05T20:29:08.840791] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-05T20:29:08.840840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:08.840871] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:08.840896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:08.840951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:08.897554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:08.898484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:08.898568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:08.898620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:09.017041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:09.017187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:09.017225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:09.017252] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:09.020518] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2025-12-05T20:29:09.020795] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-05T20:29:09.020911] [INFO ] [sig       ] PDLB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:09.160318] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDLB.txt
[2025-12-05T20:29:09.160438] [INFO ] [sig       ] [2509/3626] Completed PDLB in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:09.160474] [INFO ] [sig       ] [2510/3626] Forecasting PDM...
[2025-12-05T20:29:09.160503] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-05T20:29:09.160532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-05T20:29:09.170891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-05T20:29:09.171184] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-05T20:29:09.171988] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-05T20:29:09.172037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:09.172067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:09.172093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:09.172147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:09.228635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:09.229297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:09.229374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:09.229407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:09.351925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:09.352085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:09.352127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:09.352156] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:09.355618] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=32.95%)
[2025-12-05T20:29:09.355913] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-05T20:29:09.356043] [INFO ] [sig       ] PDM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:09.501557] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDM.txt
[2025-12-05T20:29:09.501716] [INFO ] [sig       ] [2510/3626] Completed PDM in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:09.501757] [INFO ] [sig       ] [2511/3626] Forecasting PDO...
[2025-12-05T20:29:09.501785] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-05T20:29:09.501815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-05T20:29:09.513771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-05T20:29:09.514058] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-05T20:29:09.514881] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-05T20:29:09.514932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:09.514964] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:09.514989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:09.515044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:09.573652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:09.574467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:09.574557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:09.574625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:09.692178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:09.692330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:09.692370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:09.692400] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:09.695817] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=61.97%)
[2025-12-05T20:29:09.696093] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-05T20:29:09.696216] [INFO ] [sig       ] PDO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:09.844235] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDO.txt
[2025-12-05T20:29:09.844408] [INFO ] [sig       ] [2511/3626] Completed PDO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:09.844452] [INFO ] [sig       ] [2512/3626] Forecasting PDP...
[2025-12-05T20:29:09.844483] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-05T20:29:09.844520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-05T20:29:09.856286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-05T20:29:09.856647] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-05T20:29:09.857509] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-05T20:29:09.857561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:09.857644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:09.857675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:09.857747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:09.916789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:09.917460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:09.917538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:09.917588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:10.032995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:10.033154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:10.033194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:10.033222] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:10.036696] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-12-05T20:29:10.037007] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-05T20:29:10.037142] [INFO ] [sig       ] PDP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:10.179697] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDP.txt
[2025-12-05T20:29:10.179821] [INFO ] [sig       ] [2512/3626] Completed PDP in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.3m
[2025-12-05T20:29:10.179858] [INFO ] [sig       ] [2513/3626] Forecasting PDS...
[2025-12-05T20:29:10.179886] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-05T20:29:10.179914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-05T20:29:10.190955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-05T20:29:10.191262] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-05T20:29:10.192082] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-05T20:29:10.192134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:10.192164] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:10.192190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:10.192246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:10.248917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:10.249560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:10.249652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:10.249683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:10.367096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:10.367248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:10.367287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:10.367313] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:10.370646] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=2.00%)
[2025-12-05T20:29:10.370912] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-05T20:29:10.371029] [INFO ] [sig       ] PDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:10.507854] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDS.txt
[2025-12-05T20:29:10.508004] [INFO ] [sig       ] [2513/3626] Completed PDS in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:10.508043] [INFO ] [sig       ] [2514/3626] Forecasting PDX...
[2025-12-05T20:29:10.508071] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-05T20:29:10.508100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-05T20:29:10.519169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-05T20:29:10.519525] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-05T20:29:10.520382] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-05T20:29:10.520442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:10.520476] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:10.520503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:10.520564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:10.578655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:10.579514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:10.579618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:10.579654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:10.700930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:10.701084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:10.701124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:10.701151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:10.704505] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-05T20:29:10.704817] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-05T20:29:10.704939] [INFO ] [sig       ] PDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:10.848697] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PDX.txt
[2025-12-05T20:29:10.848850] [INFO ] [sig       ] [2514/3626] Completed PDX in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:10.848895] [INFO ] [sig       ] [2515/3626] Forecasting PDYN...
[2025-12-05T20:29:10.848923] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-05T20:29:10.848961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-05T20:29:10.860531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-05T20:29:10.860885] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-05T20:29:10.861692] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-05T20:29:10.861744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:10.861775] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:10.861802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:10.861858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:10.920849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:10.921499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:10.921591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:10.921625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:11.036033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:11.036185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:11.036226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:11.036282] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:11.039607] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-05T20:29:11.039893] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-05T20:29:11.040012] [INFO ] [sig       ] PDYN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:11.176719] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PDYN.txt
[2025-12-05T20:29:11.176851] [INFO ] [sig       ] [2515/3626] Completed PDYN in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:11.176889] [INFO ] [sig       ] [2516/3626] Forecasting PEB...
[2025-12-05T20:29:11.176917] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-05T20:29:11.176946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-05T20:29:11.188384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2025-12-05T20:29:11.188806] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-05T20:29:11.189599] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-05T20:29:11.189650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:11.189682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:11.189709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:11.189768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:11.245972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:11.246833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:11.246916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:11.246950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:11.365911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:11.366068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:11.366108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:11.366135] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:11.369592] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=24.60%)
[2025-12-05T20:29:11.369924] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-05T20:29:11.370058] [INFO ] [sig       ] PEB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:11.509817] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PEB.txt
[2025-12-05T20:29:11.509968] [INFO ] [sig       ] [2516/3626] Completed PEB in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:11.510008] [INFO ] [sig       ] [2517/3626] Forecasting PEBK...
[2025-12-05T20:29:11.510036] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-05T20:29:11.510066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-05T20:29:11.520455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2025-12-05T20:29:11.520776] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-05T20:29:11.521559] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-05T20:29:11.521634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:11.521667] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:11.521694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:11.521750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:11.579984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:11.580627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:11.580705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:11.580738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:11.672844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:11.673017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:11.673056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:11.673085] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:11.676384] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=1.33%)
[2025-12-05T20:29:11.676665] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-05T20:29:11.676802] [INFO ] [sig       ] PEBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:11.814402] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PEBK.txt
[2025-12-05T20:29:11.814528] [INFO ] [sig       ] [2517/3626] Completed PEBK in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:11.814565] [INFO ] [sig       ] [2518/3626] Forecasting PEBO...
[2025-12-05T20:29:11.814613] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-05T20:29:11.814643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-05T20:29:11.826266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2025-12-05T20:29:11.826642] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-05T20:29:11.827435] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-05T20:29:11.827485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:11.827516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:11.827542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:11.827620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:11.884111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:11.884827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:11.884908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:11.884939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:12.005079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:12.005246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:12.005287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:12.005314] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:12.008760] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-05T20:29:12.009050] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-05T20:29:12.009166] [INFO ] [sig       ] PEBO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:12.147118] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PEBO.txt
[2025-12-05T20:29:12.147263] [INFO ] [sig       ] [2518/3626] Completed PEBO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:12.147302] [INFO ] [sig       ] [2519/3626] Forecasting PECO...
[2025-12-05T20:29:12.147332] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-05T20:29:12.147368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-05T20:29:12.158314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-05T20:29:12.158627] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-05T20:29:12.159409] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-05T20:29:12.159462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:12.159494] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:12.159523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:12.159619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:12.217095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:12.217769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:12.217860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:12.217895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:12.333534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:12.333692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:12.333732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:12.333759] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:12.336980] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=67.23%)
[2025-12-05T20:29:12.337239] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-05T20:29:12.337357] [INFO ] [sig       ] PECO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:12.475095] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PECO.txt
[2025-12-05T20:29:12.475213] [INFO ] [sig       ] [2519/3626] Completed PECO in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:12.475251] [INFO ] [sig       ] [2520/3626] Forecasting PEG...
[2025-12-05T20:29:12.475280] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-05T20:29:12.475309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-05T20:29:12.485251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-05T20:29:12.485510] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-05T20:29:12.486264] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-05T20:29:12.486313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:12.486344] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:12.486370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:12.486425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:12.543453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:12.544225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:12.544301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:12.544333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:12.667434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:12.667599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:12.667647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:12.667676] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:12.671156] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2025-12-05T20:29:12.671421] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-05T20:29:12.671537] [INFO ] [sig       ] PEG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:12.809362] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PEG.txt
[2025-12-05T20:29:12.809497] [INFO ] [sig       ] [2520/3626] Completed PEG in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:12.809535] [INFO ] [sig       ] [2521/3626] Forecasting PEGA...
[2025-12-05T20:29:12.809563] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-05T20:29:12.809610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-05T20:29:12.820393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-05T20:29:12.820693] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-05T20:29:12.821465] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-05T20:29:12.821530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:12.821589] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:12.821628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:12.821687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:12.878669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:12.879294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:12.879369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:12.879399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:12.999689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:12.999840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:12.999879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:12.999906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:13.003133] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2025-12-05T20:29:13.003387] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-05T20:29:13.003503] [INFO ] [sig       ] PEGA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:13.141678] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PEGA.txt
[2025-12-05T20:29:13.141803] [INFO ] [sig       ] [2521/3626] Completed PEGA in 0.3s | 2.97 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-05T20:29:13.141841] [INFO ] [sig       ] [2522/3626] Forecasting PEN...
[2025-12-05T20:29:13.141868] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-05T20:29:13.141897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-05T20:29:13.152746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-05T20:29:13.153010] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-05T20:29:13.153760] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-05T20:29:13.153809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:13.153839] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:13.153865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:13.153921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:13.209135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:13.209712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:13.209808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:13.209843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:13.332149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:13.332301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:13.332341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:13.332370] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:13.335754] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-05T20:29:13.336051] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-05T20:29:13.336169] [INFO ] [sig       ] PEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:13.474711] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PEN.txt
[2025-12-05T20:29:13.474827] [INFO ] [sig       ] [2522/3626] Completed PEN in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:13.474865] [INFO ] [sig       ] [2523/3626] Forecasting PENN...
[2025-12-05T20:29:13.474896] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-05T20:29:13.474927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-05T20:29:13.486017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2025-12-05T20:29:13.486301] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-05T20:29:13.487090] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-05T20:29:13.487141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:13.487173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:13.487201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:13.487258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:13.543541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:13.544258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:13.544335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:13.544365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:13.664839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:13.664980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:13.665019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:13.665046] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:13.668290] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-05T20:29:13.668549] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-05T20:29:13.668689] [INFO ] [sig       ] PENN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:13.847423] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PENN.txt
[2025-12-05T20:29:13.847618] [INFO ] [sig       ] [2523/3626] Completed PENN in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:13.847685] [INFO ] [sig       ] [2524/3626] Forecasting PEO...
[2025-12-05T20:29:13.847767] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-05T20:29:13.847822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-05T20:29:13.862088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-05T20:29:13.862509] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-05T20:29:13.863639] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-05T20:29:13.863705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:13.863757] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:13.863804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:13.863897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:13.953081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:13.954212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:13.954329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:13.954376] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:14.117900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:14.118126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:14.118188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:14.118234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:14.123317] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2025-12-05T20:29:14.123710] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-05T20:29:14.123881] [INFO ] [sig       ] PEO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:14.324684] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PEO.txt
[2025-12-05T20:29:14.324904] [INFO ] [sig       ] [2524/3626] Completed PEO in 0.5s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:14.324976] [INFO ] [sig       ] [2525/3626] Forecasting PEP...
[2025-12-05T20:29:14.325029] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-05T20:29:14.325084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-05T20:29:14.341130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2025-12-05T20:29:14.341596] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-05T20:29:14.342448] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-05T20:29:14.342502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:14.342535] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:14.342562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:14.342645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:14.404078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:14.405074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:14.405163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:14.405197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:14.540495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:14.540673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:14.540714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:14.540745] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:14.544206] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2025-12-05T20:29:14.544499] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-05T20:29:14.544648] [INFO ] [sig       ] PEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:14.685813] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PEP.txt
[2025-12-05T20:29:14.686014] [INFO ] [sig       ] [2525/3626] Completed PEP in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:14.686068] [INFO ] [sig       ] [2526/3626] Forecasting PEPG...
[2025-12-05T20:29:14.686110] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-05T20:29:14.686151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-05T20:29:14.697790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-05T20:29:14.698235] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-05T20:29:14.699150] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-05T20:29:14.699203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:14.699234] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:14.699261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:14.699318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:14.758233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:14.759139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:14.759221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:14.759255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:14.881690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:14.881840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:14.881881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:14.881912] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:14.885465] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-05T20:29:14.885785] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-05T20:29:14.885957] [INFO ] [sig       ] PEPG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:15.032753] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PEPG.txt
[2025-12-05T20:29:15.032902] [INFO ] [sig       ] [2526/3626] Completed PEPG in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:15.032941] [INFO ] [sig       ] [2527/3626] Forecasting PERF...
[2025-12-05T20:29:15.032969] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-05T20:29:15.033000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-05T20:29:15.044279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-05T20:29:15.044691] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-05T20:29:15.045494] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-05T20:29:15.045555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:15.045613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:15.045642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:15.045699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:15.102914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:15.103773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:15.103861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:15.103895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:15.220512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:15.220682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:15.220723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:15.220752] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:15.224204] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=37.94%)
[2025-12-05T20:29:15.224473] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-05T20:29:15.224617] [INFO ] [sig       ] PERF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:15.371871] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PERF.txt
[2025-12-05T20:29:15.372027] [INFO ] [sig       ] [2527/3626] Completed PERF in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:15.372067] [INFO ] [sig       ] [2528/3626] Forecasting PERI...
[2025-12-05T20:29:15.372096] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-05T20:29:15.372126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-05T20:29:15.384501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-05T20:29:15.384883] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-05T20:29:15.385697] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-05T20:29:15.385748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:15.385780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:15.385811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:15.385880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:15.442631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:15.443475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:15.443555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:15.443605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:15.563904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:15.564061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:15.564117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:15.564147] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:15.567662] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-05T20:29:15.568033] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-05T20:29:15.568172] [INFO ] [sig       ] PERI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:15.712425] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PERI.txt
[2025-12-05T20:29:15.712552] [INFO ] [sig       ] [2528/3626] Completed PERI in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:15.712609] [INFO ] [sig       ] [2529/3626] Forecasting PESI...
[2025-12-05T20:29:15.712639] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-05T20:29:15.712668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-05T20:29:15.724298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2025-12-05T20:29:15.724723] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-05T20:29:15.725521] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-05T20:29:15.725590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:15.725650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:15.725678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:15.725734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:15.781562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:15.782258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:15.782336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:15.782368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:15.905363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:15.905511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:15.905550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:15.905595] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:15.908880] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=23.24%)
[2025-12-05T20:29:15.909137] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-05T20:29:15.909256] [INFO ] [sig       ] PESI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:16.045220] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PESI.txt
[2025-12-05T20:29:16.045347] [INFO ] [sig       ] [2529/3626] Completed PESI in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:16.045384] [INFO ] [sig       ] [2530/3626] Forecasting PETS...
[2025-12-05T20:29:16.045413] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-05T20:29:16.045442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-05T20:29:16.056358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-05T20:29:16.056718] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-05T20:29:16.057604] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-05T20:29:16.057667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:16.057713] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:16.057754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:16.057864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:16.129444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:16.130356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:16.130448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:16.130496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:16.249809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:16.249947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:16.249987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:16.250014] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:16.253226] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=44.74%)
[2025-12-05T20:29:16.253490] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-05T20:29:16.253629] [INFO ] [sig       ] PETS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:16.396996] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PETS.txt
[2025-12-05T20:29:16.397206] [INFO ] [sig       ] [2530/3626] Completed PETS in 0.4s | 2.97 sym/s | Total: 14.2m | ETA: 6.2m
[2025-12-05T20:29:16.397272] [INFO ] [sig       ] [2531/3626] Forecasting PEY...
[2025-12-05T20:29:16.397323] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-05T20:29:16.397368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-05T20:29:16.410070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-05T20:29:16.410491] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-05T20:29:16.411382] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-05T20:29:16.411434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:16.411467] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:16.411493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:16.411550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:16.473183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:16.474070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:16.474151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:16.474184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:16.591672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:16.591831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:16.591870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:16.591898] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:16.595338] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-05T20:29:16.595627] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-05T20:29:16.595753] [INFO ] [sig       ] PEY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:16.743665] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PEY.txt
[2025-12-05T20:29:16.743806] [INFO ] [sig       ] [2531/3626] Completed PEY in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:16.743845] [INFO ] [sig       ] [2532/3626] Forecasting PFBC...
[2025-12-05T20:29:16.743873] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-05T20:29:16.743902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-05T20:29:16.754713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-05T20:29:16.755020] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-05T20:29:16.755799] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-05T20:29:16.755848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:16.755894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:16.755922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:16.755977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:16.813033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:16.813804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:16.813884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:16.813915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:16.928743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:16.928888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:16.928927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:16.928983] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:16.932268] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2025-12-05T20:29:16.932528] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-05T20:29:16.932666] [INFO ] [sig       ] PFBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:17.070808] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFBC.txt
[2025-12-05T20:29:17.070933] [INFO ] [sig       ] [2532/3626] Completed PFBC in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:17.070971] [INFO ] [sig       ] [2533/3626] Forecasting PFD...
[2025-12-05T20:29:17.070999] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-05T20:29:17.071028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-05T20:29:17.082042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-05T20:29:17.082354] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-05T20:29:17.083117] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-05T20:29:17.083167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:17.083198] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:17.083224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:17.083280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:17.141146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:17.141795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:17.141874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:17.141914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:17.249582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:17.249716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:17.249754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:17.249782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:17.253149] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-05T20:29:17.253414] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-05T20:29:17.253535] [INFO ] [sig       ] PFD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:17.403704] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFD.txt
[2025-12-05T20:29:17.403896] [INFO ] [sig       ] [2533/3626] Completed PFD in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:17.403971] [INFO ] [sig       ] [2534/3626] Forecasting PFE...
[2025-12-05T20:29:17.404032] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-05T20:29:17.404085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-05T20:29:17.417391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFE'.
[2025-12-05T20:29:17.417832] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-05T20:29:17.418670] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-05T20:29:17.418722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:17.418755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:17.418783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:17.418851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:17.478692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:17.479534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:17.479647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:17.479685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:17.604013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:17.604173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:17.604218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:17.604248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:17.607630] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-05T20:29:17.608017] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-05T20:29:17.608144] [INFO ] [sig       ] PFE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:17.744926] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFE.txt
[2025-12-05T20:29:17.745044] [INFO ] [sig       ] [2534/3626] Completed PFE in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:17.745082] [INFO ] [sig       ] [2535/3626] Forecasting PFF...
[2025-12-05T20:29:17.745110] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-05T20:29:17.745140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-05T20:29:17.755544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2025-12-05T20:29:17.755841] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-05T20:29:17.756630] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-05T20:29:17.756680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:17.756711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:17.756738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:17.756794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:17.813822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:17.814612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:17.814689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:17.814721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:17.935561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:17.935700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:17.935745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:17.935776] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:17.938947] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2025-12-05T20:29:17.939203] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-05T20:29:17.939318] [INFO ] [sig       ] PFF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:18.075209] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFF.txt
[2025-12-05T20:29:18.075329] [INFO ] [sig       ] [2535/3626] Completed PFF in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:18.075367] [INFO ] [sig       ] [2536/3626] Forecasting PFG...
[2025-12-05T20:29:18.075403] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-05T20:29:18.075433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-05T20:29:18.085733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-05T20:29:18.085997] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-05T20:29:18.086750] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-05T20:29:18.086798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:18.086829] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:18.086855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:18.086910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:18.141911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:18.142516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:18.142604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:18.142637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:18.260436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:18.260603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:18.260643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:18.260670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:18.264189] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=95.75%)
[2025-12-05T20:29:18.264445] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-05T20:29:18.264562] [INFO ] [sig       ] PFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:18.402614] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFG.txt
[2025-12-05T20:29:18.402732] [INFO ] [sig       ] [2536/3626] Completed PFG in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:18.402771] [INFO ] [sig       ] [2537/3626] Forecasting PFGC...
[2025-12-05T20:29:18.402799] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-05T20:29:18.402835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-05T20:29:18.413080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-05T20:29:18.413348] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-05T20:29:18.414104] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-05T20:29:18.414153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:18.414183] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:18.414209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:18.414268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:18.469914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:18.470531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:18.470622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:18.470654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:18.592366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:18.592493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:18.592535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:18.592565] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:18.595856] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=58.14%)
[2025-12-05T20:29:18.596161] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-05T20:29:18.596285] [INFO ] [sig       ] PFGC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:18.736516] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFGC.txt
[2025-12-05T20:29:18.736702] [INFO ] [sig       ] [2537/3626] Completed PFGC in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:18.736762] [INFO ] [sig       ] [2538/3626] Forecasting PFH...
[2025-12-05T20:29:18.736792] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-05T20:29:18.736823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-05T20:29:18.748121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-05T20:29:18.748391] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-05T20:29:18.749333] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-05T20:29:18.749382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:18.749413] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:18.749438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:18.749492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:18.807434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:18.808158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:18.808237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:18.808269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:18.926744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:18.926881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:18.926919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:18.926948] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:18.930188] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: UP (p=51.83%)
[2025-12-05T20:29:18.930442] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-05T20:29:18.930558] [INFO ] [sig       ] PFH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:19.069024] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFH.txt
[2025-12-05T20:29:19.069144] [INFO ] [sig       ] [2538/3626] Completed PFH in 0.3s | 2.97 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-05T20:29:19.069181] [INFO ] [sig       ] [2539/3626] Forecasting PFIS...
[2025-12-05T20:29:19.069209] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-05T20:29:19.069237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-05T20:29:19.079646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2025-12-05T20:29:19.079921] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-05T20:29:19.080680] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-05T20:29:19.080729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:19.080759] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:19.080786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:19.080844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:19.135371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:19.135980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:19.136081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:19.136113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:19.247983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:19.248149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:19.248188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:19.248235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:19.251508] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2025-12-05T20:29:19.251781] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-05T20:29:19.251901] [INFO ] [sig       ] PFIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:19.386807] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFIS.txt
[2025-12-05T20:29:19.386925] [INFO ] [sig       ] [2539/3626] Completed PFIS in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:19.386961] [INFO ] [sig       ] [2540/3626] Forecasting PFL...
[2025-12-05T20:29:19.386991] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-05T20:29:19.387020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-05T20:29:19.397330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2025-12-05T20:29:19.397609] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-05T20:29:19.398363] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-05T20:29:19.398412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:19.398443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:19.398469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:19.398524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:19.453267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:19.453950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:19.454033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:19.454065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:19.571930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:19.572074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:19.572115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:19.572144] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:19.575526] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=51.34%)
[2025-12-05T20:29:19.575808] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-05T20:29:19.575931] [INFO ] [sig       ] PFL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:19.727455] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFL.txt
[2025-12-05T20:29:19.727641] [INFO ] [sig       ] [2540/3626] Completed PFL in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:19.727694] [INFO ] [sig       ] [2541/3626] Forecasting PFM...
[2025-12-05T20:29:19.727732] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-05T20:29:19.727767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-05T20:29:19.738851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2025-12-05T20:29:19.739204] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-05T20:29:19.739994] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-05T20:29:19.740047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:19.740078] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:19.740104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:19.740158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:19.795517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:19.796141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:19.796215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:19.796246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:19.914126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:19.914270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:19.914308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:19.914335] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:19.917596] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: UP (p=63.53%)
[2025-12-05T20:29:19.917862] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-05T20:29:19.917981] [INFO ] [sig       ] PFM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:20.053663] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFM.txt
[2025-12-05T20:29:20.053785] [INFO ] [sig       ] [2541/3626] Completed PFM in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:20.053823] [INFO ] [sig       ] [2542/3626] Forecasting PFN...
[2025-12-05T20:29:20.053851] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-05T20:29:20.053880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-05T20:29:20.066107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-05T20:29:20.066494] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-05T20:29:20.067371] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-05T20:29:20.067432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:20.067480] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:20.067517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:20.067592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:20.126534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:20.127348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:20.127446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:20.127495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:20.251893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:20.252048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:20.252091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:20.252121] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:20.255600] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=89.64%)
[2025-12-05T20:29:20.255890] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-05T20:29:20.256024] [INFO ] [sig       ] PFN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:20.398299] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFN.txt
[2025-12-05T20:29:20.398480] [INFO ] [sig       ] [2542/3626] Completed PFN in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:20.398522] [INFO ] [sig       ] [2543/3626] Forecasting PFO...
[2025-12-05T20:29:20.398553] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-05T20:29:20.398603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-05T20:29:20.408872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-05T20:29:20.409206] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-05T20:29:20.410011] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-05T20:29:20.410060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:20.410093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:20.410118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:20.410190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:20.468919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:20.469693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:20.469770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:20.469803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:20.587905] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:20.588069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:20.588118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:20.588157] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:20.591654] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-05T20:29:20.591925] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-05T20:29:20.592056] [INFO ] [sig       ] PFO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:20.737096] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PFO.txt
[2025-12-05T20:29:20.737232] [INFO ] [sig       ] [2543/3626] Completed PFO in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:20.737271] [INFO ] [sig       ] [2544/3626] Forecasting PFS...
[2025-12-05T20:29:20.737302] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-05T20:29:20.737332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-05T20:29:20.749640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-05T20:29:20.749970] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-05T20:29:20.750804] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-05T20:29:20.750855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:20.750887] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:20.750915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:20.750977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:20.808651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:20.809376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:20.809456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:20.809489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:20.928309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:20.928465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:20.928506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:20.928534] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:20.931898] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-05T20:29:20.932194] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-05T20:29:20.932310] [INFO ] [sig       ] PFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:21.069422] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFS.txt
[2025-12-05T20:29:21.069547] [INFO ] [sig       ] [2544/3626] Completed PFS in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:21.069603] [INFO ] [sig       ] [2545/3626] Forecasting PFSI...
[2025-12-05T20:29:21.069633] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-05T20:29:21.069661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-05T20:29:21.080513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2025-12-05T20:29:21.080817] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-05T20:29:21.081604] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-05T20:29:21.081667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:21.081701] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:21.081728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:21.081785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:21.140003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:21.140842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:21.140923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:21.140956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:21.257836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:21.257988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:21.258026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:21.258054] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:21.261305] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-05T20:29:21.261560] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-05T20:29:21.261692] [INFO ] [sig       ] PFSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:21.397186] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PFSI.txt
[2025-12-05T20:29:21.397307] [INFO ] [sig       ] [2545/3626] Completed PFSI in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:21.397344] [INFO ] [sig       ] [2546/3626] Forecasting PGC...
[2025-12-05T20:29:21.397372] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-05T20:29:21.397401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-05T20:29:21.407975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2025-12-05T20:29:21.408249] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-05T20:29:21.409051] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-05T20:29:21.409104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:21.409170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:21.409209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:21.409289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:21.466989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:21.467691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:21.467769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:21.467820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:21.588944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:21.589104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:21.589143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:21.589171] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:21.592397] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=11.97%)
[2025-12-05T20:29:21.592677] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-05T20:29:21.592793] [INFO ] [sig       ] PGC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:21.731808] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PGC.txt
[2025-12-05T20:29:21.731953] [INFO ] [sig       ] [2546/3626] Completed PGC in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:21.731992] [INFO ] [sig       ] [2547/3626] Forecasting PGEN...
[2025-12-05T20:29:21.732026] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-05T20:29:21.732055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-05T20:29:21.742956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-05T20:29:21.743233] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-05T20:29:21.743992] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-05T20:29:21.744043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:21.744073] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:21.744098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:21.744153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:21.801740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:21.802362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:21.802438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:21.802470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:21.921952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:21.922106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:21.922145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:21.922174] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:21.925626] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-05T20:29:21.925903] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-05T20:29:21.926034] [INFO ] [sig       ] PGEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:22.073339] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PGEN.txt
[2025-12-05T20:29:22.073465] [INFO ] [sig       ] [2547/3626] Completed PGEN in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:22.073502] [INFO ] [sig       ] [2548/3626] Forecasting PGJ...
[2025-12-05T20:29:22.073530] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-05T20:29:22.073558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-05T20:29:22.083615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2025-12-05T20:29:22.083889] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-05T20:29:22.084666] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-05T20:29:22.084717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:22.084749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:22.084775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:22.084830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:22.141643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:22.142366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:22.142444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:22.142476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:22.260151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:22.260287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:22.260325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:22.260353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:22.263606] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=62.95%)
[2025-12-05T20:29:22.263862] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-05T20:29:22.263979] [INFO ] [sig       ] PGJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:22.401396] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PGJ.txt
[2025-12-05T20:29:22.401521] [INFO ] [sig       ] [2548/3626] Completed PGJ in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.1m
[2025-12-05T20:29:22.401566] [INFO ] [sig       ] [2549/3626] Forecasting PGNY...
[2025-12-05T20:29:22.401617] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-05T20:29:22.401648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-05T20:29:22.412674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-05T20:29:22.412953] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-05T20:29:22.413709] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-05T20:29:22.413757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:22.413788] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:22.413813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:22.413868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:22.469319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:22.469938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:22.470015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:22.470047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:22.590619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:22.590769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:22.590808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:22.590865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:22.594143] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: DOWN (p=33.05%)
[2025-12-05T20:29:22.594404] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-05T20:29:22.594525] [INFO ] [sig       ] PGNY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:22.736770] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PGNY.txt
[2025-12-05T20:29:22.736929] [INFO ] [sig       ] [2549/3626] Completed PGNY in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:22.736974] [INFO ] [sig       ] [2550/3626] Forecasting PGP...
[2025-12-05T20:29:22.737009] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-05T20:29:22.737045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-05T20:29:22.747859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-05T20:29:22.748156] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-05T20:29:22.748938] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-05T20:29:22.748989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:22.749027] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:22.749061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:22.749130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:22.808320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:22.809107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:22.809216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:22.809254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:22.924398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:22.924553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:22.924610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:22.924639] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:22.927920] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-05T20:29:22.928205] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-05T20:29:22.928331] [INFO ] [sig       ] PGP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:23.070702] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PGP.txt
[2025-12-05T20:29:23.070833] [INFO ] [sig       ] [2550/3626] Completed PGP in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:23.070871] [INFO ] [sig       ] [2551/3626] Forecasting PGRE...
[2025-12-05T20:29:23.070899] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-05T20:29:23.070928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-05T20:29:23.081183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-05T20:29:23.081426] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-05T20:29:23.082218] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-05T20:29:23.082268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:23.082298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:23.082324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:23.082378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:23.137537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:23.138139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:23.138213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:23.138244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:23.253431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:23.253533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:23.253588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:23.253630] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:23.256755] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-12-05T20:29:23.257011] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-05T20:29:23.257131] [INFO ] [sig       ] PGRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:23.421959] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PGRE.txt
[2025-12-05T20:29:23.422131] [INFO ] [sig       ] [2551/3626] Completed PGRE in 0.4s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:23.422176] [INFO ] [sig       ] [2552/3626] Forecasting PGY...
[2025-12-05T20:29:23.422211] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-05T20:29:23.422247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-05T20:29:23.433245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2025-12-05T20:29:23.433523] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-05T20:29:23.434284] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-05T20:29:23.434333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:23.434363] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:23.434389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:23.434445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:23.490203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:23.490790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:23.490863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:23.490893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:23.609430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:23.609549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:23.609621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:23.609651] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:23.612852] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=37.24%)
[2025-12-05T20:29:23.613106] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-05T20:29:23.613227] [INFO ] [sig       ] PGY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:23.750761] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PGY.txt
[2025-12-05T20:29:23.750877] [INFO ] [sig       ] [2552/3626] Completed PGY in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:23.750914] [INFO ] [sig       ] [2553/3626] Forecasting PGZ...
[2025-12-05T20:29:23.750942] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-05T20:29:23.750971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-05T20:29:23.761189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-05T20:29:23.761498] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-05T20:29:23.762258] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-05T20:29:23.762307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:23.762338] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:23.762364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:23.762419] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:23.818730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:23.819353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:23.819426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:23.819458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:23.933626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:23.933784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:23.933825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:23.933853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:23.937304] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=67.31%)
[2025-12-05T20:29:23.937605] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-05T20:29:23.937736] [INFO ] [sig       ] PGZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:24.075598] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PGZ.txt
[2025-12-05T20:29:24.075728] [INFO ] [sig       ] [2553/3626] Completed PGZ in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:24.075767] [INFO ] [sig       ] [2554/3626] Forecasting PH...
[2025-12-05T20:29:24.075796] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-05T20:29:24.075825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-05T20:29:24.086524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-05T20:29:24.086859] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-05T20:29:24.087683] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-05T20:29:24.087735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:24.087765] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:24.087790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:24.087873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:24.144099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:24.144834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:24.144913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:24.144945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:24.263111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:24.263265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:24.263304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:24.263331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:24.266673] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=72.74%)
[2025-12-05T20:29:24.266933] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-05T20:29:24.267054] [INFO ] [sig       ] PH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:24.406016] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PH.txt
[2025-12-05T20:29:24.406160] [INFO ] [sig       ] [2554/3626] Completed PH in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:24.406199] [INFO ] [sig       ] [2555/3626] Forecasting PHG...
[2025-12-05T20:29:24.406227] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-05T20:29:24.406255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-05T20:29:24.416903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-05T20:29:24.417248] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-05T20:29:24.418091] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-05T20:29:24.418141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:24.418173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:24.418198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:24.418253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:24.475127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:24.475769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:24.475843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:24.475875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:24.596101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:24.596246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:24.596285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:24.596312] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:24.599620] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-05T20:29:24.599878] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-05T20:29:24.599994] [INFO ] [sig       ] PHG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:24.736236] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHG.txt
[2025-12-05T20:29:24.736387] [INFO ] [sig       ] [2555/3626] Completed PHG in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:24.736427] [INFO ] [sig       ] [2556/3626] Forecasting PHI...
[2025-12-05T20:29:24.736455] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-05T20:29:24.736483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-05T20:29:24.747189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2025-12-05T20:29:24.747463] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-05T20:29:24.748229] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-05T20:29:24.748278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:24.748321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:24.748348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:24.748404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:24.804779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:24.805430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:24.805506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:24.805567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:24.924681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:24.924830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:24.924871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:24.924899] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:24.928207] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=25.50%)
[2025-12-05T20:29:24.928476] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-05T20:29:24.928615] [INFO ] [sig       ] PHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:25.067904] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHI.txt
[2025-12-05T20:29:25.068026] [INFO ] [sig       ] [2556/3626] Completed PHI in 0.3s | 2.97 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-05T20:29:25.068064] [INFO ] [sig       ] [2557/3626] Forecasting PHIN...
[2025-12-05T20:29:25.068093] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-05T20:29:25.068126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-05T20:29:25.078787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-05T20:29:25.079059] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-05T20:29:25.079834] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-05T20:29:25.079883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:25.079914] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:25.079941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:25.079995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:25.137672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:25.138370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:25.138446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:25.138479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:25.259323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:25.259488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:25.259530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:25.259557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:25.263025] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: DOWN (p=20.60%)
[2025-12-05T20:29:25.263476] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-05T20:29:25.263625] [INFO ] [sig       ] PHIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:25.400400] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHIN.txt
[2025-12-05T20:29:25.400524] [INFO ] [sig       ] [2557/3626] Completed PHIN in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:25.400560] [INFO ] [sig       ] [2558/3626] Forecasting PHIO...
[2025-12-05T20:29:25.400607] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-05T20:29:25.400636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-05T20:29:25.411136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-05T20:29:25.411422] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-05T20:29:25.412202] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-05T20:29:25.412263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:25.412294] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:25.412320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:25.412376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:25.468726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:25.469355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:25.469431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:25.469462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:25.593908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:25.594061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:25.594100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:25.594127] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:25.597416] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-05T20:29:25.597692] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-05T20:29:25.597835] [INFO ] [sig       ] PHIO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:25.734204] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHIO.txt
[2025-12-05T20:29:25.734353] [INFO ] [sig       ] [2558/3626] Completed PHIO in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:25.734392] [INFO ] [sig       ] [2559/3626] Forecasting PHK...
[2025-12-05T20:29:25.734419] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-05T20:29:25.734449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-05T20:29:25.745127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2025-12-05T20:29:25.745461] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-05T20:29:25.746228] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-05T20:29:25.746277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:25.746308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:25.746334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:25.746388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:25.803691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:25.804508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:25.804607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:25.804643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:25.919063] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:25.919216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:25.919256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:25.919284] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:25.922600] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: DOWN (p=12.74%)
[2025-12-05T20:29:25.922867] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-05T20:29:25.922984] [INFO ] [sig       ] PHK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:26.065675] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHK.txt
[2025-12-05T20:29:26.065868] [INFO ] [sig       ] [2559/3626] Completed PHK in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:26.065910] [INFO ] [sig       ] [2560/3626] Forecasting PHM...
[2025-12-05T20:29:26.065948] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-05T20:29:26.065980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-05T20:29:26.076709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-05T20:29:26.076967] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-05T20:29:26.077746] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-05T20:29:26.077795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:26.077844] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:26.077879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:26.077933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:26.134132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:26.134813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:26.134891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:26.134924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:26.255152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:26.255301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:26.255341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:26.255368] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:26.258761] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2025-12-05T20:29:26.259034] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-05T20:29:26.259172] [INFO ] [sig       ] PHM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:26.396854] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHM.txt
[2025-12-05T20:29:26.396979] [INFO ] [sig       ] [2560/3626] Completed PHM in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:26.397017] [INFO ] [sig       ] [2561/3626] Forecasting PHO...
[2025-12-05T20:29:26.397046] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-05T20:29:26.397080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-05T20:29:26.411017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-05T20:29:26.411494] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-05T20:29:26.412604] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-05T20:29:26.412666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:26.412712] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:26.412755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:26.412836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:26.476078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:26.476934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:26.477018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:26.477050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:26.595209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:26.595347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:26.595388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:26.595415] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:26.598690] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: DOWN (p=40.16%)
[2025-12-05T20:29:26.598945] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-05T20:29:26.599063] [INFO ] [sig       ] PHO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:26.748313] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHO.txt
[2025-12-05T20:29:26.748442] [INFO ] [sig       ] [2561/3626] Completed PHO in 0.4s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:26.748479] [INFO ] [sig       ] [2562/3626] Forecasting PHUN...
[2025-12-05T20:29:26.748507] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-05T20:29:26.748536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-05T20:29:26.758523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-05T20:29:26.758810] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-05T20:29:26.759543] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-05T20:29:26.759620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:26.759653] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:26.759679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:26.759734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:26.816422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:26.817033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:26.817110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:26.817142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:26.933841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:26.933959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:26.933995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:26.934025] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:26.937252] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2025-12-05T20:29:26.937514] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-05T20:29:26.937654] [INFO ] [sig       ] PHUN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:27.082971] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PHUN.txt
[2025-12-05T20:29:27.083094] [INFO ] [sig       ] [2562/3626] Completed PHUN in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:27.083136] [INFO ] [sig       ] [2563/3626] Forecasting PHVS...
[2025-12-05T20:29:27.083163] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-05T20:29:27.083192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-05T20:29:27.093872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-05T20:29:27.094162] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-05T20:29:27.094946] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-05T20:29:27.094996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:27.095053] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:27.095081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:27.095138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:27.153313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:27.153984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:27.154061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:27.154093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:27.275199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:27.275334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:27.275373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:27.275418] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:27.278777] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2025-12-05T20:29:27.279042] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-05T20:29:27.279174] [INFO ] [sig       ] PHVS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:27.418098] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PHVS.txt
[2025-12-05T20:29:27.418234] [INFO ] [sig       ] [2563/3626] Completed PHVS in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:27.418271] [INFO ] [sig       ] [2564/3626] Forecasting PI...
[2025-12-05T20:29:27.418301] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-05T20:29:27.418330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-05T20:29:27.429027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-05T20:29:27.429287] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-05T20:29:27.430068] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-05T20:29:27.430122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:27.430160] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:27.430192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:27.430260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:27.485845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:27.486476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:27.486552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:27.486600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:27.610393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:27.610547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:27.610603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:27.610633] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:27.613927] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=17.42%)
[2025-12-05T20:29:27.614182] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-05T20:29:27.614301] [INFO ] [sig       ] PI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:27.751352] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PI.txt
[2025-12-05T20:29:27.751467] [INFO ] [sig       ] [2564/3626] Completed PI in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:27.751503] [INFO ] [sig       ] [2565/3626] Forecasting PID...
[2025-12-05T20:29:27.751531] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-05T20:29:27.751559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-05T20:29:27.762173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-05T20:29:27.762448] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-05T20:29:27.763209] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-05T20:29:27.763259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:27.763290] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:27.763317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:27.763371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:27.819401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:27.820268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:27.820352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:27.820384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:27.938079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:27.938197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:27.938232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:27.938260] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:27.941353] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-05T20:29:27.941622] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-05T20:29:27.941742] [INFO ] [sig       ] PID: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:28.078137] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PID.txt
[2025-12-05T20:29:28.078252] [INFO ] [sig       ] [2565/3626] Completed PID in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 6.0m
[2025-12-05T20:29:28.078290] [INFO ] [sig       ] [2566/3626] Forecasting PIE...
[2025-12-05T20:29:28.078318] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-05T20:29:28.078348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-05T20:29:28.089311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-05T20:29:28.089637] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-05T20:29:28.090407] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-05T20:29:28.090458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:28.090489] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:28.090516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:28.090587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:28.146987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:28.147637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:28.147716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:28.147748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:28.262161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:28.262322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:28.262362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:28.262390] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:28.265764] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-05T20:29:28.266025] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-05T20:29:28.266144] [INFO ] [sig       ] PIE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:28.404150] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PIE.txt
[2025-12-05T20:29:28.404280] [INFO ] [sig       ] [2566/3626] Completed PIE in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:28.404319] [INFO ] [sig       ] [2567/3626] Forecasting PII...
[2025-12-05T20:29:28.404349] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-05T20:29:28.404381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-05T20:29:28.415229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-05T20:29:28.415508] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-05T20:29:28.416269] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-05T20:29:28.416318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:28.416352] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:28.416378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:28.416447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:28.473543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:28.474155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:28.474230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:28.474262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:28.592283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:28.592431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:28.592470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:28.592496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:28.595755] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2025-12-05T20:29:28.596009] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-05T20:29:28.596127] [INFO ] [sig       ] PII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:28.734776] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PII.txt
[2025-12-05T20:29:28.734900] [INFO ] [sig       ] [2567/3626] Completed PII in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:28.734938] [INFO ] [sig       ] [2568/3626] Forecasting PIM...
[2025-12-05T20:29:28.734967] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-05T20:29:28.734995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-05T20:29:28.745092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-05T20:29:28.745371] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-05T20:29:28.746119] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-05T20:29:28.746167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:28.746198] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:28.746223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:28.746277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:28.803444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:28.804089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:28.804166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:28.804203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:28.919617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:28.919759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:28.919798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:28.919827] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:28.923174] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=23.16%)
[2025-12-05T20:29:28.923453] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-05T20:29:28.923595] [INFO ] [sig       ] PIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:29.063127] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PIM.txt
[2025-12-05T20:29:29.063251] [INFO ] [sig       ] [2568/3626] Completed PIM in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:29.063293] [INFO ] [sig       ] [2569/3626] Forecasting PINE...
[2025-12-05T20:29:29.063322] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-05T20:29:29.063351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-05T20:29:29.073703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-05T20:29:29.073997] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-05T20:29:29.074832] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-05T20:29:29.074915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:29.074948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:29.074975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:29.075031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:29.132324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:29.132980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:29.133059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:29.133092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:29.251364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:29.251514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:29.251555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:29.251602] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:29.255063] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-05T20:29:29.255334] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-05T20:29:29.255465] [INFO ] [sig       ] PINE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:29.392077] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PINE.txt
[2025-12-05T20:29:29.392200] [INFO ] [sig       ] [2569/3626] Completed PINE in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:29.392239] [INFO ] [sig       ] [2570/3626] Forecasting PINS...
[2025-12-05T20:29:29.392267] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-05T20:29:29.392296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-05T20:29:29.402562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-05T20:29:29.402854] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-05T20:29:29.403654] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-05T20:29:29.403705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:29.403737] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:29.403764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:29.403820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:29.461476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:29.462178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:29.462255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:29.462289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:29.585342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:29.585492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:29.585531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:29.585560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:29.588985] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-05T20:29:29.589248] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-05T20:29:29.589371] [INFO ] [sig       ] PINS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:29.737703] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PINS.txt
[2025-12-05T20:29:29.737883] [INFO ] [sig       ] [2570/3626] Completed PINS in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:29.737925] [INFO ] [sig       ] [2571/3626] Forecasting PK...
[2025-12-05T20:29:29.737956] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-05T20:29:29.737984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-05T20:29:29.748843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-05T20:29:29.749122] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-05T20:29:29.749877] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-05T20:29:29.749926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:29.749956] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:29.749982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:29.750037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:29.807504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:29.808133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:29.808233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:29.808267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:29.934073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:29.934225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:29.934266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:29.934296] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:29.937700] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-05T20:29:29.937980] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-05T20:29:29.938103] [INFO ] [sig       ] PK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:30.081043] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PK.txt
[2025-12-05T20:29:30.081199] [INFO ] [sig       ] [2571/3626] Completed PK in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:30.081240] [INFO ] [sig       ] [2572/3626] Forecasting PKBK...
[2025-12-05T20:29:30.081269] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-05T20:29:30.081299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-05T20:29:30.092353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-05T20:29:30.092686] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-05T20:29:30.093620] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-05T20:29:30.093676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:30.093720] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:30.093761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:30.093844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:30.152873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:30.153727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:30.153807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:30.153841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:30.266285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:30.266405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:30.266442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:30.266468] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:30.269669] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-05T20:29:30.269925] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-05T20:29:30.270040] [INFO ] [sig       ] PKBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:30.406902] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PKBK.txt
[2025-12-05T20:29:30.407023] [INFO ] [sig       ] [2572/3626] Completed PKBK in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:30.407066] [INFO ] [sig       ] [2573/3626] Forecasting PKE...
[2025-12-05T20:29:30.407096] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-05T20:29:30.407125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-05T20:29:30.417621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-05T20:29:30.417916] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-05T20:29:30.418675] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-05T20:29:30.418723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:30.418753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:30.418780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:30.418835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:30.474907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:30.475554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:30.475690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:30.475723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:30.593637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:30.593790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:30.593828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:30.593856] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:30.597087] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-05T20:29:30.597347] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-05T20:29:30.597464] [INFO ] [sig       ] PKE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:30.736800] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PKE.txt
[2025-12-05T20:29:30.736950] [INFO ] [sig       ] [2573/3626] Completed PKE in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:30.736990] [INFO ] [sig       ] [2574/3626] Forecasting PKG...
[2025-12-05T20:29:30.737022] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-05T20:29:30.737057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-05T20:29:30.748308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-05T20:29:30.748630] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-05T20:29:30.749411] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-05T20:29:30.749461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:30.749493] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:30.749519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:30.749590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:30.806143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:30.806786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:30.806859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:30.806891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:30.928710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:30.928861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:30.928900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:30.928928] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:30.932203] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-05T20:29:30.932492] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-05T20:29:30.932633] [INFO ] [sig       ] PKG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:31.071886] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PKG.txt
[2025-12-05T20:29:31.072007] [INFO ] [sig       ] [2574/3626] Completed PKG in 0.3s | 2.97 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-05T20:29:31.072044] [INFO ] [sig       ] [2575/3626] Forecasting PKOH...
[2025-12-05T20:29:31.072074] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-05T20:29:31.072103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-05T20:29:31.082303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-05T20:29:31.082587] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-05T20:29:31.083348] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-05T20:29:31.083397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:31.083429] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:31.083455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:31.083515] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:31.141491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:31.142120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:31.142195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:31.142228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:31.256383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:31.256518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:31.256555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:31.256598] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:31.259891] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-05T20:29:31.260161] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-05T20:29:31.260282] [INFO ] [sig       ] PKOH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:31.401310] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PKOH.txt
[2025-12-05T20:29:31.401423] [INFO ] [sig       ] [2575/3626] Completed PKOH in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:31.401459] [INFO ] [sig       ] [2576/3626] Forecasting PKX...
[2025-12-05T20:29:31.401488] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-05T20:29:31.401517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-05T20:29:31.412291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-05T20:29:31.412556] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-05T20:29:31.413389] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-05T20:29:31.413440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:31.413472] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:31.413499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:31.413556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:31.474820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:31.475455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:31.475530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:31.475564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:31.594188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:31.594322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:31.594376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:31.594416] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:31.597821] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-05T20:29:31.598093] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-05T20:29:31.598228] [INFO ] [sig       ] PKX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:31.739433] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PKX.txt
[2025-12-05T20:29:31.739637] [INFO ] [sig       ] [2576/3626] Completed PKX in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:31.739680] [INFO ] [sig       ] [2577/3626] Forecasting PL...
[2025-12-05T20:29:31.739711] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-05T20:29:31.739742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-05T20:29:31.750369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-05T20:29:31.750688] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-05T20:29:31.751455] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-05T20:29:31.751504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:31.751536] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:31.751562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:31.751639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:31.811722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:31.812558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:31.812655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:31.812689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:31.932425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:31.932606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:31.932660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:31.932696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:31.936264] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=53.75%)
[2025-12-05T20:29:31.936622] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-05T20:29:31.936776] [INFO ] [sig       ] PL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:32.078951] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PL.txt
[2025-12-05T20:29:32.079097] [INFO ] [sig       ] [2577/3626] Completed PL in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:32.079135] [INFO ] [sig       ] [2578/3626] Forecasting PLAB...
[2025-12-05T20:29:32.079163] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-05T20:29:32.079192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-05T20:29:32.090049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-05T20:29:32.090307] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-05T20:29:32.091080] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-05T20:29:32.091128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:32.091159] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:32.091185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:32.091240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:32.149519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:32.150456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:32.150550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:32.150605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:32.276340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:32.276487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:32.276528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:32.276555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:32.280321] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=68.08%)
[2025-12-05T20:29:32.280625] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-05T20:29:32.280752] [INFO ] [sig       ] PLAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:32.419430] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLAB.txt
[2025-12-05T20:29:32.419564] [INFO ] [sig       ] [2578/3626] Completed PLAB in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:32.419623] [INFO ] [sig       ] [2579/3626] Forecasting PLAY...
[2025-12-05T20:29:32.419661] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-05T20:29:32.419703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-05T20:29:32.430729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-05T20:29:32.431030] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-05T20:29:32.431849] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-05T20:29:32.431898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:32.431930] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:32.431955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:32.432010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:32.491347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:32.492111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:32.492189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:32.492221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:32.617148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:32.617322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:32.617376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:32.617412] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:32.620849] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=73.92%)
[2025-12-05T20:29:32.621117] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-05T20:29:32.621248] [INFO ] [sig       ] PLAY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:32.759180] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLAY.txt
[2025-12-05T20:29:32.759319] [INFO ] [sig       ] [2579/3626] Completed PLAY in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:32.759363] [INFO ] [sig       ] [2580/3626] Forecasting PLBC...
[2025-12-05T20:29:32.759399] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-05T20:29:32.759429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-05T20:29:32.769661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2025-12-05T20:29:32.769945] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-05T20:29:32.770705] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-05T20:29:32.770754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:32.770826] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:32.770854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:32.770910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:32.825643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:32.826341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:32.826416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:32.826448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:32.929153] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:32.929307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:32.929346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:32.929374] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:32.932658] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=35.98%)
[2025-12-05T20:29:32.932921] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-05T20:29:32.933043] [INFO ] [sig       ] PLBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:33.067874] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLBC.txt
[2025-12-05T20:29:33.068007] [INFO ] [sig       ] [2580/3626] Completed PLBC in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:33.068046] [INFO ] [sig       ] [2581/3626] Forecasting PLBY...
[2025-12-05T20:29:33.068074] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-05T20:29:33.068103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-05T20:29:33.079162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-05T20:29:33.079458] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-05T20:29:33.080223] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-05T20:29:33.080277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:33.080308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:33.080334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:33.080393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:33.135096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:33.135854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:33.135932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:33.135964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:33.252740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:33.252890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:33.252929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:33.252957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:33.256204] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-05T20:29:33.256463] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-05T20:29:33.256597] [INFO ] [sig       ] PLBY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:33.394743] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLBY.txt
[2025-12-05T20:29:33.394891] [INFO ] [sig       ] [2581/3626] Completed PLBY in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:33.394930] [INFO ] [sig       ] [2582/3626] Forecasting PLCE...
[2025-12-05T20:29:33.394961] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-05T20:29:33.394990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-05T20:29:33.406469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-05T20:29:33.406849] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-05T20:29:33.407660] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-05T20:29:33.407711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:33.407744] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:33.407771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:33.407850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:33.465547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:33.466218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:33.466320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:33.466355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:33.590472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:33.590639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:33.590680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:33.590708] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:33.594183] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=20.01%)
[2025-12-05T20:29:33.594454] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-05T20:29:33.594597] [INFO ] [sig       ] PLCE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:33.732080] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLCE.txt
[2025-12-05T20:29:33.732204] [INFO ] [sig       ] [2582/3626] Completed PLCE in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:33.732242] [INFO ] [sig       ] [2583/3626] Forecasting PLD...
[2025-12-05T20:29:33.732276] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-05T20:29:33.732313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-05T20:29:33.744276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-05T20:29:33.744616] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-05T20:29:33.745476] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-05T20:29:33.745527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:33.745559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:33.745607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:33.745665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:33.803596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:33.804389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:33.804473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:33.804506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:33.930473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:33.930639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:33.930681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:33.930740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:33.934005] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-12-05T20:29:33.934264] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-05T20:29:33.934382] [INFO ] [sig       ] PLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:34.070721] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLD.txt
[2025-12-05T20:29:34.070874] [INFO ] [sig       ] [2583/3626] Completed PLD in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.9m
[2025-12-05T20:29:34.070915] [INFO ] [sig       ] [2584/3626] Forecasting PLPC...
[2025-12-05T20:29:34.070949] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-05T20:29:34.070979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-05T20:29:34.082012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-05T20:29:34.082279] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-05T20:29:34.083155] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-05T20:29:34.083204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:34.083235] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:34.083261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:34.083316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:34.138803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:34.139541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:34.139637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:34.139670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:34.252252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:34.252412] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:29:34.252452] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:34.252478] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:34.255814] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-05T20:29:34.256071] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-05T20:29:34.256186] [INFO ] [sig       ] PLPC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:34.393017] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLPC.txt
[2025-12-05T20:29:34.393153] [INFO ] [sig       ] [2584/3626] Completed PLPC in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:34.393192] [INFO ] [sig       ] [2585/3626] Forecasting PLRX...
[2025-12-05T20:29:34.393221] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-05T20:29:34.393249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-05T20:29:34.404388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-05T20:29:34.404701] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-05T20:29:34.405508] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-05T20:29:34.405559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:34.405610] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:34.405637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:34.405693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:34.463126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:34.463798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:34.463875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:34.463907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:34.582337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:34.582496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:34.582546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:34.582604] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:34.585963] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-05T20:29:34.586229] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-05T20:29:34.586371] [INFO ] [sig       ] PLRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:34.733997] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLRX.txt
[2025-12-05T20:29:34.734120] [INFO ] [sig       ] [2585/3626] Completed PLRX in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:34.734158] [INFO ] [sig       ] [2586/3626] Forecasting PLSE...
[2025-12-05T20:29:34.734193] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-05T20:29:34.734227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-05T20:29:34.745565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-05T20:29:34.745979] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-05T20:29:34.746812] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-05T20:29:34.746862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:34.746894] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:34.746921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:34.746977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:34.808140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:34.809107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:34.809215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:34.809251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:34.930045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:34.930207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:34.930246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:34.930274] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:34.933646] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-12-05T20:29:34.933938] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-05T20:29:34.934064] [INFO ] [sig       ] PLSE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:35.072069] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLSE.txt
[2025-12-05T20:29:35.072227] [INFO ] [sig       ] [2586/3626] Completed PLSE in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:35.072266] [INFO ] [sig       ] [2587/3626] Forecasting PLTK...
[2025-12-05T20:29:35.072297] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-05T20:29:35.072328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-05T20:29:35.082918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2025-12-05T20:29:35.083273] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-05T20:29:35.084042] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-05T20:29:35.084114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:35.084147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:35.084173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:35.084229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:35.141532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:35.142415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:35.142499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:35.142533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:35.260621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:35.260770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:35.260812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:35.260859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:35.264387] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2025-12-05T20:29:35.264707] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-05T20:29:35.264837] [INFO ] [sig       ] PLTK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:35.403777] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLTK.txt
[2025-12-05T20:29:35.403941] [INFO ] [sig       ] [2587/3626] Completed PLTK in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:35.403980] [INFO ] [sig       ] [2588/3626] Forecasting PLUG...
[2025-12-05T20:29:35.404010] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-05T20:29:35.404041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-05T20:29:35.414774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-05T20:29:35.415024] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-05T20:29:35.415783] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-05T20:29:35.415833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:35.415864] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:35.415889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:35.415943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:35.472232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:35.472935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:35.473010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:35.473042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:35.593896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:35.594030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:35.594067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:35.594094] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:35.597327] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: DOWN (p=18.55%)
[2025-12-05T20:29:35.597602] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-05T20:29:35.597720] [INFO ] [sig       ] PLUG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:35.734721] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLUG.txt
[2025-12-05T20:29:35.734828] [INFO ] [sig       ] [2588/3626] Completed PLUG in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:35.734865] [INFO ] [sig       ] [2589/3626] Forecasting PLUS...
[2025-12-05T20:29:35.734894] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-05T20:29:35.734923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-05T20:29:35.745197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-05T20:29:35.745456] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-05T20:29:35.746205] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-05T20:29:35.746253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:35.746284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:35.746310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:35.746370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:35.802070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:35.802652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:35.802737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:35.802769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:35.925038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:35.925176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:35.925213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:35.925242] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:35.928465] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-05T20:29:35.928750] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-05T20:29:35.928867] [INFO ] [sig       ] PLUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:36.067345] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLUS.txt
[2025-12-05T20:29:36.067491] [INFO ] [sig       ] [2589/3626] Completed PLUS in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:36.067535] [INFO ] [sig       ] [2590/3626] Forecasting PLXS...
[2025-12-05T20:29:36.067564] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-05T20:29:36.067611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-05T20:29:36.078995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2025-12-05T20:29:36.079302] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-05T20:29:36.080090] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-05T20:29:36.080142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:36.080176] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:36.080205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:36.080262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:36.137919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:36.138789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:36.138936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:36.138971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:36.261357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:36.261516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:36.261565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:36.261629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:36.265423] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-05T20:29:36.265709] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-05T20:29:36.265833] [INFO ] [sig       ] PLXS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:36.402688] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PLXS.txt
[2025-12-05T20:29:36.402841] [INFO ] [sig       ] [2590/3626] Completed PLXS in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:36.402878] [INFO ] [sig       ] [2591/3626] Forecasting PLYM...
[2025-12-05T20:29:36.402908] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-05T20:29:36.402937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-05T20:29:36.414149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-05T20:29:36.414480] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-05T20:29:36.415245] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-05T20:29:36.415295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:36.415327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:36.415371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:36.415428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:36.473281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:36.474168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:36.474250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:36.474283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:36.596882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:36.597042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:36.597082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:36.597111] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:36.600655] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-05T20:29:36.600941] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-05T20:29:36.601070] [INFO ] [sig       ] PLYM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:36.745059] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PLYM.txt
[2025-12-05T20:29:36.745182] [INFO ] [sig       ] [2591/3626] Completed PLYM in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:36.745219] [INFO ] [sig       ] [2592/3626] Forecasting PM...
[2025-12-05T20:29:36.745248] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-05T20:29:36.745276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-05T20:29:36.757290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-05T20:29:36.757628] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-05T20:29:36.758464] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-05T20:29:36.758516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:36.758548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:36.758594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:36.758660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:36.813874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:36.814448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:36.814523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:36.814555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:36.934949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:36.935096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:36.935135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:36.935162] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:36.938467] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2025-12-05T20:29:36.938744] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-05T20:29:36.938862] [INFO ] [sig       ] PM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:37.074986] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PM.txt
[2025-12-05T20:29:37.075106] [INFO ] [sig       ] [2592/3626] Completed PM in 0.3s | 2.97 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-05T20:29:37.075141] [INFO ] [sig       ] [2593/3626] Forecasting PMAX...
[2025-12-05T20:29:37.075169] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-05T20:29:37.075198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-05T20:29:37.085302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-05T20:29:37.085605] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-05T20:29:37.086361] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-05T20:29:37.086421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:37.086458] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:37.086490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:37.086548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:37.142493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:37.143423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:37.143516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:37.143547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:37.259084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:37.259228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:37.259271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:37.259300] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:37.262724] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2025-12-05T20:29:37.262987] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-05T20:29:37.263112] [INFO ] [sig       ] PMAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:37.399657] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PMAX.txt
[2025-12-05T20:29:37.399790] [INFO ] [sig       ] [2593/3626] Completed PMAX in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:37.399836] [INFO ] [sig       ] [2594/3626] Forecasting PML...
[2025-12-05T20:29:37.399875] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-05T20:29:37.399913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-05T20:29:37.410529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2025-12-05T20:29:37.410827] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-05T20:29:37.411632] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-05T20:29:37.411684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:37.411716] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:37.411744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:37.411802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:37.466961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:37.467553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:37.467646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:37.467676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:37.586179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:37.586322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:37.586361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:37.586393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:37.589762] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-05T20:29:37.590014] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-05T20:29:37.590131] [INFO ] [sig       ] PML: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:37.727936] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PML.txt
[2025-12-05T20:29:37.728061] [INFO ] [sig       ] [2594/3626] Completed PML in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:37.728099] [INFO ] [sig       ] [2595/3626] Forecasting PMM...
[2025-12-05T20:29:37.728130] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-05T20:29:37.728170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-05T20:29:37.739359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-05T20:29:37.739702] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-05T20:29:37.740463] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-05T20:29:37.740513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:37.740543] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:37.740585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:37.740644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:37.796722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:37.797301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:37.797375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:37.797406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:37.914614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:37.914741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:37.914778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:37.914805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:37.917969] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=84.84%)
[2025-12-05T20:29:37.918227] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-05T20:29:37.918344] [INFO ] [sig       ] PMM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:38.057119] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PMM.txt
[2025-12-05T20:29:38.057283] [INFO ] [sig       ] [2595/3626] Completed PMM in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:38.057324] [INFO ] [sig       ] [2596/3626] Forecasting PMO...
[2025-12-05T20:29:38.057352] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-05T20:29:38.057381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-05T20:29:38.069373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-05T20:29:38.069719] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-05T20:29:38.070540] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-05T20:29:38.070612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:38.070648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:38.070674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:38.070728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:38.125889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:38.126545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:38.126641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:38.126673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:38.242938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:38.243102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:38.243144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:38.243172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:38.246515] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=28.07%)
[2025-12-05T20:29:38.246791] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-05T20:29:38.246909] [INFO ] [sig       ] PMO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:38.384007] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PMO.txt
[2025-12-05T20:29:38.384136] [INFO ] [sig       ] [2596/3626] Completed PMO in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:38.384174] [INFO ] [sig       ] [2597/3626] Forecasting PMTS...
[2025-12-05T20:29:38.384204] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-05T20:29:38.384233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-05T20:29:38.394828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-05T20:29:38.395167] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-05T20:29:38.395998] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-05T20:29:38.396048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:38.396106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:38.396138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:38.396212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:38.453416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:38.454115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:38.454192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:38.454225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:38.574742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:38.574896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:38.574934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:38.574961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:38.578248] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=18.26%)
[2025-12-05T20:29:38.578536] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-05T20:29:38.578674] [INFO ] [sig       ] PMTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:38.715350] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PMTS.txt
[2025-12-05T20:29:38.715486] [INFO ] [sig       ] [2597/3626] Completed PMTS in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:38.715523] [INFO ] [sig       ] [2598/3626] Forecasting PMVP...
[2025-12-05T20:29:38.715553] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-05T20:29:38.715601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-05T20:29:38.726350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-05T20:29:38.726704] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-05T20:29:38.727482] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-05T20:29:38.727532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:38.727563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:38.727617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:38.727679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:38.783754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:38.784380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:38.784455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:38.784487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:38.909753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:38.909904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:38.909945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:38.909974] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:38.913411] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=99.73%)
[2025-12-05T20:29:38.913685] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-05T20:29:38.913804] [INFO ] [sig       ] PMVP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:39.052089] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PMVP.txt
[2025-12-05T20:29:39.052242] [INFO ] [sig       ] [2598/3626] Completed PMVP in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:39.052281] [INFO ] [sig       ] [2599/3626] Forecasting PNC...
[2025-12-05T20:29:39.052308] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-05T20:29:39.052338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-05T20:29:39.063186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-05T20:29:39.063483] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-05T20:29:39.064285] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-05T20:29:39.064335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:39.064369] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:39.064396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:39.064453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:39.120173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:39.120800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:39.120872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:39.120904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:39.243485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:39.243646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:39.243686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:39.243713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:39.246967] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-05T20:29:39.247219] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-05T20:29:39.247338] [INFO ] [sig       ] PNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:39.382154] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PNC.txt
[2025-12-05T20:29:39.382280] [INFO ] [sig       ] [2599/3626] Completed PNC in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:39.382316] [INFO ] [sig       ] [2600/3626] Forecasting PNFP...
[2025-12-05T20:29:39.382345] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-05T20:29:39.382375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-05T20:29:39.394814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNFP'.
[2025-12-05T20:29:39.395100] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-05T20:29:39.395849] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-05T20:29:39.395898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:39.395928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:39.395954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:39.396009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:39.452423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:39.453210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:39.453291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:39.453323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:39.572464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:39.572634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:39.572673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:39.572735] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:39.577097] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2025-12-05T20:29:39.577368] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-05T20:29:39.577498] [INFO ] [sig       ] PNFP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:39.718874] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PNFP.txt
[2025-12-05T20:29:39.719058] [INFO ] [sig       ] [2600/3626] Completed PNFP in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:39.719110] [INFO ] [sig       ] [2601/3626] Forecasting PNI...
[2025-12-05T20:29:39.719142] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-05T20:29:39.719173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-05T20:29:39.730049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2025-12-05T20:29:39.730368] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-05T20:29:39.731203] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-05T20:29:39.731253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:39.731284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:39.731309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:39.731366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:39.787309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:39.788022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:39.788100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:39.788132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:39.897050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:39.897193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:39.897232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:39.897261] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:39.900737] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=58.31%)
[2025-12-05T20:29:39.901003] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-05T20:29:39.901123] [INFO ] [sig       ] PNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:40.044083] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PNI.txt
[2025-12-05T20:29:40.044235] [INFO ] [sig       ] [2601/3626] Completed PNI in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.8m
[2025-12-05T20:29:40.044275] [INFO ] [sig       ] [2602/3626] Forecasting PNQI...
[2025-12-05T20:29:40.044305] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-05T20:29:40.044336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-05T20:29:40.055211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-05T20:29:40.055651] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-05T20:29:40.056474] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-05T20:29:40.056526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:40.056559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:40.056619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:40.056711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:40.118225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:40.119095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:40.119188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:40.119232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:40.247041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:40.247206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:40.247245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:40.247273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:40.250544] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=28.05%)
[2025-12-05T20:29:40.250821] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-05T20:29:40.250938] [INFO ] [sig       ] PNQI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:40.389849] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PNQI.txt
[2025-12-05T20:29:40.389976] [INFO ] [sig       ] [2602/3626] Completed PNQI in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:40.390012] [INFO ] [sig       ] [2603/3626] Forecasting PNRG...
[2025-12-05T20:29:40.390040] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-05T20:29:40.390070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-05T20:29:40.400314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-05T20:29:40.400627] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-05T20:29:40.401399] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-05T20:29:40.401449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:40.401481] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:40.401508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:40.401564] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:40.458086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:40.458694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:40.458767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:40.458799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:40.572405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:40.572546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:40.572605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:40.572644] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:40.576374] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=50.03%)
[2025-12-05T20:29:40.576670] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-05T20:29:40.576798] [INFO ] [sig       ] PNRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:40.716593] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PNRG.txt
[2025-12-05T20:29:40.716713] [INFO ] [sig       ] [2603/3626] Completed PNRG in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:40.716750] [INFO ] [sig       ] [2604/3626] Forecasting PNTG...
[2025-12-05T20:29:40.716778] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-05T20:29:40.716807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-05T20:29:40.727151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2025-12-05T20:29:40.727422] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-05T20:29:40.728237] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-05T20:29:40.728302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:40.728334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:40.728359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:40.728414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:40.784085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:40.784729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:40.784803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:40.784835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:40.901589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:40.901730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:40.901769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:40.901797] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:40.905032] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-05T20:29:40.905287] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-05T20:29:40.905401] [INFO ] [sig       ] PNTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:41.041374] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PNTG.txt
[2025-12-05T20:29:41.041509] [INFO ] [sig       ] [2604/3626] Completed PNTG in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:41.041548] [INFO ] [sig       ] [2605/3626] Forecasting POAI...
[2025-12-05T20:29:41.041593] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-05T20:29:41.041625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-05T20:29:41.051795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-05T20:29:41.052086] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-05T20:29:41.052887] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-05T20:29:41.052937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:41.052968] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:41.052994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:41.053050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:41.110069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:41.110676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:41.110749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:41.110782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:41.226530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:41.226683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:41.226721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:41.226749] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:41.230356] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-05T20:29:41.230701] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-05T20:29:41.230852] [INFO ] [sig       ] POAI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:41.372245] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/POAI.txt
[2025-12-05T20:29:41.372361] [INFO ] [sig       ] [2605/3626] Completed POAI in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:41.372398] [INFO ] [sig       ] [2606/3626] Forecasting PODD...
[2025-12-05T20:29:41.372426] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-05T20:29:41.372462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-05T20:29:41.382554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2025-12-05T20:29:41.382843] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-05T20:29:41.383598] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-05T20:29:41.383647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:41.383682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:41.383707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:41.383762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:41.442484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:41.443168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:41.443241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:41.443272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:41.561353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:41.561506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:41.561544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:41.561589] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:41.564886] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=94.32%)
[2025-12-05T20:29:41.565146] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-05T20:29:41.565263] [INFO ] [sig       ] PODD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:41.700487] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PODD.txt
[2025-12-05T20:29:41.700625] [INFO ] [sig       ] [2606/3626] Completed PODD in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:41.700664] [INFO ] [sig       ] [2607/3626] Forecasting POOL...
[2025-12-05T20:29:41.700692] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-05T20:29:41.700722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-05T20:29:41.711406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-05T20:29:41.711685] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-05T20:29:41.712413] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-05T20:29:41.712464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:41.712495] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:41.712521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:41.712600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:41.768072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:41.768722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:41.768820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:41.768852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:41.885003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:41.885147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:41.885184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:41.885211] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:41.888501] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-05T20:29:41.888776] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-05T20:29:41.888893] [INFO ] [sig       ] POOL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:42.029209] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/POOL.txt
[2025-12-05T20:29:42.029380] [INFO ] [sig       ] [2607/3626] Completed POOL in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:42.029419] [INFO ] [sig       ] [2608/3626] Forecasting POWI...
[2025-12-05T20:29:42.029449] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-05T20:29:42.029478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-05T20:29:42.039986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-05T20:29:42.040297] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-05T20:29:42.041085] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-05T20:29:42.041136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:42.041168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:42.041195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:42.041252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:42.099612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:42.100289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:42.100367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:42.100400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:42.218846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:42.218983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:42.219022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:42.219051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:42.222329] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-05T20:29:42.222625] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-05T20:29:42.222750] [INFO ] [sig       ] POWI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:42.363868] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/POWI.txt
[2025-12-05T20:29:42.363990] [INFO ] [sig       ] [2608/3626] Completed POWI in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:42.364027] [INFO ] [sig       ] [2609/3626] Forecasting POWL...
[2025-12-05T20:29:42.364055] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-05T20:29:42.364083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-05T20:29:42.374649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-05T20:29:42.374915] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-05T20:29:42.375674] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-05T20:29:42.375723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:42.375754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:42.375780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:42.375835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:42.433589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:42.434353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:42.434445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:42.434486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:42.557183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:42.557327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:42.557365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:42.557392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:42.560697] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2025-12-05T20:29:42.560970] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-05T20:29:42.561090] [INFO ] [sig       ] POWL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:42.703213] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/POWL.txt
[2025-12-05T20:29:42.703334] [INFO ] [sig       ] [2609/3626] Completed POWL in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:42.703370] [INFO ] [sig       ] [2610/3626] Forecasting PPC...
[2025-12-05T20:29:42.703398] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-05T20:29:42.703428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-05T20:29:42.713949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-05T20:29:42.714259] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-05T20:29:42.715126] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-05T20:29:42.715179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:42.715213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:42.715240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:42.715308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:42.774269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:42.775091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:42.775172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:42.775206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:42.893162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:42.893306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:42.893344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:42.893372] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:42.896654] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-05T20:29:42.896911] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-05T20:29:42.897028] [INFO ] [sig       ] PPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:43.038409] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PPC.txt
[2025-12-05T20:29:43.038561] [INFO ] [sig       ] [2610/3626] Completed PPC in 0.3s | 2.97 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-05T20:29:43.038617] [INFO ] [sig       ] [2611/3626] Forecasting PPG...
[2025-12-05T20:29:43.038646] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-05T20:29:43.038676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-05T20:29:43.049138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2025-12-05T20:29:43.049424] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-05T20:29:43.050223] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-05T20:29:43.050274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:43.050308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:43.050335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:43.050392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:43.109391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:43.110141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:43.110217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:43.110248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:43.228160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:43.228296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:43.228349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:43.228377] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:43.231625] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-05T20:29:43.231883] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-05T20:29:43.232001] [INFO ] [sig       ] PPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:43.367134] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PPG.txt
[2025-12-05T20:29:43.367254] [INFO ] [sig       ] [2611/3626] Completed PPG in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:43.367291] [INFO ] [sig       ] [2612/3626] Forecasting PPH...
[2025-12-05T20:29:43.367320] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-05T20:29:43.367350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-05T20:29:43.377343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-05T20:29:43.377624] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-05T20:29:43.378368] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-05T20:29:43.378416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:43.378448] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:43.378480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:43.378548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:43.432774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:43.433379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:43.433457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:43.433487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:43.547114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:43.547249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:43.547288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:43.547315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:43.550569] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=5.61%)
[2025-12-05T20:29:43.550842] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-05T20:29:43.550961] [INFO ] [sig       ] PPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:43.690263] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PPH.txt
[2025-12-05T20:29:43.690428] [INFO ] [sig       ] [2612/3626] Completed PPH in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:43.690476] [INFO ] [sig       ] [2613/3626] Forecasting PPIH...
[2025-12-05T20:29:43.690512] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-05T20:29:43.690546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-05T20:29:43.702984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-05T20:29:43.703318] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-05T20:29:43.704103] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-05T20:29:43.704152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:43.704184] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:43.704209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:43.704263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:43.759798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:43.760404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:43.760477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:43.760508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:43.877435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:43.877606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:43.877648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:43.877678] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:43.881078] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-12-05T20:29:43.881338] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-05T20:29:43.881459] [INFO ] [sig       ] PPIH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:44.019888] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PPIH.txt
[2025-12-05T20:29:44.020009] [INFO ] [sig       ] [2613/3626] Completed PPIH in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:44.020047] [INFO ] [sig       ] [2614/3626] Forecasting PPL...
[2025-12-05T20:29:44.020074] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-05T20:29:44.020103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-05T20:29:44.030676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-05T20:29:44.030956] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-05T20:29:44.031720] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-05T20:29:44.031769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:44.031826] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:44.031853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:44.031909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:44.087765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:44.088530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:44.088627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:44.088659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:44.216138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:44.216318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:44.216370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:44.216406] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:44.220245] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-05T20:29:44.220508] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-05T20:29:44.220653] [INFO ] [sig       ] PPL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:44.360255] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PPL.txt
[2025-12-05T20:29:44.360382] [INFO ] [sig       ] [2614/3626] Completed PPL in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:44.360420] [INFO ] [sig       ] [2615/3626] Forecasting PPSI...
[2025-12-05T20:29:44.360451] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-05T20:29:44.360481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-05T20:29:44.370647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-05T20:29:44.370914] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-05T20:29:44.371699] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-05T20:29:44.371750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:44.371793] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:44.371821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:44.371876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:44.429913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:44.430533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:44.430630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:44.430663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:44.547553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:44.547718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:44.547758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:44.547785] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:44.551209] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2025-12-05T20:29:44.551474] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-05T20:29:44.551617] [INFO ] [sig       ] PPSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:44.691784] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PPSI.txt
[2025-12-05T20:29:44.691976] [INFO ] [sig       ] [2615/3626] Completed PPSI in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:44.692028] [INFO ] [sig       ] [2616/3626] Forecasting PPTA...
[2025-12-05T20:29:44.692067] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-05T20:29:44.692106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-05T20:29:44.702654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-05T20:29:44.702919] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-05T20:29:44.703698] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-05T20:29:44.703747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:44.703778] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:44.703803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:44.703858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:44.760268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:44.760960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:44.761037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:44.761069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:44.879211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:44.879367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:44.879407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:44.879436] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:44.882850] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-05T20:29:44.883116] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-05T20:29:44.883240] [INFO ] [sig       ] PPTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:45.018775] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PPTA.txt
[2025-12-05T20:29:45.018901] [INFO ] [sig       ] [2616/3626] Completed PPTA in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:45.018937] [INFO ] [sig       ] [2617/3626] Forecasting PRA...
[2025-12-05T20:29:45.018966] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-05T20:29:45.018995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-05T20:29:45.029328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-05T20:29:45.029630] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-05T20:29:45.030364] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-05T20:29:45.030413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:45.030443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:45.030469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:45.030524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:45.085553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:45.086301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:45.086379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:45.086410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:45.201741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:45.201887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:45.201925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:45.201982] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:45.205264] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=14.39%)
[2025-12-05T20:29:45.205522] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-05T20:29:45.205664] [INFO ] [sig       ] PRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:45.342053] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRA.txt
[2025-12-05T20:29:45.342219] [INFO ] [sig       ] [2617/3626] Completed PRA in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:45.342260] [INFO ] [sig       ] [2618/3626] Forecasting PRAA...
[2025-12-05T20:29:45.342288] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-05T20:29:45.342318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-05T20:29:45.352765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-05T20:29:45.353021] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-05T20:29:45.353814] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-05T20:29:45.353863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:45.353893] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:45.353918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:45.353974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:45.409512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:45.410123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:45.410200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:45.410231] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:45.523032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:45.523170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:45.523208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:45.523235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:45.526457] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2025-12-05T20:29:45.526746] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-05T20:29:45.526866] [INFO ] [sig       ] PRAA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:45.663568] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRAA.txt
[2025-12-05T20:29:45.663751] [INFO ] [sig       ] [2618/3626] Completed PRAA in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:45.663790] [INFO ] [sig       ] [2619/3626] Forecasting PRAX...
[2025-12-05T20:29:45.663827] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-05T20:29:45.663857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-05T20:29:45.674508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-05T20:29:45.674920] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-05T20:29:45.675686] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-05T20:29:45.675735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:45.675766] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:45.675792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:45.675848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:45.731759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:45.732604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:45.732685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:45.732716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:45.852910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:45.853067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:45.853108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:45.853137] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:45.856410] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-05T20:29:45.856700] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-05T20:29:45.856823] [INFO ] [sig       ] PRAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:46.040959] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRAX.txt
[2025-12-05T20:29:46.041129] [INFO ] [sig       ] [2619/3626] Completed PRAX in 0.4s | 2.97 sym/s | Total: 14.7m | ETA: 5.7m
[2025-12-05T20:29:46.041171] [INFO ] [sig       ] [2620/3626] Forecasting PRCH...
[2025-12-05T20:29:46.041199] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-05T20:29:46.041229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-05T20:29:46.052425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-05T20:29:46.052705] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-05T20:29:46.053452] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-05T20:29:46.053501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:46.053531] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:46.053556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:46.053650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:46.109337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:46.110009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:46.110085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:46.110117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:46.231340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:46.231490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:46.231530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:46.231557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:46.234884] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-12-05T20:29:46.235138] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-05T20:29:46.235272] [INFO ] [sig       ] PRCH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:46.373319] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRCH.txt
[2025-12-05T20:29:46.373470] [INFO ] [sig       ] [2620/3626] Completed PRCH in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:46.373508] [INFO ] [sig       ] [2621/3626] Forecasting PRDO...
[2025-12-05T20:29:46.373538] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-05T20:29:46.373567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-05T20:29:46.384180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2025-12-05T20:29:46.384566] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-05T20:29:46.385421] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-05T20:29:46.385476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:46.385508] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:46.385537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:46.385623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:46.442046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:46.442691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:46.442766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:46.442798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:46.564709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:46.564870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:46.564911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:46.564940] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:46.568351] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-05T20:29:46.568642] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-05T20:29:46.568775] [INFO ] [sig       ] PRDO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:46.706294] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRDO.txt
[2025-12-05T20:29:46.706417] [INFO ] [sig       ] [2621/3626] Completed PRDO in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:46.706453] [INFO ] [sig       ] [2622/3626] Forecasting PRFZ...
[2025-12-05T20:29:46.706482] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-05T20:29:46.706510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-05T20:29:46.717196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-05T20:29:46.717445] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-05T20:29:46.718210] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-05T20:29:46.718260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:46.718291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:46.718317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:46.718372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:46.774286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:46.774882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:46.774954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:46.774985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:46.893935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:46.894060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:46.894096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:46.894140] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:46.897282] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-05T20:29:46.897534] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-05T20:29:46.897675] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:47.034900] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRFZ.txt
[2025-12-05T20:29:47.035008] [INFO ] [sig       ] [2622/3626] Completed PRFZ in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:47.035045] [INFO ] [sig       ] [2623/3626] Forecasting PRG...
[2025-12-05T20:29:47.035073] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-05T20:29:47.035101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-05T20:29:47.046292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-05T20:29:47.046531] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-05T20:29:47.047302] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-05T20:29:47.047351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:47.047382] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:47.047408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:47.047464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:47.103500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:47.104120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:47.104192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:47.104223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:47.220834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:47.220961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:47.220996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:47.221023] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:47.224174] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=38.49%)
[2025-12-05T20:29:47.224428] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-05T20:29:47.224545] [INFO ] [sig       ] PRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:47.364187] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRG.txt
[2025-12-05T20:29:47.364302] [INFO ] [sig       ] [2623/3626] Completed PRG in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:47.364338] [INFO ] [sig       ] [2624/3626] Forecasting PRGO...
[2025-12-05T20:29:47.364366] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-05T20:29:47.364394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-05T20:29:47.375408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-05T20:29:47.375698] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-05T20:29:47.376429] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-05T20:29:47.376478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:47.376509] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:47.376535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:47.376610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:47.432359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:47.433203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:47.433354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:47.433388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:47.549320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:47.549456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:47.549493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:47.549521] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:47.552799] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-12-05T20:29:47.553056] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-05T20:29:47.553174] [INFO ] [sig       ] PRGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:47.690311] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRGO.txt
[2025-12-05T20:29:47.690432] [INFO ] [sig       ] [2624/3626] Completed PRGO in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:47.690470] [INFO ] [sig       ] [2625/3626] Forecasting PRGS...
[2025-12-05T20:29:47.690499] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-05T20:29:47.690529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-05T20:29:47.701649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-05T20:29:47.701896] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-05T20:29:47.702652] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-05T20:29:47.702706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:47.702737] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:47.702763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:47.702818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:47.758354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:47.759019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:47.759092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:47.759124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:47.874164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:47.874303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:47.874340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:47.874367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:47.877607] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-12-05T20:29:47.877900] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-05T20:29:47.878019] [INFO ] [sig       ] PRGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:48.013624] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRGS.txt
[2025-12-05T20:29:48.013742] [INFO ] [sig       ] [2625/3626] Completed PRGS in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:48.013779] [INFO ] [sig       ] [2626/3626] Forecasting PRH...
[2025-12-05T20:29:48.013808] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-05T20:29:48.013836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-05T20:29:48.024520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-05T20:29:48.024795] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-05T20:29:48.025520] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-05T20:29:48.025588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:48.025622] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:48.025663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:48.025720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:48.081174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:48.081777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:48.081850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:48.081881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:48.198150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:48.198280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:48.198315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:48.198342] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:48.201567] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2025-12-05T20:29:48.201869] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-05T20:29:48.201986] [INFO ] [sig       ] PRH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:48.338149] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRH.txt
[2025-12-05T20:29:48.338266] [INFO ] [sig       ] [2626/3626] Completed PRH in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:48.338304] [INFO ] [sig       ] [2627/3626] Forecasting PRI...
[2025-12-05T20:29:48.338332] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-05T20:29:48.338360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-05T20:29:48.349431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-05T20:29:48.349724] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-05T20:29:48.350456] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-05T20:29:48.350506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:48.350537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:48.350563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:48.350650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:48.405902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:48.406487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:48.406562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:48.406611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:48.520156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:48.520308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:48.520348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:48.520377] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:48.523744] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-05T20:29:48.524010] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-05T20:29:48.524131] [INFO ] [sig       ] PRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:48.665154] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRI.txt
[2025-12-05T20:29:48.665334] [INFO ] [sig       ] [2627/3626] Completed PRI in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:48.665374] [INFO ] [sig       ] [2628/3626] Forecasting PRIM...
[2025-12-05T20:29:48.665403] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-05T20:29:48.665432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-05T20:29:48.676914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-05T20:29:48.677252] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-05T20:29:48.678057] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-05T20:29:48.678106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:48.678137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:48.678163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:48.678218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:48.733316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:48.734059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:48.734137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:48.734168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:48.854695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:48.854846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:48.854885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:48.854912] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:48.858166] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-05T20:29:48.858423] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-05T20:29:48.858539] [INFO ] [sig       ] PRIM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:48.994868] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRIM.txt
[2025-12-05T20:29:48.994987] [INFO ] [sig       ] [2628/3626] Completed PRIM in 0.3s | 2.97 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-05T20:29:48.995024] [INFO ] [sig       ] [2629/3626] Forecasting PRLB...
[2025-12-05T20:29:48.995053] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-05T20:29:48.995082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-05T20:29:49.006805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-05T20:29:49.007198] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-05T20:29:49.008139] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-05T20:29:49.008190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:49.008221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:49.008247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:49.008302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:49.062768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:49.063439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:49.063519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:49.063550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:49.186381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:49.186555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:49.186615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:49.186645] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:49.190045] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=94.97%)
[2025-12-05T20:29:49.190321] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-05T20:29:49.190451] [INFO ] [sig       ] PRLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:49.326333] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRLB.txt
[2025-12-05T20:29:49.326504] [INFO ] [sig       ] [2629/3626] Completed PRLB in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:49.326545] [INFO ] [sig       ] [2630/3626] Forecasting PRM...
[2025-12-05T20:29:49.326594] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-05T20:29:49.326635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-05T20:29:49.338791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2025-12-05T20:29:49.339097] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-05T20:29:49.339868] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-05T20:29:49.339918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:49.339949] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:49.339975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:49.340029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:49.395592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:49.396163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:49.396238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:49.396269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:49.517095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:49.517255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:49.517294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:49.517323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:49.520658] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: UP (p=96.58%)
[2025-12-05T20:29:49.520913] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-05T20:29:49.521031] [INFO ] [sig       ] PRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:49.656862] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRM.txt
[2025-12-05T20:29:49.656982] [INFO ] [sig       ] [2630/3626] Completed PRM in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:49.657020] [INFO ] [sig       ] [2631/3626] Forecasting PRME...
[2025-12-05T20:29:49.657048] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-05T20:29:49.657076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-05T20:29:49.669967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-05T20:29:49.670566] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-05T20:29:49.671709] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-05T20:29:49.671774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:49.671849] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:49.671879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:49.671940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:49.732459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:49.733643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:49.733744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:49.733779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:49.854288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:49.854509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:49.854555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:49.854603] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:49.858443] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-05T20:29:49.858753] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-05T20:29:49.858885] [INFO ] [sig       ] PRME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:50.000380] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRME.txt
[2025-12-05T20:29:50.000593] [INFO ] [sig       ] [2631/3626] Completed PRME in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:50.000653] [INFO ] [sig       ] [2632/3626] Forecasting PRN...
[2025-12-05T20:29:50.000697] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-05T20:29:50.000741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-05T20:29:50.012664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-05T20:29:50.013004] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-05T20:29:50.013781] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-05T20:29:50.013830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:50.013860] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:50.013885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:50.013940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:50.069167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:50.069797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:50.069873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:50.069904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:50.182502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:50.182671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:50.182711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:50.182738] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:50.186043] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2025-12-05T20:29:50.186310] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-05T20:29:50.186434] [INFO ] [sig       ] PRN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:50.321228] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRN.txt
[2025-12-05T20:29:50.321387] [INFO ] [sig       ] [2632/3626] Completed PRN in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:50.321426] [INFO ] [sig       ] [2633/3626] Forecasting PRO...
[2025-12-05T20:29:50.321454] [INFO ] [sig       ] Generating forecast for: PRO
[2025-12-05T20:29:50.321484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-12-05T20:29:50.334288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRO'.
[2025-12-05T20:29:50.334781] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-12-05T20:29:50.335710] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-12-05T20:29:50.335761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:50.335794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:50.335820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:50.335877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:50.391403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:50.392462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:50.392562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:50.392614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:50.517926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:50.518088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:50.518129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:50.518156] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:50.521518] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=54.63%)
[2025-12-05T20:29:50.521803] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-12-05T20:29:50.521924] [INFO ] [sig       ] PRO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:50.656510] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRO.txt
[2025-12-05T20:29:50.656648] [INFO ] [sig       ] [2633/3626] Completed PRO in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:50.656689] [INFO ] [sig       ] [2634/3626] Forecasting PROF...
[2025-12-05T20:29:50.656718] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-05T20:29:50.656748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-05T20:29:50.668030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-05T20:29:50.668389] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-05T20:29:50.669177] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-05T20:29:50.669227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:50.669258] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:50.669283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:50.669338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:50.724349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:50.725253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:50.725336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:50.725368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:50.841311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:50.841476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:50.841514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:50.841592] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:50.844886] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=43.38%)
[2025-12-05T20:29:50.845145] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-05T20:29:50.845262] [INFO ] [sig       ] PROF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:50.983947] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PROF.txt
[2025-12-05T20:29:50.984062] [INFO ] [sig       ] [2634/3626] Completed PROF in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:50.984098] [INFO ] [sig       ] [2635/3626] Forecasting PROK...
[2025-12-05T20:29:50.984126] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-05T20:29:50.984155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-05T20:29:50.994950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-05T20:29:50.995187] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-05T20:29:50.995966] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-05T20:29:50.996016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:50.996046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:50.996072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:50.996127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:51.051761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:51.052314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:51.052386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:51.052416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:51.170341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:51.170453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:51.170488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:51.170515] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:51.173608] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-05T20:29:51.173862] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-05T20:29:51.173978] [INFO ] [sig       ] PROK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:51.308976] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PROK.txt
[2025-12-05T20:29:51.309079] [INFO ] [sig       ] [2635/3626] Completed PROK in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:51.309115] [INFO ] [sig       ] [2636/3626] Forecasting PRTA...
[2025-12-05T20:29:51.309144] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-05T20:29:51.309173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-05T20:29:51.320166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-05T20:29:51.320409] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-05T20:29:51.321158] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-05T20:29:51.321208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:51.321239] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:51.321265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:51.321321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:51.376446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:51.377015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:51.377087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:51.377118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:51.492678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:51.492793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:51.492829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:51.492857] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:51.495979] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=80.62%)
[2025-12-05T20:29:51.496236] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-05T20:29:51.496352] [INFO ] [sig       ] PRTA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:51.638800] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRTA.txt
[2025-12-05T20:29:51.639004] [INFO ] [sig       ] [2636/3626] Completed PRTA in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.6m
[2025-12-05T20:29:51.639059] [INFO ] [sig       ] [2637/3626] Forecasting PRTH...
[2025-12-05T20:29:51.639105] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-05T20:29:51.639153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-05T20:29:51.652434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-05T20:29:51.652914] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-05T20:29:51.653994] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-05T20:29:51.654059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:51.654108] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:51.654149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:51.654250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:51.712590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:51.713447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:51.713527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:51.713560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:51.832324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:51.832483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:51.832523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:51.832550] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:51.835839] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=77.93%)
[2025-12-05T20:29:51.836095] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-05T20:29:51.836210] [INFO ] [sig       ] PRTH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:51.971721] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRTH.txt
[2025-12-05T20:29:51.971825] [INFO ] [sig       ] [2637/3626] Completed PRTH in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:51.971861] [INFO ] [sig       ] [2638/3626] Forecasting PRVA...
[2025-12-05T20:29:51.971889] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-05T20:29:51.971917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-05T20:29:51.982732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2025-12-05T20:29:51.982980] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-05T20:29:51.983735] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-05T20:29:51.983785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:51.983815] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:51.983840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:51.983895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:52.040667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:52.041278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:52.041353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:52.041385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:52.159242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:52.159356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:52.159391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:52.159419] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:52.162557] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-05T20:29:52.162829] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-05T20:29:52.162947] [INFO ] [sig       ] PRVA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:52.306922] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PRVA.txt
[2025-12-05T20:29:52.307085] [INFO ] [sig       ] [2638/3626] Completed PRVA in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:52.307127] [INFO ] [sig       ] [2639/3626] Forecasting PRZO...
[2025-12-05T20:29:52.307155] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-05T20:29:52.307184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-05T20:29:52.319247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-05T20:29:52.319534] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-05T20:29:52.320356] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-05T20:29:52.320432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:52.320465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:52.320491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:52.320546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:52.375509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:52.376287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:52.376372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:52.376403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:52.490520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:52.490715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:52.490759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:52.490786] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:52.494276] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: UP (p=94.60%)
[2025-12-05T20:29:52.494548] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-05T20:29:52.494692] [INFO ] [sig       ] PRZO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:52.632537] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PRZO.txt
[2025-12-05T20:29:52.632713] [INFO ] [sig       ] [2639/3626] Completed PRZO in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:52.632754] [INFO ] [sig       ] [2640/3626] Forecasting PSC...
[2025-12-05T20:29:52.632786] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-05T20:29:52.632814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-05T20:29:52.643997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-05T20:29:52.644320] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-05T20:29:52.645146] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-05T20:29:52.645197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:52.645227] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:52.645252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:52.645307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:52.702284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:52.702989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:52.703070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:52.703103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:52.823426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:52.823618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:52.823660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:52.823689] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:52.827155] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2025-12-05T20:29:52.827422] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-05T20:29:52.827541] [INFO ] [sig       ] PSC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:52.968025] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSC.txt
[2025-12-05T20:29:52.968205] [INFO ] [sig       ] [2640/3626] Completed PSC in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:52.968246] [INFO ] [sig       ] [2641/3626] Forecasting PSCE...
[2025-12-05T20:29:52.968278] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-05T20:29:52.968308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-05T20:29:52.979725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-05T20:29:52.980028] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-05T20:29:52.980849] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-05T20:29:52.980900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:52.980932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:52.980959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:52.981014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:53.037602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:53.038263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:53.038373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:53.038406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:53.145375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:53.145542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:53.145609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:53.145641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:53.149089] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-05T20:29:53.149364] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-05T20:29:53.149492] [INFO ] [sig       ] PSCE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:53.286019] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSCE.txt
[2025-12-05T20:29:53.286147] [INFO ] [sig       ] [2641/3626] Completed PSCE in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:53.286184] [INFO ] [sig       ] [2642/3626] Forecasting PSCH...
[2025-12-05T20:29:53.286213] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-05T20:29:53.286242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-05T20:29:53.298788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-05T20:29:53.299340] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-05T20:29:53.300325] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-05T20:29:53.300380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:53.300414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:53.300441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:53.300501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:53.362380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:53.363713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:53.363826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:53.363870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:53.474068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:53.474249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:53.474292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:53.474321] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:53.477999] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-05T20:29:53.478293] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-05T20:29:53.478424] [INFO ] [sig       ] PSCH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:53.618500] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSCH.txt
[2025-12-05T20:29:53.618654] [INFO ] [sig       ] [2642/3626] Completed PSCH in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:53.618695] [INFO ] [sig       ] [2643/3626] Forecasting PSEC...
[2025-12-05T20:29:53.618724] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-05T20:29:53.618754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-05T20:29:53.630368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-05T20:29:53.630717] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-05T20:29:53.631531] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-05T20:29:53.631606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:53.631648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:53.631676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:53.631733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:53.688933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:53.689593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:53.689673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:53.689706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:53.813364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:53.813522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:53.813563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:53.813611] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:53.817039] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: UP (p=73.47%)
[2025-12-05T20:29:53.817316] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-05T20:29:53.817444] [INFO ] [sig       ] PSEC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:53.954662] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSEC.txt
[2025-12-05T20:29:53.954799] [INFO ] [sig       ] [2643/3626] Completed PSEC in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:53.954837] [INFO ] [sig       ] [2644/3626] Forecasting PSF...
[2025-12-05T20:29:53.954866] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-05T20:29:53.954895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-05T20:29:53.966208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-05T20:29:53.966479] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-05T20:29:53.967281] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-05T20:29:53.967331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:53.967363] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:53.967388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:53.967444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:54.024276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:54.024936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:54.025014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:54.025046] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:54.144131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:54.144316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:54.144371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:54.144413] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:54.147890] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2025-12-05T20:29:54.148188] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-05T20:29:54.148316] [INFO ] [sig       ] PSF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:54.289925] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSF.txt
[2025-12-05T20:29:54.290076] [INFO ] [sig       ] [2644/3626] Completed PSF in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:54.290114] [INFO ] [sig       ] [2645/3626] Forecasting PSFE...
[2025-12-05T20:29:54.290142] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-05T20:29:54.290171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-05T20:29:54.301070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-05T20:29:54.301305] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-05T20:29:54.302082] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-05T20:29:54.302131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:54.302161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:54.302187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:54.302241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:54.357224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:54.357830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:54.357909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:54.357940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:54.474321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:54.474467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:54.474512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:54.474539] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:54.477779] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=78.57%)
[2025-12-05T20:29:54.478061] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-05T20:29:54.478179] [INFO ] [sig       ] PSFE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:54.613781] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSFE.txt
[2025-12-05T20:29:54.613892] [INFO ] [sig       ] [2645/3626] Completed PSFE in 0.3s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:54.613928] [INFO ] [sig       ] [2646/3626] Forecasting PSHG...
[2025-12-05T20:29:54.613955] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-05T20:29:54.613984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-05T20:29:54.628485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-05T20:29:54.629135] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-05T20:29:54.630325] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-05T20:29:54.630385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:54.630424] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:54.630462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:54.630541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:54.707297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:54.708525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:54.708648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:54.708684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:54.832805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:54.833072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:54.833119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:54.833146] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:54.837087] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=74.36%)
[2025-12-05T20:29:54.837498] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-05T20:29:54.837684] [INFO ] [sig       ] PSHG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:54.982270] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSHG.txt
[2025-12-05T20:29:54.982439] [INFO ] [sig       ] [2646/3626] Completed PSHG in 0.4s | 2.97 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-05T20:29:54.982480] [INFO ] [sig       ] [2647/3626] Forecasting PSN...
[2025-12-05T20:29:54.982508] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-05T20:29:54.982539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-05T20:29:54.994787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-05T20:29:54.995111] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-05T20:29:54.996026] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-05T20:29:54.996077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:54.996111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:54.996137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:54.996194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:55.053289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:55.054222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:55.054313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:55.054347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:55.172338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:55.172532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:55.172593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:55.172627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:55.176212] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=15.11%)
[2025-12-05T20:29:55.176494] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-05T20:29:55.176645] [INFO ] [sig       ] PSN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:55.317270] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSN.txt
[2025-12-05T20:29:55.317421] [INFO ] [sig       ] [2647/3626] Completed PSN in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:55.317460] [INFO ] [sig       ] [2648/3626] Forecasting PSNL...
[2025-12-05T20:29:55.317489] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-05T20:29:55.317518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-05T20:29:55.329034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-05T20:29:55.329341] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-05T20:29:55.330184] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-05T20:29:55.330234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:55.330489] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:55.330640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:55.330710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:55.387040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:55.388049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:55.388133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:55.388166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:55.508706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:55.508864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:55.508903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:55.508930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:55.512273] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=8.89%)
[2025-12-05T20:29:55.512533] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-05T20:29:55.512670] [INFO ] [sig       ] PSNL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:55.650766] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSNL.txt
[2025-12-05T20:29:55.650906] [INFO ] [sig       ] [2648/3626] Completed PSNL in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:55.650945] [INFO ] [sig       ] [2649/3626] Forecasting PSO...
[2025-12-05T20:29:55.650973] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-05T20:29:55.651003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-05T20:29:55.661942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-05T20:29:55.662187] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-05T20:29:55.662959] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-05T20:29:55.663008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:55.663038] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:55.663063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:55.663118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:55.719637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:55.720327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:55.720410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:55.720441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:55.841104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:55.841273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:55.841312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:55.841339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:55.844632] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2025-12-05T20:29:55.844896] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-05T20:29:55.845013] [INFO ] [sig       ] PSO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:55.981895] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSO.txt
[2025-12-05T20:29:55.982027] [INFO ] [sig       ] [2649/3626] Completed PSO in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:55.982064] [INFO ] [sig       ] [2650/3626] Forecasting PSQH...
[2025-12-05T20:29:55.982092] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-05T20:29:55.982120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-05T20:29:55.992659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSQH'.
[2025-12-05T20:29:55.992926] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-05T20:29:55.993696] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-05T20:29:55.993745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:55.993790] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:55.993820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:55.993881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:56.048784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:56.049361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:56.049434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:56.049465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:56.166133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:56.166290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:56.166328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:56.166355] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:56.169743] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-05T20:29:56.170011] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-05T20:29:56.170132] [INFO ] [sig       ] PSQH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:56.307775] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSQH.txt
[2025-12-05T20:29:56.307922] [INFO ] [sig       ] [2650/3626] Completed PSQH in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:56.307959] [INFO ] [sig       ] [2651/3626] Forecasting PSTG...
[2025-12-05T20:29:56.307987] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-05T20:29:56.308023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-05T20:29:56.318659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2025-12-05T20:29:56.318925] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-05T20:29:56.319718] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-05T20:29:56.319767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:56.319804] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:56.319836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:56.319903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:56.375069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:56.375902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:56.375981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:56.376013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:56.497046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:56.497207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:56.497246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:56.497306] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:56.500637] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=42.17%)
[2025-12-05T20:29:56.500898] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-05T20:29:56.501017] [INFO ] [sig       ] PSTG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:56.636021] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSTG.txt
[2025-12-05T20:29:56.636142] [INFO ] [sig       ] [2651/3626] Completed PSTG in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:56.636180] [INFO ] [sig       ] [2652/3626] Forecasting PSTL...
[2025-12-05T20:29:56.636208] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-05T20:29:56.636238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-05T20:29:56.647635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2025-12-05T20:29:56.647984] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-05T20:29:56.648778] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-05T20:29:56.648828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:56.648859] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:56.648885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:56.648939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:56.704767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:56.705389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:56.705464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:56.705496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:56.822058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:56.822212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:56.822253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:56.822282] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:56.825645] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-05T20:29:56.825907] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-05T20:29:56.826024] [INFO ] [sig       ] PSTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:56.964902] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PSTL.txt
[2025-12-05T20:29:56.965014] [INFO ] [sig       ] [2652/3626] Completed PSTL in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:56.965050] [INFO ] [sig       ] [2653/3626] Forecasting PSX...
[2025-12-05T20:29:56.965079] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-05T20:29:56.965108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-05T20:29:56.976360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2025-12-05T20:29:56.976682] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-05T20:29:56.977457] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-05T20:29:56.977506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:56.977536] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:56.977561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:56.977637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:57.032846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:57.033523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:57.033617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:57.033651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:57.156329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:57.156487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:57.156526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:57.156555] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:57.159894] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-05T20:29:57.160153] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-05T20:29:57.160270] [INFO ] [sig       ] PSX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:57.295873] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PSX.txt
[2025-12-05T20:29:57.295996] [INFO ] [sig       ] [2653/3626] Completed PSX in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:57.296133] [INFO ] [sig       ] [2654/3626] Forecasting PTA...
[2025-12-05T20:29:57.296168] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-05T20:29:57.296200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-05T20:29:57.307393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-05T20:29:57.307788] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-05T20:29:57.308616] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-05T20:29:57.308666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:57.308697] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:57.308723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:57.308778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:57.364295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:57.365177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:57.365260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:57.365292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:57.481382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:57.481517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:57.481554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:57.481598] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:57.484815] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-05T20:29:57.485072] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-05T20:29:57.485188] [INFO ] [sig       ] PTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:57.629974] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTA.txt
[2025-12-05T20:29:57.630114] [INFO ] [sig       ] [2654/3626] Completed PTA in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.5m
[2025-12-05T20:29:57.630153] [INFO ] [sig       ] [2655/3626] Forecasting PTC...
[2025-12-05T20:29:57.630182] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-05T20:29:57.630217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-05T20:29:57.641004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-05T20:29:57.641271] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-05T20:29:57.642039] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-05T20:29:57.642088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:57.642128] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:57.642156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:57.642212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:57.697324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:57.698247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:57.698430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:57.698464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:57.822205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:57.822375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:57.822418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:57.822445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:57.825945] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2025-12-05T20:29:57.826221] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-05T20:29:57.826366] [INFO ] [sig       ] PTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:57.961002] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTC.txt
[2025-12-05T20:29:57.961161] [INFO ] [sig       ] [2655/3626] Completed PTC in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:57.961200] [INFO ] [sig       ] [2656/3626] Forecasting PTEN...
[2025-12-05T20:29:57.961229] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-05T20:29:57.961258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-05T20:29:57.974763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-05T20:29:57.975136] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-05T20:29:57.976135] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-05T20:29:57.976193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:57.976230] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:57.976262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:57.976341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:58.034618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:58.035521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:58.035621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:58.035656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:58.150540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:58.150722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:58.150765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:58.150794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:58.154339] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2025-12-05T20:29:58.154652] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-05T20:29:58.154780] [INFO ] [sig       ] PTEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:58.300060] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTEN.txt
[2025-12-05T20:29:58.300199] [INFO ] [sig       ] [2656/3626] Completed PTEN in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:58.300237] [INFO ] [sig       ] [2657/3626] Forecasting PTF...
[2025-12-05T20:29:58.300265] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-05T20:29:58.300295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-05T20:29:58.310954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-05T20:29:58.311288] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-05T20:29:58.312076] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-05T20:29:58.312126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:58.312158] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:58.312184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:58.312239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:58.369539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:58.370384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:58.370463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:58.370497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:58.492771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:58.492932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:58.492971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:58.493017] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:58.496384] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=59.92%)
[2025-12-05T20:29:58.496671] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-05T20:29:58.496792] [INFO ] [sig       ] PTF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:58.640943] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PTF.txt
[2025-12-05T20:29:58.641086] [INFO ] [sig       ] [2657/3626] Completed PTF in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:58.641123] [INFO ] [sig       ] [2658/3626] Forecasting PTGX...
[2025-12-05T20:29:58.641152] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-05T20:29:58.641183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-05T20:29:58.652052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-05T20:29:58.652376] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-05T20:29:58.653186] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-05T20:29:58.653237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:58.653269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:58.653296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:58.653353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:58.715499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:58.716411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:58.716520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:58.716555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:58.836116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:58.836273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:58.836313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:58.836342] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:58.839805] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-05T20:29:58.840076] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-05T20:29:58.840198] [INFO ] [sig       ] PTGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:58.979813] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTGX.txt
[2025-12-05T20:29:58.979963] [INFO ] [sig       ] [2658/3626] Completed PTGX in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:58.980000] [INFO ] [sig       ] [2659/3626] Forecasting PTH...
[2025-12-05T20:29:58.980030] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-05T20:29:58.980059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-05T20:29:58.990293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-05T20:29:58.990674] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-05T20:29:58.991448] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-05T20:29:58.991497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:58.991527] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:58.991553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:58.991632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:59.047923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:59.048767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:59.048862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:59.048897] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:59.153642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:59.153797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:59.153837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:59.153865] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:59.157163] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=14.33%)
[2025-12-05T20:29:59.157430] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-05T20:29:59.157550] [INFO ] [sig       ] PTH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:29:59.294682] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTH.txt
[2025-12-05T20:29:59.294823] [INFO ] [sig       ] [2659/3626] Completed PTH in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:59.294861] [INFO ] [sig       ] [2660/3626] Forecasting PTIX...
[2025-12-05T20:29:59.294888] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-05T20:29:59.294921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-05T20:29:59.305211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTIX'.
[2025-12-05T20:29:59.305566] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-05T20:29:59.306330] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-05T20:29:59.306379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:59.306410] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:59.306436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:59.306492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:59.362868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:59.363680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:59.363761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:59.363795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:59.489842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:59.490010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:59.490051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:59.490079] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:59.493501] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: UP (p=50.75%)
[2025-12-05T20:29:59.493777] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-05T20:29:59.493895] [INFO ] [sig       ] PTIX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:59.631316] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PTIX.txt
[2025-12-05T20:29:59.631460] [INFO ] [sig       ] [2660/3626] Completed PTIX in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:59.631498] [INFO ] [sig       ] [2661/3626] Forecasting PTLO...
[2025-12-05T20:29:59.631528] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-05T20:29:59.631556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-05T20:29:59.642296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-05T20:29:59.642630] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-05T20:29:59.643380] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-05T20:29:59.643429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:59.643460] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:59.643501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:59.643557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:29:59.699488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:29:59.700300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:29:59.700375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:29:59.700407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:29:59.818425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:29:59.818602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:29:59.818647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:29:59.818707] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:29:59.822064] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: UP (p=78.56%)
[2025-12-05T20:29:59.822363] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-05T20:29:59.822522] [INFO ] [sig       ] PTLO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:29:59.966495] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PTLO.txt
[2025-12-05T20:29:59.966723] [INFO ] [sig       ] [2661/3626] Completed PTLO in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:29:59.966776] [INFO ] [sig       ] [2662/3626] Forecasting PTNQ...
[2025-12-05T20:29:59.966815] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-05T20:29:59.966856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-05T20:29:59.977084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2025-12-05T20:29:59.977342] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-05T20:29:59.978167] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-05T20:29:59.978218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:29:59.978250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:29:59.978276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:29:59.978332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:00.035986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:00.036934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:00.037045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:00.037079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:00.166692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:00.166878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:00.166922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:00.166950] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:00.170433] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=33.26%)
[2025-12-05T20:30:00.170712] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-05T20:30:00.170829] [INFO ] [sig       ] PTNQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:00.306911] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PTNQ.txt
[2025-12-05T20:30:00.307038] [INFO ] [sig       ] [2662/3626] Completed PTNQ in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:30:00.307078] [INFO ] [sig       ] [2663/3626] Forecasting PTON...
[2025-12-05T20:30:00.307107] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-05T20:30:00.307140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-05T20:30:00.318308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-05T20:30:00.318652] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-05T20:30:00.319465] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-05T20:30:00.319518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:00.319550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:00.319600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:00.319661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:00.375943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:00.376595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:00.376672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:00.376705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:00.496900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:00.497049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:00.497090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:00.497118] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:00.500447] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: UP (p=55.50%)
[2025-12-05T20:30:00.500760] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-05T20:30:00.500888] [INFO ] [sig       ] PTON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:00.648505] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PTON.txt
[2025-12-05T20:30:00.648692] [INFO ] [sig       ] [2663/3626] Completed PTON in 0.3s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:30:00.648749] [INFO ] [sig       ] [2664/3626] Forecasting PTY...
[2025-12-05T20:30:00.648781] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-05T20:30:00.648813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-05T20:30:00.660035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-05T20:30:00.660330] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-05T20:30:00.661109] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-05T20:30:00.661159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:00.661191] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:00.661217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:00.661273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:00.716918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:00.717784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:00.717903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:00.717945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:00.843152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:00.843306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:00.843347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:00.843376] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:00.846822] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=84.71%)
[2025-12-05T20:30:00.847108] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-05T20:30:00.847236] [INFO ] [sig       ] PTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:01.004066] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PTY.txt
[2025-12-05T20:30:01.004220] [INFO ] [sig       ] [2664/3626] Completed PTY in 0.4s | 2.97 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-05T20:30:01.004262] [INFO ] [sig       ] [2665/3626] Forecasting PUBM...
[2025-12-05T20:30:01.004295] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-05T20:30:01.004335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-05T20:30:01.016331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2025-12-05T20:30:01.016727] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-05T20:30:01.017749] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-05T20:30:01.017824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:01.018211] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:01.018243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:01.018300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:01.078098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:01.078950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:01.079035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:01.079068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:01.209985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:01.210151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:01.210200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:01.210245] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:01.213973] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=99.70%)
[2025-12-05T20:30:01.214354] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-05T20:30:01.214506] [INFO ] [sig       ] PUBM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:01.392386] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PUBM.txt
[2025-12-05T20:30:01.392598] [INFO ] [sig       ] [2665/3626] Completed PUBM in 0.4s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:01.392671] [INFO ] [sig       ] [2666/3626] Forecasting PUK...
[2025-12-05T20:30:01.392722] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-05T20:30:01.392765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-05T20:30:01.407851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-05T20:30:01.408370] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-05T20:30:01.409545] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-05T20:30:01.409638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:01.409687] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:01.409733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:01.409825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:01.481879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:01.483084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:01.483208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:01.483254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:01.654908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:01.655128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:01.655193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:01.655234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:01.660932] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-05T20:30:01.661510] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-05T20:30:01.661754] [INFO ] [sig       ] PUK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:01.884316] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PUK.txt
[2025-12-05T20:30:01.884550] [INFO ] [sig       ] [2666/3626] Completed PUK in 0.5s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:01.884648] [INFO ] [sig       ] [2667/3626] Forecasting PUMP...
[2025-12-05T20:30:01.884705] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-05T20:30:01.884741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-05T20:30:01.945064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2025-12-05T20:30:01.945595] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-05T20:30:01.946735] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-05T20:30:01.946804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:01.946850] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:01.946889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:01.946970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:02.026774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:02.027860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:02.027962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:02.028009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:02.187247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:02.187413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:02.187456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:02.187485] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:02.191538] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=21.04%)
[2025-12-05T20:30:02.191955] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-05T20:30:02.192119] [INFO ] [sig       ] PUMP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:02.346243] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PUMP.txt
[2025-12-05T20:30:02.346428] [INFO ] [sig       ] [2667/3626] Completed PUMP in 0.5s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:02.346477] [INFO ] [sig       ] [2668/3626] Forecasting PVH...
[2025-12-05T20:30:02.346507] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-05T20:30:02.346541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-05T20:30:02.357525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-05T20:30:02.357915] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-05T20:30:02.358735] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-05T20:30:02.358790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:02.358823] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:02.358850] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:02.358906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:02.421413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:02.422462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:02.422562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:02.422633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:02.568325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:02.568493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:02.568537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:02.568621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:02.573158] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=1.51%)
[2025-12-05T20:30:02.573713] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-05T20:30:02.573859] [INFO ] [sig       ] PVH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:02.730524] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PVH.txt
[2025-12-05T20:30:02.730724] [INFO ] [sig       ] [2668/3626] Completed PVH in 0.4s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:02.730764] [INFO ] [sig       ] [2669/3626] Forecasting PVL...
[2025-12-05T20:30:02.730792] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-05T20:30:02.730823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-05T20:30:02.781463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-05T20:30:02.781795] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-05T20:30:02.782643] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-05T20:30:02.782696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:02.782728] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:02.782755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:02.782812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:02.839667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:02.840529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:02.840635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:02.840669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:02.957781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:02.957968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:02.958008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:02.958035] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:02.961422] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-05T20:30:02.961732] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-05T20:30:02.961860] [INFO ] [sig       ] PVL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:03.103101] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PVL.txt
[2025-12-05T20:30:03.103243] [INFO ] [sig       ] [2669/3626] Completed PVL in 0.4s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:03.103282] [INFO ] [sig       ] [2670/3626] Forecasting PWP...
[2025-12-05T20:30:03.103312] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-05T20:30:03.103342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-05T20:30:03.114051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2025-12-05T20:30:03.114376] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-05T20:30:03.115152] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-05T20:30:03.115202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:03.115232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:03.115258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:03.115313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:03.171824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:03.172556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:03.172654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:03.172687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:03.290244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:03.290422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:03.290476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:03.290509] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:03.293954] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-05T20:30:03.294239] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-05T20:30:03.294365] [INFO ] [sig       ] PWP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:03.435520] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PWP.txt
[2025-12-05T20:30:03.435688] [INFO ] [sig       ] [2670/3626] Completed PWP in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:03.435727] [INFO ] [sig       ] [2671/3626] Forecasting PX...
[2025-12-05T20:30:03.435756] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-05T20:30:03.435786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-05T20:30:03.446627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-05T20:30:03.446982] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-05T20:30:03.447834] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-05T20:30:03.447887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:03.447918] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:03.447945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:03.448002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:03.503428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:03.504290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:03.504373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:03.504405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:03.632345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:03.632505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:03.632543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:03.632588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:03.635860] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-05T20:30:03.636129] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-05T20:30:03.636252] [INFO ] [sig       ] PX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:03.777432] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PX.txt
[2025-12-05T20:30:03.777610] [INFO ] [sig       ] [2671/3626] Completed PX in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:03.777650] [INFO ] [sig       ] [2672/3626] Forecasting PXS...
[2025-12-05T20:30:03.777679] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-05T20:30:03.777709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-05T20:30:03.788058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-05T20:30:03.788413] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-05T20:30:03.789247] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-05T20:30:03.789300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:03.789331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:03.789360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:03.789417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:03.845709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:03.846568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:03.846662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:03.846694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:03.950431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:03.950560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:03.950615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:03.950643] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:03.953912] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-12-05T20:30:03.954168] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-05T20:30:03.954285] [INFO ] [sig       ] PXS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:04.092368] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PXS.txt
[2025-12-05T20:30:04.092506] [INFO ] [sig       ] [2672/3626] Completed PXS in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.4m
[2025-12-05T20:30:04.092545] [INFO ] [sig       ] [2673/3626] Forecasting PY...
[2025-12-05T20:30:04.092593] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-05T20:30:04.092626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-05T20:30:04.102601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-05T20:30:04.102981] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-05T20:30:04.103917] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-05T20:30:04.103983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:04.104019] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:04.104051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:04.104119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:04.160440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:04.161302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:04.161381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:04.161412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:04.263052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:04.263403] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:30:04.263442] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:04.263470] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:04.266767] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: UP (p=98.49%)
[2025-12-05T20:30:04.267056] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-05T20:30:04.267185] [INFO ] [sig       ] PY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:04.413012] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/PY.txt
[2025-12-05T20:30:04.413167] [INFO ] [sig       ] [2673/3626] Completed PY in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:04.413205] [INFO ] [sig       ] [2674/3626] Forecasting PYPL...
[2025-12-05T20:30:04.413236] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-05T20:30:04.413267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-05T20:30:04.425630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-05T20:30:04.426010] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-05T20:30:04.426818] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-05T20:30:04.426868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:04.426913] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:04.426940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:04.426995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:04.487586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:04.488625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:04.488739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:04.488773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:04.620451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:04.620689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:04.620753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:04.620798] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:04.625802] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=28.94%)
[2025-12-05T20:30:04.626236] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-05T20:30:04.626419] [INFO ] [sig       ] PYPL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:04.772366] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PYPL.txt
[2025-12-05T20:30:04.772510] [INFO ] [sig       ] [2674/3626] Completed PYPL in 0.4s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:04.772548] [INFO ] [sig       ] [2675/3626] Forecasting PYXS...
[2025-12-05T20:30:04.772594] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-05T20:30:04.772627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-05T20:30:04.784192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-05T20:30:04.784716] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-05T20:30:04.785675] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-05T20:30:04.785724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:04.785755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:04.785781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:04.785836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:04.845139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:04.846171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:04.846297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:04.846331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:04.970421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:04.970597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:04.970640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:04.970667] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:04.974043] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-05T20:30:04.974335] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-05T20:30:04.974463] [INFO ] [sig       ] PYXS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:05.117515] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PYXS.txt
[2025-12-05T20:30:05.117688] [INFO ] [sig       ] [2675/3626] Completed PYXS in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:05.117727] [INFO ] [sig       ] [2676/3626] Forecasting PZZA...
[2025-12-05T20:30:05.117756] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-05T20:30:05.117784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-05T20:30:05.132666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-05T20:30:05.133147] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-05T20:30:05.134260] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-05T20:30:05.134328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:05.134373] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:05.134415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:05.134503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:05.198995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:05.199872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:05.199956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:05.199988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:05.318741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:05.318863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:05.318902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:05.318929] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:05.322200] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2025-12-05T20:30:05.322456] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-05T20:30:05.322595] [INFO ] [sig       ] PZZA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:05.458198] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/PZZA.txt
[2025-12-05T20:30:05.458322] [INFO ] [sig       ] [2676/3626] Completed PZZA in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:05.458363] [INFO ] [sig       ] [2677/3626] Forecasting QBTS...
[2025-12-05T20:30:05.458391] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-05T20:30:05.458420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-05T20:30:05.468903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2025-12-05T20:30:05.469185] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-05T20:30:05.469939] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-05T20:30:05.469988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:05.470018] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:05.470044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:05.470103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:05.530891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:05.531917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:05.532004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:05.532036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:05.656659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:05.656812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:05.656853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:05.656881] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:05.660351] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-05T20:30:05.660641] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-05T20:30:05.660769] [INFO ] [sig       ] QBTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:05.798132] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QBTS.txt
[2025-12-05T20:30:05.798264] [INFO ] [sig       ] [2677/3626] Completed QBTS in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:05.798307] [INFO ] [sig       ] [2678/3626] Forecasting QCLN...
[2025-12-05T20:30:05.798336] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-05T20:30:05.798366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-05T20:30:05.809124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-05T20:30:05.809363] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-05T20:30:05.810203] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-05T20:30:05.810264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:05.810308] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:05.810344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:05.810431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:05.867689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:05.868470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:05.868549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:05.868600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:05.993856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:05.994014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:05.994059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:05.994090] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:05.997533] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=42.60%)
[2025-12-05T20:30:05.997853] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-05T20:30:05.997984] [INFO ] [sig       ] QCLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:06.136523] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QCLN.txt
[2025-12-05T20:30:06.136672] [INFO ] [sig       ] [2678/3626] Completed QCLN in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:06.136724] [INFO ] [sig       ] [2679/3626] Forecasting QCOM...
[2025-12-05T20:30:06.136760] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-05T20:30:06.136791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-05T20:30:06.147018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-05T20:30:06.147290] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-05T20:30:06.148095] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-05T20:30:06.148144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:06.148175] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:06.148200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:06.148255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:06.205366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:06.206199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:06.206280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:06.206314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:06.325787] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:06.325953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:06.325994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:06.326023] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:06.329420] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-05T20:30:06.329728] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-05T20:30:06.329862] [INFO ] [sig       ] QCOM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:06.481066] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QCOM.txt
[2025-12-05T20:30:06.481212] [INFO ] [sig       ] [2679/3626] Completed QCOM in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:06.481252] [INFO ] [sig       ] [2680/3626] Forecasting QCRH...
[2025-12-05T20:30:06.481283] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-05T20:30:06.481314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-05T20:30:06.491950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-05T20:30:06.492234] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-05T20:30:06.493049] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-05T20:30:06.493113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:06.493152] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:06.493185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:06.493244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:06.551539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:06.552395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:06.552475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:06.552507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:06.670118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:06.670226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:06.670265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:06.670291] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:06.673558] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=27.81%)
[2025-12-05T20:30:06.673834] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-05T20:30:06.673951] [INFO ] [sig       ] QCRH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:06.808320] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QCRH.txt
[2025-12-05T20:30:06.808432] [INFO ] [sig       ] [2680/3626] Completed QCRH in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:06.808468] [INFO ] [sig       ] [2681/3626] Forecasting QD...
[2025-12-05T20:30:06.808497] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-05T20:30:06.808526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-05T20:30:06.819304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QD'.
[2025-12-05T20:30:06.819566] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-05T20:30:06.820361] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-05T20:30:06.820413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:06.820445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:06.820472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:06.820528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:06.876288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:06.876871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:06.876944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:06.876975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:06.997713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:06.997917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:06.997987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:06.998031] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:07.002036] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-05T20:30:07.002374] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-05T20:30:07.002524] [INFO ] [sig       ] QD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:07.143444] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QD.txt
[2025-12-05T20:30:07.143619] [INFO ] [sig       ] [2681/3626] Completed QD in 0.3s | 2.97 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-05T20:30:07.143662] [INFO ] [sig       ] [2682/3626] Forecasting QDEL...
[2025-12-05T20:30:07.143691] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-05T20:30:07.143721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-05T20:30:07.154216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-05T20:30:07.154557] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-05T20:30:07.155324] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-05T20:30:07.155418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:07.155462] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:07.155491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:07.155546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:07.211046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:07.211852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:07.211931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:07.211963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:07.325451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:07.325560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:07.325614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:07.325642] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:07.328925] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2025-12-05T20:30:07.329199] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-05T20:30:07.329314] [INFO ] [sig       ] QDEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:07.464712] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QDEL.txt
[2025-12-05T20:30:07.464823] [INFO ] [sig       ] [2682/3626] Completed QDEL in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:07.464860] [INFO ] [sig       ] [2683/3626] Forecasting QFIN...
[2025-12-05T20:30:07.464889] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-05T20:30:07.464918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-05T20:30:07.475122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-05T20:30:07.475360] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-05T20:30:07.476116] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-05T20:30:07.476165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:07.476196] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:07.476222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:07.476282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:07.531718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:07.532327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:07.532400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:07.532431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:07.654475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:07.654605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:07.654643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:07.654670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:07.657976] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-05T20:30:07.658412] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-05T20:30:07.658532] [INFO ] [sig       ] QFIN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:07.794294] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QFIN.txt
[2025-12-05T20:30:07.794400] [INFO ] [sig       ] [2683/3626] Completed QFIN in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:07.794437] [INFO ] [sig       ] [2684/3626] Forecasting QGEN...
[2025-12-05T20:30:07.794466] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-05T20:30:07.794494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-05T20:30:07.804842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-05T20:30:07.805086] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-05T20:30:07.805849] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-05T20:30:07.805898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:07.805930] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:07.805956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:07.806012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:07.861138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:07.861739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:07.861811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:07.861842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:07.981619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:07.981768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:07.981805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:07.981832] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:07.985065] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=5.05%)
[2025-12-05T20:30:07.985322] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-05T20:30:07.985440] [INFO ] [sig       ] QGEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:08.121532] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QGEN.txt
[2025-12-05T20:30:08.121659] [INFO ] [sig       ] [2684/3626] Completed QGEN in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:08.121697] [INFO ] [sig       ] [2685/3626] Forecasting QLYS...
[2025-12-05T20:30:08.121726] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-05T20:30:08.121755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-05T20:30:08.132064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2025-12-05T20:30:08.132315] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-05T20:30:08.133069] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-05T20:30:08.133118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:08.133160] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:08.133188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:08.133244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:08.189199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:08.189807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:08.189878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:08.189909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:08.304794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:08.304929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:08.304997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:08.305026] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:08.308276] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2025-12-05T20:30:08.308533] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-05T20:30:08.308670] [INFO ] [sig       ] QLYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:08.446616] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QLYS.txt
[2025-12-05T20:30:08.446762] [INFO ] [sig       ] [2685/3626] Completed QLYS in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:08.446801] [INFO ] [sig       ] [2686/3626] Forecasting QMCO...
[2025-12-05T20:30:08.446830] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-05T20:30:08.446859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-05T20:30:08.457377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-05T20:30:08.457654] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-05T20:30:08.458464] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-05T20:30:08.458513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:08.458543] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:08.458584] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:08.458643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:08.516404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:08.517244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:08.517325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:08.517358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:08.637223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:08.637553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:08.637609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:08.637639] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:08.641159] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-05T20:30:08.641416] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-05T20:30:08.641535] [INFO ] [sig       ] QMCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:08.780264] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QMCO.txt
[2025-12-05T20:30:08.780421] [INFO ] [sig       ] [2686/3626] Completed QMCO in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:08.780459] [INFO ] [sig       ] [2687/3626] Forecasting QMOM...
[2025-12-05T20:30:08.780487] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-05T20:30:08.780517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-05T20:30:08.791111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2025-12-05T20:30:08.791468] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-05T20:30:08.792242] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-05T20:30:08.792291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:08.792322] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:08.792349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:08.792404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:08.847938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:08.848688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:08.848765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:08.848796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:08.965158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:08.965309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:08.965349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:08.965376] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:08.968768] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: UP (p=96.35%)
[2025-12-05T20:30:08.969042] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-05T20:30:08.969164] [INFO ] [sig       ] QMOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:09.106054] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QMOM.txt
[2025-12-05T20:30:09.106193] [INFO ] [sig       ] [2687/3626] Completed QMOM in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:09.106231] [INFO ] [sig       ] [2688/3626] Forecasting QNCX...
[2025-12-05T20:30:09.106261] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-05T20:30:09.106290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-05T20:30:09.116728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-05T20:30:09.116971] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-05T20:30:09.117728] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-05T20:30:09.117776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:09.117838] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:09.117866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:09.117922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:09.175867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:09.176738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:09.176818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:09.176850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:09.292463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:09.292628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:09.292669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:09.292697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:09.295921] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-05T20:30:09.296176] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-05T20:30:09.296291] [INFO ] [sig       ] QNCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:09.433730] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QNCX.txt
[2025-12-05T20:30:09.433878] [INFO ] [sig       ] [2688/3626] Completed QNCX in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:09.433922] [INFO ] [sig       ] [2689/3626] Forecasting QNTM...
[2025-12-05T20:30:09.433984] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-05T20:30:09.434016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-05T20:30:09.444892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-05T20:30:09.445272] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-05T20:30:09.446032] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-05T20:30:09.446081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:09.446112] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:09.446138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:09.446194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:09.501591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:09.502346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:09.502424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:09.502455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:09.623778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:09.623928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:09.623969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:09.623997] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:09.627324] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-05T20:30:09.627596] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-05T20:30:09.627719] [INFO ] [sig       ] QNTM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:09.765386] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QNTM.txt
[2025-12-05T20:30:09.765509] [INFO ] [sig       ] [2689/3626] Completed QNTM in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:09.765546] [INFO ] [sig       ] [2690/3626] Forecasting QQMG...
[2025-12-05T20:30:09.765592] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-05T20:30:09.765624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-05T20:30:09.776499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-05T20:30:09.776887] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-05T20:30:09.777689] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-05T20:30:09.777739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:09.777770] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:09.777796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:09.777879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:09.835800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:09.836622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:09.836701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:09.836734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:09.949536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:09.949703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:09.949742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:09.949771] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:09.953049] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: DOWN (p=23.00%)
[2025-12-05T20:30:09.953319] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-05T20:30:09.953461] [INFO ] [sig       ] QQMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:10.090695] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QQMG.txt
[2025-12-05T20:30:10.090841] [INFO ] [sig       ] [2690/3626] Completed QQMG in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.3m
[2025-12-05T20:30:10.090878] [INFO ] [sig       ] [2691/3626] Forecasting QQQ...
[2025-12-05T20:30:10.090908] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-05T20:30:10.090938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-05T20:30:10.101265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-05T20:30:10.101524] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-05T20:30:10.102331] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-05T20:30:10.102382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:10.102414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:10.102443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:10.102508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:10.158323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:10.159042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:10.159119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:10.159153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:10.281218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:10.281328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:10.281367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:10.281394] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:10.284617] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=60.26%)
[2025-12-05T20:30:10.284874] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-05T20:30:10.284990] [INFO ] [sig       ] QQQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:10.421635] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QQQ.txt
[2025-12-05T20:30:10.421758] [INFO ] [sig       ] [2691/3626] Completed QQQ in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:10.421795] [INFO ] [sig       ] [2692/3626] Forecasting QQQE...
[2025-12-05T20:30:10.421823] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-05T20:30:10.421851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-05T20:30:10.432146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-05T20:30:10.432389] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-05T20:30:10.433176] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-05T20:30:10.433236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:10.433270] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:10.433296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:10.433377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:10.489032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:10.489647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:10.489722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:10.489754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:10.605280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:10.605386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:10.605422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:10.605464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:10.608623] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2025-12-05T20:30:10.608882] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-05T20:30:10.609000] [INFO ] [sig       ] QQQE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:10.749743] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QQQE.txt
[2025-12-05T20:30:10.749855] [INFO ] [sig       ] [2692/3626] Completed QQQE in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:10.749891] [INFO ] [sig       ] [2693/3626] Forecasting QQQI...
[2025-12-05T20:30:10.749920] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-05T20:30:10.749948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-05T20:30:10.760299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-05T20:30:10.760548] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-05T20:30:10.761301] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-05T20:30:10.761350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:10.761381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:10.761407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:10.761461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:10.817442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:10.818058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:10.818133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:10.818165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:10.933334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:10.933449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:10.933485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:10.933512] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:10.936756] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=24.53%)
[2025-12-05T20:30:10.937011] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-05T20:30:10.937130] [INFO ] [sig       ] QQQI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:11.074237] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QQQI.txt
[2025-12-05T20:30:11.074355] [INFO ] [sig       ] [2693/3626] Completed QQQI in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:11.074391] [INFO ] [sig       ] [2694/3626] Forecasting QQQJ...
[2025-12-05T20:30:11.074420] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-05T20:30:11.074449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-05T20:30:11.085203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2025-12-05T20:30:11.085448] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-05T20:30:11.086194] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-05T20:30:11.086243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:11.086274] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:11.086300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:11.086356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:11.142099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:11.142685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:11.142770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:11.142802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:11.259289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:11.259414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:11.259451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:11.259479] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:11.262679] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-05T20:30:11.262935] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-05T20:30:11.263056] [INFO ] [sig       ] QQQJ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:11.398613] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QQQJ.txt
[2025-12-05T20:30:11.398725] [INFO ] [sig       ] [2694/3626] Completed QQQJ in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:11.398762] [INFO ] [sig       ] [2695/3626] Forecasting QQQM...
[2025-12-05T20:30:11.398791] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-05T20:30:11.398820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-05T20:30:11.408894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-05T20:30:11.409135] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-05T20:30:11.409889] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-05T20:30:11.409939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:11.409970] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:11.409996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:11.410051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:11.466011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:11.466606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:11.466678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:11.466710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:11.585664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:11.585778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:11.585813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:11.585840] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:11.588998] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-05T20:30:11.589281] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-05T20:30:11.589401] [INFO ] [sig       ] QQQM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:11.725229] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QQQM.txt
[2025-12-05T20:30:11.725335] [INFO ] [sig       ] [2695/3626] Completed QQQM in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:11.725372] [INFO ] [sig       ] [2696/3626] Forecasting QQQX...
[2025-12-05T20:30:11.725401] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-05T20:30:11.725429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-05T20:30:11.735700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2025-12-05T20:30:11.735944] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-05T20:30:11.736694] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-05T20:30:11.736743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:11.736783] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:11.736810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:11.736864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:11.792243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:11.792829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:11.792901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:11.792932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:11.909199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:11.909307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:11.909342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:11.909369] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:11.912497] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=6.22%)
[2025-12-05T20:30:11.912764] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-05T20:30:11.912881] [INFO ] [sig       ] QQQX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:12.049974] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QQQX.txt
[2025-12-05T20:30:12.050086] [INFO ] [sig       ] [2696/3626] Completed QQQX in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:12.050122] [INFO ] [sig       ] [2697/3626] Forecasting QQQY...
[2025-12-05T20:30:12.050150] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-05T20:30:12.050179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-05T20:30:12.060617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQY'.
[2025-12-05T20:30:12.060888] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-05T20:30:12.061655] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-05T20:30:12.061706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:12.061736] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:12.061762] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:12.061817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:12.117047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:12.117640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:12.117712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:12.117744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:12.230632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:12.230743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:12.230779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:12.230807] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:12.233910] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=97.96%)
[2025-12-05T20:30:12.234166] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-05T20:30:12.234281] [INFO ] [sig       ] QQQY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:12.368337] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QQQY.txt
[2025-12-05T20:30:12.368442] [INFO ] [sig       ] [2697/3626] Completed QQQY in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:12.368479] [INFO ] [sig       ] [2698/3626] Forecasting QRHC...
[2025-12-05T20:30:12.368507] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-05T20:30:12.368535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-05T20:30:12.378768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-05T20:30:12.379022] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-05T20:30:12.379773] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-05T20:30:12.379822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:12.379853] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:12.379879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:12.379934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:12.436091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:12.436697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:12.436768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:12.436799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:12.556252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:12.556393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:12.556431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:12.556458] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:12.559783] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=44.06%)
[2025-12-05T20:30:12.560039] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-05T20:30:12.560178] [INFO ] [sig       ] QRHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:12.698742] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QRHC.txt
[2025-12-05T20:30:12.698887] [INFO ] [sig       ] [2698/3626] Completed QRHC in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:12.698927] [INFO ] [sig       ] [2699/3626] Forecasting QRVO...
[2025-12-05T20:30:12.698957] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-05T20:30:12.698986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-05T20:30:12.709760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2025-12-05T20:30:12.710168] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-05T20:30:12.711020] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-05T20:30:12.711074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:12.711106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:12.711133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:12.711189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:12.770870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:12.771756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:12.771836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:12.771869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:12.891650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:12.891798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:12.891839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:12.891868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:12.895423] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-05T20:30:12.895712] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-05T20:30:12.895843] [INFO ] [sig       ] QRVO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:13.033255] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QRVO.txt
[2025-12-05T20:30:13.033403] [INFO ] [sig       ] [2699/3626] Completed QRVO in 0.3s | 2.97 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-05T20:30:13.033442] [INFO ] [sig       ] [2700/3626] Forecasting QS...
[2025-12-05T20:30:13.033477] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-05T20:30:13.033508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-05T20:30:13.044794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2025-12-05T20:30:13.045108] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-05T20:30:13.045923] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-05T20:30:13.045974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:13.046005] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:13.046030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:13.046087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:13.103650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:13.104235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:13.104310] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:13.104341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:13.228768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:13.228914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:13.228952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:13.228979] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:13.232388] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2025-12-05T20:30:13.232670] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-05T20:30:13.232791] [INFO ] [sig       ] QS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:13.367458] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QS.txt
[2025-12-05T20:30:13.367587] [INFO ] [sig       ] [2700/3626] Completed QS in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:13.367627] [INFO ] [sig       ] [2701/3626] Forecasting QSI...
[2025-12-05T20:30:13.367656] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-05T20:30:13.367684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-05T20:30:13.378273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-05T20:30:13.378540] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-05T20:30:13.379315] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-05T20:30:13.379364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:13.379395] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:13.379421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:13.379475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:13.434962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:13.435529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:13.435619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:13.435651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:13.553331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:13.553465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:13.553503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:13.553530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:13.556774] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2025-12-05T20:30:13.557030] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-05T20:30:13.557148] [INFO ] [sig       ] QSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:13.693021] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QSI.txt
[2025-12-05T20:30:13.693130] [INFO ] [sig       ] [2701/3626] Completed QSI in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:13.693169] [INFO ] [sig       ] [2702/3626] Forecasting QTEC...
[2025-12-05T20:30:13.693203] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-05T20:30:13.693237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-05T20:30:13.703723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2025-12-05T20:30:13.703965] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-05T20:30:13.704719] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-05T20:30:13.704767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:13.704796] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:13.704821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:13.704875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:13.760714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:13.761289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:13.761361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:13.761392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:13.882058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:13.882156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:13.882190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:13.882217] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:13.885295] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2025-12-05T20:30:13.885545] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-05T20:30:13.885679] [INFO ] [sig       ] QTEC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:14.020300] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QTEC.txt
[2025-12-05T20:30:14.020405] [INFO ] [sig       ] [2702/3626] Completed QTEC in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:14.020442] [INFO ] [sig       ] [2703/3626] Forecasting QTRX...
[2025-12-05T20:30:14.020469] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-05T20:30:14.020498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-05T20:30:14.031132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-05T20:30:14.031373] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-05T20:30:14.032114] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-05T20:30:14.032164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:14.032194] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:14.032220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:14.032279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:14.087793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:14.088422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:14.088494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:14.088525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:14.207500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:14.207618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:14.207654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:14.207696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:14.210951] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-05T20:30:14.211203] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-05T20:30:14.211325] [INFO ] [sig       ] QTRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:14.346809] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QTRX.txt
[2025-12-05T20:30:14.346915] [INFO ] [sig       ] [2703/3626] Completed QTRX in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:14.346952] [INFO ] [sig       ] [2704/3626] Forecasting QTTB...
[2025-12-05T20:30:14.346979] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-05T20:30:14.347007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-05T20:30:14.357616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2025-12-05T20:30:14.357877] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-05T20:30:14.358641] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-05T20:30:14.358691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:14.358722] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:14.358748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:14.358803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:14.414477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:14.415051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:14.415124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:14.415155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:14.532835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:14.532929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:14.532964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:14.532991] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:14.536052] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-12-05T20:30:14.536328] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-05T20:30:14.536456] [INFO ] [sig       ] QTTB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:14.673004] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QTTB.txt
[2025-12-05T20:30:14.673104] [INFO ] [sig       ] [2704/3626] Completed QTTB in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:14.673141] [INFO ] [sig       ] [2705/3626] Forecasting QTUM...
[2025-12-05T20:30:14.673169] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-05T20:30:14.673199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-05T20:30:14.683602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2025-12-05T20:30:14.683848] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-05T20:30:14.684603] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-05T20:30:14.684652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:14.684682] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:14.684709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:14.684764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:14.740054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:14.740631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:14.740703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:14.740734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:14.857101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:14.857207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:14.857244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:14.857271] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:14.860477] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=78.50%)
[2025-12-05T20:30:14.860756] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-05T20:30:14.860875] [INFO ] [sig       ] QTUM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:14.999418] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QTUM.txt
[2025-12-05T20:30:14.999521] [INFO ] [sig       ] [2705/3626] Completed QTUM in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:14.999605] [INFO ] [sig       ] [2706/3626] Forecasting QTWO...
[2025-12-05T20:30:14.999637] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-05T20:30:14.999666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-05T20:30:15.010044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2025-12-05T20:30:15.010310] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-05T20:30:15.011075] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-05T20:30:15.011125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:15.011156] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:15.011182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:15.011237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:15.066286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:15.066873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:15.066946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:15.066976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:15.189437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:15.189538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:15.189588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:15.189618] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:15.193155] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=47.64%)
[2025-12-05T20:30:15.193408] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-05T20:30:15.193523] [INFO ] [sig       ] QTWO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:15.329711] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QTWO.txt
[2025-12-05T20:30:15.329835] [INFO ] [sig       ] [2706/3626] Completed QTWO in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:15.329872] [INFO ] [sig       ] [2707/3626] Forecasting QUAD...
[2025-12-05T20:30:15.329900] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-05T20:30:15.329928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-05T20:30:15.339878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2025-12-05T20:30:15.340142] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-05T20:30:15.340907] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-05T20:30:15.340956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:15.340987] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:15.341013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:15.341080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:15.398769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:15.399403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:15.399478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:15.399510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:15.521026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:15.521124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:15.521160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:15.521188] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:15.524421] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: UP (p=60.60%)
[2025-12-05T20:30:15.524696] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-05T20:30:15.524815] [INFO ] [sig       ] QUAD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:15.661726] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QUAD.txt
[2025-12-05T20:30:15.661827] [INFO ] [sig       ] [2707/3626] Completed QUAD in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:15.661862] [INFO ] [sig       ] [2708/3626] Forecasting QUIK...
[2025-12-05T20:30:15.661891] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-05T20:30:15.661920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-05T20:30:15.671957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-05T20:30:15.672198] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-05T20:30:15.672962] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-05T20:30:15.673011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:15.673042] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:15.673070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:15.673126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:15.728783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:15.729373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:15.729444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:15.729474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:15.846640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:15.846734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:15.846768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:15.846794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:15.849964] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2025-12-05T20:30:15.850218] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-05T20:30:15.850342] [INFO ] [sig       ] QUIK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:15.985858] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/QUIK.txt
[2025-12-05T20:30:15.985960] [INFO ] [sig       ] [2708/3626] Completed QUIK in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.2m
[2025-12-05T20:30:15.985997] [INFO ] [sig       ] [2709/3626] Forecasting QURE...
[2025-12-05T20:30:15.986027] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-05T20:30:15.986055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-05T20:30:15.996756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-05T20:30:15.997004] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-05T20:30:15.997775] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-05T20:30:15.997850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:15.997882] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:15.997933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:15.997990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:16.053081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:16.053674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:16.053749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:16.053780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:16.173338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:16.173445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:16.173481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:16.173508] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:16.176882] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: UP (p=63.03%)
[2025-12-05T20:30:16.177168] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-05T20:30:16.177297] [INFO ] [sig       ] QURE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:16.326756] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QURE.txt
[2025-12-05T20:30:16.326937] [INFO ] [sig       ] [2709/3626] Completed QURE in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:16.326976] [INFO ] [sig       ] [2710/3626] Forecasting QVAL...
[2025-12-05T20:30:16.327007] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-05T20:30:16.327037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-05T20:30:16.337757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-05T20:30:16.338065] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-05T20:30:16.338869] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-05T20:30:16.338918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:16.338949] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:16.338974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:16.339030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:16.396167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:16.396803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:16.396878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:16.396910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:16.509777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:16.509873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:16.509906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:16.509933] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:16.512968] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-05T20:30:16.513223] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-05T20:30:16.513339] [INFO ] [sig       ] QVAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:16.649151] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QVAL.txt
[2025-12-05T20:30:16.649253] [INFO ] [sig       ] [2710/3626] Completed QVAL in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:16.649288] [INFO ] [sig       ] [2711/3626] Forecasting QVCC...
[2025-12-05T20:30:16.649316] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-05T20:30:16.649344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-05T20:30:16.660640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-05T20:30:16.660998] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-05T20:30:16.661813] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-05T20:30:16.661862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:16.661893] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:16.661919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:16.661974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:16.717539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:16.718294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:16.718373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:16.718405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:16.838727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:16.838838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:16.838876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:16.838904] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:16.842156] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-05T20:30:16.842427] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-05T20:30:16.842545] [INFO ] [sig       ] QVCC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:16.976637] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QVCC.txt
[2025-12-05T20:30:16.976740] [INFO ] [sig       ] [2711/3626] Completed QVCC in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:16.976776] [INFO ] [sig       ] [2712/3626] Forecasting QYLD...
[2025-12-05T20:30:16.976803] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-05T20:30:16.976833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-05T20:30:16.987345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2025-12-05T20:30:16.987613] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-05T20:30:16.988387] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-05T20:30:16.988436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:16.988465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:16.988491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:16.988544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:17.044658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:17.045252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:17.045334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:17.045365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:17.164157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:17.164258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:17.164295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:17.164322] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:17.167589] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=95.76%)
[2025-12-05T20:30:17.167871] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-05T20:30:17.167990] [INFO ] [sig       ] QYLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:17.304197] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QYLD.txt
[2025-12-05T20:30:17.304315] [INFO ] [sig       ] [2712/3626] Completed QYLD in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:17.304360] [INFO ] [sig       ] [2713/3626] Forecasting QYLG...
[2025-12-05T20:30:17.304394] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-05T20:30:17.304429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-05T20:30:17.314788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-05T20:30:17.315050] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-05T20:30:17.315870] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-05T20:30:17.315919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:17.315950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:17.315976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:17.316030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:17.371457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:17.372038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:17.372111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:17.372142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:17.487728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:17.487839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:17.487874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:17.487900] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:17.490923] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-05T20:30:17.491177] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-05T20:30:17.491294] [INFO ] [sig       ] QYLG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:17.627461] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/QYLG.txt
[2025-12-05T20:30:17.627589] [INFO ] [sig       ] [2713/3626] Completed QYLG in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:17.627628] [INFO ] [sig       ] [2714/3626] Forecasting RA...
[2025-12-05T20:30:17.627656] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-05T20:30:17.627685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-05T20:30:17.638376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-05T20:30:17.638648] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-05T20:30:17.639392] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-05T20:30:17.639441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:17.639472] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:17.639498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:17.639553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:17.694851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:17.695416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:17.695488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:17.695519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:17.813028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:17.813123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:17.813158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:17.813185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:17.816253] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-05T20:30:17.816514] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-05T20:30:17.816645] [INFO ] [sig       ] RA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:17.951828] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RA.txt
[2025-12-05T20:30:17.951930] [INFO ] [sig       ] [2714/3626] Completed RA in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:17.951966] [INFO ] [sig       ] [2715/3626] Forecasting RACE...
[2025-12-05T20:30:17.951994] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-05T20:30:17.952022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-05T20:30:17.962304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-05T20:30:17.962552] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-05T20:30:17.963314] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-05T20:30:17.963364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:17.963394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:17.963420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:17.963475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:18.018032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:18.018637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:18.018710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:18.018741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:18.138792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:18.138888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:18.138923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:18.138949] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:18.142003] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=65.01%)
[2025-12-05T20:30:18.142256] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-05T20:30:18.142376] [INFO ] [sig       ] RACE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:18.278685] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RACE.txt
[2025-12-05T20:30:18.278789] [INFO ] [sig       ] [2715/3626] Completed RACE in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:18.278826] [INFO ] [sig       ] [2716/3626] Forecasting RAIL...
[2025-12-05T20:30:18.278854] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-05T20:30:18.278883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-05T20:30:18.289172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-05T20:30:18.289420] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-05T20:30:18.290182] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-05T20:30:18.290231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:18.290262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:18.290288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:18.290344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:18.345633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:18.346214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:18.346286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:18.346319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:18.467229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:18.467328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:18.467361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:18.467388] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:18.470428] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=47.32%)
[2025-12-05T20:30:18.470695] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-05T20:30:18.470813] [INFO ] [sig       ] RAIL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:18.607788] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RAIL.txt
[2025-12-05T20:30:18.607906] [INFO ] [sig       ] [2716/3626] Completed RAIL in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:18.607946] [INFO ] [sig       ] [2717/3626] Forecasting RAMP...
[2025-12-05T20:30:18.607974] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-05T20:30:18.608004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-05T20:30:18.619420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-05T20:30:18.619829] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-05T20:30:18.620644] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-05T20:30:18.620694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:18.620726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:18.620751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:18.620806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:18.677125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:18.678046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:18.678132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:18.678164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:18.798515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:18.798723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:18.798774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:18.798804] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:18.802406] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2025-12-05T20:30:18.802709] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-05T20:30:18.802839] [INFO ] [sig       ] RAMP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:18.945247] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RAMP.txt
[2025-12-05T20:30:18.945441] [INFO ] [sig       ] [2717/3626] Completed RAMP in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:18.945486] [INFO ] [sig       ] [2718/3626] Forecasting RAPP...
[2025-12-05T20:30:18.945516] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-05T20:30:18.945548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-05T20:30:18.956818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-05T20:30:18.957213] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-05T20:30:18.958056] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-05T20:30:18.958106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:18.958137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:18.958162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:18.958217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:19.014724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:19.015612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:19.015720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:19.015753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:19.133628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:19.133794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:19.133836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:19.133864] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:19.137250] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2025-12-05T20:30:19.137524] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-05T20:30:19.137673] [INFO ] [sig       ] RAPP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:19.272172] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RAPP.txt
[2025-12-05T20:30:19.272290] [INFO ] [sig       ] [2718/3626] Completed RAPP in 0.3s | 2.97 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-05T20:30:19.272327] [INFO ] [sig       ] [2719/3626] Forecasting RARE...
[2025-12-05T20:30:19.272355] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-05T20:30:19.272384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-05T20:30:19.283755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-05T20:30:19.284128] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-05T20:30:19.284951] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-05T20:30:19.285001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:19.285032] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:19.285059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:19.285114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:19.341260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:19.342149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:19.342270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:19.342329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:19.463731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:19.463888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:19.463928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:19.463957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:19.467223] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2025-12-05T20:30:19.467491] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-05T20:30:19.467627] [INFO ] [sig       ] RARE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:19.606460] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RARE.txt
[2025-12-05T20:30:19.606627] [INFO ] [sig       ] [2719/3626] Completed RARE in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:19.606667] [INFO ] [sig       ] [2720/3626] Forecasting RAVE...
[2025-12-05T20:30:19.606697] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-05T20:30:19.606727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-05T20:30:19.617467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-05T20:30:19.617930] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-05T20:30:19.618762] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-05T20:30:19.618829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:19.618863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:19.618889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:19.618945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:19.678647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:19.679488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:19.679569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:19.679645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:19.786300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:19.786445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:19.786483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:19.786510] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:19.789792] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=5.47%)
[2025-12-05T20:30:19.790048] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-05T20:30:19.790167] [INFO ] [sig       ] RAVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:19.927013] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RAVE.txt
[2025-12-05T20:30:19.927136] [INFO ] [sig       ] [2720/3626] Completed RAVE in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:19.927175] [INFO ] [sig       ] [2721/3626] Forecasting RAY...
[2025-12-05T20:30:19.927203] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-05T20:30:19.927233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-05T20:30:19.938415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-05T20:30:19.938892] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-05T20:30:19.939754] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-05T20:30:19.939807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:19.939838] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:19.939865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:19.939921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:19.996471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:19.997427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:19.997524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:19.997556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:20.108287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:20.108457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:20.108498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:20.108526] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:20.111847] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=35.89%)
[2025-12-05T20:30:20.112117] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-05T20:30:20.112240] [INFO ] [sig       ] RAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:20.252261] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RAY.txt
[2025-12-05T20:30:20.252492] [INFO ] [sig       ] [2721/3626] Completed RAY in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:20.252547] [INFO ] [sig       ] [2722/3626] Forecasting RBA...
[2025-12-05T20:30:20.252605] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-05T20:30:20.252649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-05T20:30:20.263828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-05T20:30:20.264390] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-05T20:30:20.265247] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-05T20:30:20.265299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:20.265332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:20.265359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:20.265417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:20.323054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:20.323872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:20.323953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:20.323986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:20.443477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:20.443656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:20.443697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:20.443725] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:20.447041] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-05T20:30:20.447320] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-05T20:30:20.447443] [INFO ] [sig       ] RBA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:20.586399] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RBA.txt
[2025-12-05T20:30:20.586604] [INFO ] [sig       ] [2722/3626] Completed RBA in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:20.586671] [INFO ] [sig       ] [2723/3626] Forecasting RBB...
[2025-12-05T20:30:20.586714] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-05T20:30:20.586753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-05T20:30:20.598142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-05T20:30:20.598521] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-05T20:30:20.599324] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-05T20:30:20.599388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:20.599427] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:20.599461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:20.599529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:20.656743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:20.657614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:20.657700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:20.657734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:20.780547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:20.780719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:20.780758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:20.780786] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:20.784205] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=16.27%)
[2025-12-05T20:30:20.784521] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-05T20:30:20.784672] [INFO ] [sig       ] RBB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:20.928896] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RBB.txt
[2025-12-05T20:30:20.929071] [INFO ] [sig       ] [2723/3626] Completed RBB in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:20.929140] [INFO ] [sig       ] [2724/3626] Forecasting RBBN...
[2025-12-05T20:30:20.929176] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-05T20:30:20.929208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-05T20:30:20.940249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-05T20:30:20.940649] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-05T20:30:20.941411] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-05T20:30:20.941460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:20.941491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:20.941517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:20.941590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:20.997849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:20.998711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:20.998825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:20.998858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:21.120872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:21.121031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:21.121072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:21.121101] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:21.124486] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-05T20:30:21.124780] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-05T20:30:21.124905] [INFO ] [sig       ] RBBN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:21.263070] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RBBN.txt
[2025-12-05T20:30:21.263214] [INFO ] [sig       ] [2724/3626] Completed RBBN in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:21.263252] [INFO ] [sig       ] [2725/3626] Forecasting RBC...
[2025-12-05T20:30:21.263281] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-05T20:30:21.263309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-05T20:30:21.274271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-05T20:30:21.274615] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-05T20:30:21.275379] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-05T20:30:21.275434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:21.275467] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:21.275494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:21.275551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:21.334358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:21.335205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:21.335285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:21.335318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:21.454777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:21.454934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:21.454974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:21.455003] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:21.459447] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=47.03%)
[2025-12-05T20:30:21.459936] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-05T20:30:21.460130] [INFO ] [sig       ] RBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:21.595950] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RBC.txt
[2025-12-05T20:30:21.596067] [INFO ] [sig       ] [2725/3626] Completed RBC in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.1m
[2025-12-05T20:30:21.596104] [INFO ] [sig       ] [2726/3626] Forecasting RBCAA...
[2025-12-05T20:30:21.596131] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-05T20:30:21.596161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-05T20:30:21.607420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-05T20:30:21.607913] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-05T20:30:21.608803] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-05T20:30:21.608855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:21.608918] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:21.608948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:21.609006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:21.666750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:21.667703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:21.667788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:21.667851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:21.784356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:21.784506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:21.784546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:21.784590] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:21.787917] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: DOWN (p=6.57%)
[2025-12-05T20:30:21.788183] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-05T20:30:21.788304] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:21.924301] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RBCAA.txt
[2025-12-05T20:30:21.924405] [INFO ] [sig       ] [2726/3626] Completed RBCAA in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:21.924442] [INFO ] [sig       ] [2727/3626] Forecasting RBLX...
[2025-12-05T20:30:21.924470] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-05T20:30:21.924498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-05T20:30:21.937640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-05T20:30:21.938230] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-05T20:30:21.939231] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-05T20:30:21.939286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:21.939320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:21.939346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:21.939406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:21.998391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:21.999527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:21.999676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:21.999714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:22.123704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:22.123952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:22.124027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:22.124056] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:22.127950] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=98.08%)
[2025-12-05T20:30:22.128269] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-05T20:30:22.128407] [INFO ] [sig       ] RBLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:22.269703] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RBLX.txt
[2025-12-05T20:30:22.269880] [INFO ] [sig       ] [2727/3626] Completed RBLX in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:22.269924] [INFO ] [sig       ] [2728/3626] Forecasting RC...
[2025-12-05T20:30:22.269956] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-05T20:30:22.269988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-05T20:30:22.284530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-05T20:30:22.285216] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-05T20:30:22.286216] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-05T20:30:22.286271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:22.286306] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:22.286333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:22.286392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:22.348378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:22.349495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:22.349611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:22.349647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:22.472247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:22.472495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:22.472542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:22.472588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:22.476504] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=59.20%)
[2025-12-05T20:30:22.476916] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-05T20:30:22.477065] [INFO ] [sig       ] RC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:22.619778] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RC.txt
[2025-12-05T20:30:22.619990] [INFO ] [sig       ] [2728/3626] Completed RC in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:22.620029] [INFO ] [sig       ] [2729/3626] Forecasting RCEL...
[2025-12-05T20:30:22.620061] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-05T20:30:22.620095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-05T20:30:22.632631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2025-12-05T20:30:22.633140] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-05T20:30:22.634154] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-05T20:30:22.634206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:22.634240] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:22.634266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:22.634323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:22.692644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:22.693721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:22.693842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:22.693875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:22.820202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:22.820369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:22.820410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:22.820476] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:22.823948] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=49.15%)
[2025-12-05T20:30:22.824227] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-05T20:30:22.824352] [INFO ] [sig       ] RCEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:22.976420] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RCEL.txt
[2025-12-05T20:30:22.976602] [INFO ] [sig       ] [2729/3626] Completed RCEL in 0.4s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:22.976646] [INFO ] [sig       ] [2730/3626] Forecasting RCI...
[2025-12-05T20:30:22.976676] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-05T20:30:22.976708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-05T20:30:22.989643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2025-12-05T20:30:22.990071] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-05T20:30:22.991053] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-05T20:30:22.991105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:22.991139] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:22.991165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:22.991222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:23.048153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:23.049276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:23.049377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:23.049411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:23.168492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:23.168729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:23.168774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:23.168802] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:23.172457] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-05T20:30:23.172785] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-05T20:30:23.172920] [INFO ] [sig       ] RCI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:23.313736] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RCI.txt
[2025-12-05T20:30:23.313916] [INFO ] [sig       ] [2730/3626] Completed RCI in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:23.313956] [INFO ] [sig       ] [2731/3626] Forecasting RCKY...
[2025-12-05T20:30:23.313988] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-05T20:30:23.314018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-05T20:30:23.326379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-05T20:30:23.326878] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-05T20:30:23.327774] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-05T20:30:23.327850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:23.327914] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:23.327944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:23.328003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:23.384665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:23.385633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:23.385722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:23.385754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:23.506171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:23.506438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:23.506480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:23.506509] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:23.510149] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2025-12-05T20:30:23.510419] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-05T20:30:23.510545] [INFO ] [sig       ] RCKY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:23.649257] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RCKY.txt
[2025-12-05T20:30:23.649384] [INFO ] [sig       ] [2731/3626] Completed RCKY in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:23.649431] [INFO ] [sig       ] [2732/3626] Forecasting RCL...
[2025-12-05T20:30:23.649466] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-05T20:30:23.649502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-05T20:30:23.661398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-05T20:30:23.661744] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-05T20:30:23.662514] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-05T20:30:23.662566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:23.662617] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:23.662646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:23.662702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:23.734045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:23.734875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:23.734953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:23.734987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:23.851761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:23.851927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:23.851967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:23.851995] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:23.855360] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=18.69%)
[2025-12-05T20:30:23.855651] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-05T20:30:23.855776] [INFO ] [sig       ] RCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:23.997102] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RCL.txt
[2025-12-05T20:30:23.997246] [INFO ] [sig       ] [2732/3626] Completed RCL in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:23.997283] [INFO ] [sig       ] [2733/3626] Forecasting RCS...
[2025-12-05T20:30:23.997312] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-05T20:30:23.997342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-05T20:30:24.012057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-05T20:30:24.012450] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-05T20:30:24.013302] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-05T20:30:24.013352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:24.013384] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:24.013410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:24.013464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:24.072044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:24.072994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:24.073102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:24.073137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:24.191263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:24.191446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:24.191488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:24.191516] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:24.195032] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-05T20:30:24.195320] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-05T20:30:24.195475] [INFO ] [sig       ] RCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:24.336205] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RCS.txt
[2025-12-05T20:30:24.336360] [INFO ] [sig       ] [2733/3626] Completed RCS in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:24.336399] [INFO ] [sig       ] [2734/3626] Forecasting RCUS...
[2025-12-05T20:30:24.336428] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-05T20:30:24.336458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-05T20:30:24.348144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2025-12-05T20:30:24.348466] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-05T20:30:24.349242] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-05T20:30:24.349292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:24.349322] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:24.349347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:24.349402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:24.405191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:24.405860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:24.405937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:24.405968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:24.525719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:24.525858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:24.525896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:24.525923] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:24.529302] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=78.11%)
[2025-12-05T20:30:24.529625] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-05T20:30:24.529749] [INFO ] [sig       ] RCUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:24.666613] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RCUS.txt
[2025-12-05T20:30:24.666726] [INFO ] [sig       ] [2734/3626] Completed RCUS in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:24.666763] [INFO ] [sig       ] [2735/3626] Forecasting RDCM...
[2025-12-05T20:30:24.666796] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-05T20:30:24.666826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-05T20:30:24.678270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2025-12-05T20:30:24.678596] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-05T20:30:24.679435] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-05T20:30:24.679497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:24.679534] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:24.679564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:24.679656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:24.736121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:24.737047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:24.737131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:24.737163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:24.857314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:24.857510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:24.857556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:24.857600] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:24.861119] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=91.23%)
[2025-12-05T20:30:24.861391] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-05T20:30:24.861528] [INFO ] [sig       ] RDCM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:24.997851] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RDCM.txt
[2025-12-05T20:30:24.998036] [INFO ] [sig       ] [2735/3626] Completed RDCM in 0.3s | 2.97 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-05T20:30:24.998075] [INFO ] [sig       ] [2736/3626] Forecasting RDHL...
[2025-12-05T20:30:24.998104] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-05T20:30:24.998134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-05T20:30:25.008712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-05T20:30:25.009067] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-05T20:30:25.009900] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-05T20:30:25.009949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:25.009980] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:25.010006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:25.010062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:25.066987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:25.067933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:25.068049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:25.068082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:25.188337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:25.188514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:25.188556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:25.188604] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:25.192002] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2025-12-05T20:30:25.192272] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-05T20:30:25.192394] [INFO ] [sig       ] RDHL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:25.338820] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RDHL.txt
[2025-12-05T20:30:25.338952] [INFO ] [sig       ] [2736/3626] Completed RDHL in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:25.338989] [INFO ] [sig       ] [2737/3626] Forecasting RDVY...
[2025-12-05T20:30:25.339018] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-05T20:30:25.339046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-05T20:30:25.349447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-05T20:30:25.349738] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-05T20:30:25.350510] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-05T20:30:25.350561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:25.350623] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:25.350654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:25.350711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:25.408265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:25.408965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:25.409045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:25.409077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:25.532364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:25.532529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:25.532584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:25.532615] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:25.536060] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=18.48%)
[2025-12-05T20:30:25.536329] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-05T20:30:25.536447] [INFO ] [sig       ] RDVY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:25.676401] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RDVY.txt
[2025-12-05T20:30:25.676521] [INFO ] [sig       ] [2737/3626] Completed RDVY in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:25.676564] [INFO ] [sig       ] [2738/3626] Forecasting RDY...
[2025-12-05T20:30:25.676614] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-05T20:30:25.676646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-05T20:30:25.687605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-05T20:30:25.687915] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-05T20:30:25.688786] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-05T20:30:25.688837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:25.688870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:25.688897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:25.688953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:25.746333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:25.746991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:25.747067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:25.747104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:25.866342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:25.866508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:25.866556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:25.866630] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:25.871092] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=17.59%)
[2025-12-05T20:30:25.871528] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-05T20:30:25.871714] [INFO ] [sig       ] RDY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:26.014177] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RDY.txt
[2025-12-05T20:30:26.014343] [INFO ] [sig       ] [2738/3626] Completed RDY in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:26.014388] [INFO ] [sig       ] [2739/3626] Forecasting REAL...
[2025-12-05T20:30:26.014420] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-05T20:30:26.014449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-05T20:30:26.028408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-05T20:30:26.029035] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-05T20:30:26.029957] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-05T20:30:26.030008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:26.030040] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:26.030066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:26.030123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:26.087909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:26.089072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:26.089170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:26.089203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:26.213352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:26.213595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:26.213646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:26.213676] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:26.217511] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-05T20:30:26.217833] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-05T20:30:26.217966] [INFO ] [sig       ] REAL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:26.360923] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/REAL.txt
[2025-12-05T20:30:26.361150] [INFO ] [sig       ] [2739/3626] Completed REAL in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:26.361191] [INFO ] [sig       ] [2740/3626] Forecasting REAX...
[2025-12-05T20:30:26.361228] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-05T20:30:26.361259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-05T20:30:26.373613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-05T20:30:26.373983] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-05T20:30:26.374952] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-05T20:30:26.375002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:26.375035] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:26.375061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:26.375118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:26.433511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:26.434602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:26.434694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:26.434754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:26.555878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:26.556041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:26.556082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:26.556110] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:26.559722] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-05T20:30:26.560052] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-05T20:30:26.560197] [INFO ] [sig       ] REAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:26.700169] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/REAX.txt
[2025-12-05T20:30:26.700298] [INFO ] [sig       ] [2740/3626] Completed REAX in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:26.700336] [INFO ] [sig       ] [2741/3626] Forecasting REBN...
[2025-12-05T20:30:26.700364] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-05T20:30:26.700394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-05T20:30:26.711759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-05T20:30:26.712130] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-05T20:30:26.712935] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-05T20:30:26.712986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:26.713018] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:26.713045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:26.713101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:26.769869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:26.770736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:26.770814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:26.770847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:26.888156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:26.888320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:26.888359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:26.888387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:26.891834] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=9.55%)
[2025-12-05T20:30:26.892133] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-05T20:30:26.892259] [INFO ] [sig       ] REBN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:27.032468] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/REBN.txt
[2025-12-05T20:30:27.032645] [INFO ] [sig       ] [2741/3626] Completed REBN in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:27.032686] [INFO ] [sig       ] [2742/3626] Forecasting REFI...
[2025-12-05T20:30:27.032715] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-05T20:30:27.032744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-05T20:30:27.044109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-05T20:30:27.044482] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-05T20:30:27.045311] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-05T20:30:27.045363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:27.045396] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:27.045440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:27.045499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:27.107741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:27.108667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:27.108756] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:27.108789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:27.232737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:27.232889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:27.232933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:27.232964] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:27.236745] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=64.74%)
[2025-12-05T20:30:27.237022] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-05T20:30:27.237155] [INFO ] [sig       ] REFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:27.390454] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REFI.txt
[2025-12-05T20:30:27.390653] [INFO ] [sig       ] [2742/3626] Completed REFI in 0.4s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:27.390696] [INFO ] [sig       ] [2743/3626] Forecasting REG...
[2025-12-05T20:30:27.390725] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-05T20:30:27.390756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-05T20:30:27.401118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-05T20:30:27.401397] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-05T20:30:27.402226] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-05T20:30:27.402275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:27.402334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:27.402362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:27.402417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:27.457827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:27.458425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:27.458500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:27.458531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:27.577525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:27.577688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:27.577727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:27.577754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:27.581124] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=83.48%)
[2025-12-05T20:30:27.581390] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-05T20:30:27.581509] [INFO ] [sig       ] REG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:27.716764] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REG.txt
[2025-12-05T20:30:27.716881] [INFO ] [sig       ] [2743/3626] Completed REG in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 5.0m
[2025-12-05T20:30:27.716918] [INFO ] [sig       ] [2744/3626] Forecasting REGN...
[2025-12-05T20:30:27.716948] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-05T20:30:27.716976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-05T20:30:27.727328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-05T20:30:27.727611] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-05T20:30:27.728395] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-05T20:30:27.728444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:27.728475] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:27.728500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:27.728561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:27.784776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:27.785361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:27.785433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:27.785464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:27.904252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:27.904417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:27.904462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:27.904489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:27.907851] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: UP (p=89.22%)
[2025-12-05T20:30:27.908121] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-05T20:30:27.908246] [INFO ] [sig       ] REGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:28.044937] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REGN.txt
[2025-12-05T20:30:28.045063] [INFO ] [sig       ] [2744/3626] Completed REGN in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:28.045102] [INFO ] [sig       ] [2745/3626] Forecasting RELL...
[2025-12-05T20:30:28.045131] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-05T20:30:28.045161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-05T20:30:28.055558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-05T20:30:28.055839] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-05T20:30:28.056590] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-05T20:30:28.056641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:28.056673] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:28.056700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:28.056756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:28.114336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:28.115253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:28.115340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:28.115381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:28.234286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:28.234440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:28.234482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:28.234510] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:28.237965] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=26.68%)
[2025-12-05T20:30:28.238333] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-05T20:30:28.238507] [INFO ] [sig       ] RELL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:28.379303] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RELL.txt
[2025-12-05T20:30:28.379429] [INFO ] [sig       ] [2745/3626] Completed RELL in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:28.379469] [INFO ] [sig       ] [2746/3626] Forecasting RELX...
[2025-12-05T20:30:28.379498] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-05T20:30:28.379541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-05T20:30:28.390551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2025-12-05T20:30:28.390892] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-05T20:30:28.391667] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-05T20:30:28.391716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:28.391747] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:28.391773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:28.391828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:28.449117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:28.449828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:28.449908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:28.449941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:28.572863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:28.572992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:28.573030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:28.573090] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:28.576400] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=48.28%)
[2025-12-05T20:30:28.576678] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-05T20:30:28.576798] [INFO ] [sig       ] RELX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:28.714771] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RELX.txt
[2025-12-05T20:30:28.714889] [INFO ] [sig       ] [2746/3626] Completed RELX in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:28.714926] [INFO ] [sig       ] [2747/3626] Forecasting RELY...
[2025-12-05T20:30:28.714954] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-05T20:30:28.714983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-05T20:30:28.725493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-05T20:30:28.725805] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-05T20:30:28.726547] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-05T20:30:28.726613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:28.726646] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:28.726675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:28.726730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:28.783391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:28.784088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:28.784163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:28.784195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:28.906660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:28.906835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:28.906876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:28.906903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:28.910269] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-05T20:30:28.910527] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-05T20:30:28.910690] [INFO ] [sig       ] RELY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:29.049752] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RELY.txt
[2025-12-05T20:30:29.049891] [INFO ] [sig       ] [2747/3626] Completed RELY in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:29.049929] [INFO ] [sig       ] [2748/3626] Forecasting REPL...
[2025-12-05T20:30:29.049959] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-05T20:30:29.049988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-05T20:30:29.060462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2025-12-05T20:30:29.060751] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-05T20:30:29.061491] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-05T20:30:29.061540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:29.061585] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:29.061615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:29.061672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:29.118014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:29.118727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:29.118804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:29.118837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:29.236779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:29.236927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:29.236965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:29.236994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:29.240278] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: UP (p=93.30%)
[2025-12-05T20:30:29.240530] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-05T20:30:29.240673] [INFO ] [sig       ] REPL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:29.379846] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REPL.txt
[2025-12-05T20:30:29.380010] [INFO ] [sig       ] [2748/3626] Completed REPL in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:29.380049] [INFO ] [sig       ] [2749/3626] Forecasting RERE...
[2025-12-05T20:30:29.380078] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-05T20:30:29.380109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-05T20:30:29.391095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-05T20:30:29.391389] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-05T20:30:29.392156] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-05T20:30:29.392206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:29.392237] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:29.392263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:29.392318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:29.448047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:29.448662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:29.448739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:29.448770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:29.564707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:29.564845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:29.564884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:29.564910] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:29.568128] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=96.06%)
[2025-12-05T20:30:29.568384] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-05T20:30:29.568502] [INFO ] [sig       ] RERE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:29.705274] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RERE.txt
[2025-12-05T20:30:29.705397] [INFO ] [sig       ] [2749/3626] Completed RERE in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:29.705434] [INFO ] [sig       ] [2750/3626] Forecasting RES...
[2025-12-05T20:30:29.705462] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-05T20:30:29.705491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-05T20:30:29.715678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-05T20:30:29.715936] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-05T20:30:29.716690] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-05T20:30:29.716739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:29.716770] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:29.716796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:29.716852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:29.775368] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:29.776084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:29.776164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:29.776197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:29.894796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:29.894939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:29.894978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:29.895004] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:29.898296] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=28.01%)
[2025-12-05T20:30:29.898557] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-05T20:30:29.898691] [INFO ] [sig       ] RES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:30.080618] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RES.txt
[2025-12-05T20:30:30.080757] [INFO ] [sig       ] [2750/3626] Completed RES in 0.4s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:30.080794] [INFO ] [sig       ] [2751/3626] Forecasting REVG...
[2025-12-05T20:30:30.080823] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-05T20:30:30.080852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-05T20:30:30.091032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REVG'.
[2025-12-05T20:30:30.091278] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-05T20:30:30.092058] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-05T20:30:30.092107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:30.092138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:30.092171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:30.092226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:30.148019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:30.148622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:30.148695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:30.148727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:30.272257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:30.272366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:30.272404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:30.272431] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:30.275755] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2025-12-05T20:30:30.276012] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-05T20:30:30.276128] [INFO ] [sig       ] REVG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:30.413153] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/REVG.txt
[2025-12-05T20:30:30.413279] [INFO ] [sig       ] [2751/3626] Completed REVG in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:30.413315] [INFO ] [sig       ] [2752/3626] Forecasting REX...
[2025-12-05T20:30:30.413345] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-05T20:30:30.413374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-05T20:30:30.423722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-05T20:30:30.423974] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-05T20:30:30.424729] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-05T20:30:30.424779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:30.424810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:30.424836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:30.424891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:30.480525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:30.481122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:30.481193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:30.481224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:30.594138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:30.594264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:30.594301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:30.594328] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:30.597493] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: UP (p=92.16%)
[2025-12-05T20:30:30.597768] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-05T20:30:30.597915] [INFO ] [sig       ] REX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:30.735998] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REX.txt
[2025-12-05T20:30:30.736117] [INFO ] [sig       ] [2752/3626] Completed REX in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:30.736154] [INFO ] [sig       ] [2753/3626] Forecasting REYN...
[2025-12-05T20:30:30.736194] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-05T20:30:30.736223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-05T20:30:30.746558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-05T20:30:30.746827] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-05T20:30:30.747555] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-05T20:30:30.747625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:30.747656] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:30.747682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:30.747737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:30.806925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:30.807546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:30.807673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:30.807723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:30.922414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:30.922556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:30.922611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:30.922641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:30.925893] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2025-12-05T20:30:30.926152] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-05T20:30:30.926268] [INFO ] [sig       ] REYN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:31.062886] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/REYN.txt
[2025-12-05T20:30:31.063010] [INFO ] [sig       ] [2753/3626] Completed REYN in 0.3s | 2.97 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-05T20:30:31.063047] [INFO ] [sig       ] [2754/3626] Forecasting REZI...
[2025-12-05T20:30:31.063078] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-05T20:30:31.063107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-05T20:30:31.073641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-05T20:30:31.073895] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-05T20:30:31.074652] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-05T20:30:31.074702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:31.074734] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:31.074760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:31.074816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:31.130920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:31.131515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:31.131603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:31.131637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:31.246898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:31.247044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:31.247083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:31.247111] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:31.250414] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=15.14%)
[2025-12-05T20:30:31.250714] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-05T20:30:31.250851] [INFO ] [sig       ] REZI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:31.388177] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/REZI.txt
[2025-12-05T20:30:31.388293] [INFO ] [sig       ] [2754/3626] Completed REZI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:31.388330] [INFO ] [sig       ] [2755/3626] Forecasting RF...
[2025-12-05T20:30:31.388358] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-05T20:30:31.388387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-05T20:30:31.398649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-05T20:30:31.398907] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-05T20:30:31.399672] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-05T20:30:31.399742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:31.399774] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:31.399801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:31.399857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:31.455779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:31.456369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:31.456442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:31.456473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:31.575265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:31.575386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:31.575422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:31.575449] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:31.578648] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-05T20:30:31.578904] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-05T20:30:31.579021] [INFO ] [sig       ] RF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:31.715410] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RF.txt
[2025-12-05T20:30:31.715521] [INFO ] [sig       ] [2755/3626] Completed RF in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:31.715558] [INFO ] [sig       ] [2756/3626] Forecasting RFI...
[2025-12-05T20:30:31.715611] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-05T20:30:31.715642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-05T20:30:31.726534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-05T20:30:31.726793] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-05T20:30:31.727517] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-05T20:30:31.727566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:31.727655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:31.727681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:31.727737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:31.783905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:31.784488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:31.784560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:31.784608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:31.897004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:31.897152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:31.897198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:31.897229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:31.900604] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-05T20:30:31.900878] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-05T20:30:31.901002] [INFO ] [sig       ] RFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:32.038972] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RFI.txt
[2025-12-05T20:30:32.039115] [INFO ] [sig       ] [2756/3626] Completed RFI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:32.039152] [INFO ] [sig       ] [2757/3626] Forecasting RFL...
[2025-12-05T20:30:32.039182] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-05T20:30:32.039212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-05T20:30:32.049902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-05T20:30:32.050175] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-05T20:30:32.050928] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-05T20:30:32.050976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:32.051007] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:32.051033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:32.051088] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:32.107192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:32.107793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:32.107889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:32.107920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:32.223607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:32.223732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:32.223768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:32.223795] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:32.226956] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=44.04%)
[2025-12-05T20:30:32.227212] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-05T20:30:32.227329] [INFO ] [sig       ] RFL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:32.363130] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RFL.txt
[2025-12-05T20:30:32.363248] [INFO ] [sig       ] [2757/3626] Completed RFL in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:32.363286] [INFO ] [sig       ] [2758/3626] Forecasting RFM...
[2025-12-05T20:30:32.363314] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-05T20:30:32.363343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-05T20:30:32.373633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-05T20:30:32.373908] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-05T20:30:32.374666] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-05T20:30:32.374719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:32.374749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:32.374775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:32.374830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:32.430397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:32.430988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:32.431062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:32.431093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:32.539586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:32.539711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:32.539748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:32.539775] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:32.542943] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-05T20:30:32.543201] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-05T20:30:32.543316] [INFO ] [sig       ] RFM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:32.683449] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RFM.txt
[2025-12-05T20:30:32.683587] [INFO ] [sig       ] [2758/3626] Completed RFM in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:32.683635] [INFO ] [sig       ] [2759/3626] Forecasting RFMZ...
[2025-12-05T20:30:32.683664] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-05T20:30:32.683692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-05T20:30:32.695238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-05T20:30:32.695535] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-05T20:30:32.696356] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-05T20:30:32.696409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:32.696443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:32.696470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:32.696528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:32.753842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:32.754435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:32.754508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:32.754540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:32.870556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:32.870697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:32.870734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:32.870762] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:32.873965] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=89.18%)
[2025-12-05T20:30:32.874230] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-05T20:30:32.874344] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:33.012378] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RFMZ.txt
[2025-12-05T20:30:33.012503] [INFO ] [sig       ] [2759/3626] Completed RFMZ in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:33.012540] [INFO ] [sig       ] [2760/3626] Forecasting RGA...
[2025-12-05T20:30:33.012585] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-05T20:30:33.012621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-05T20:30:33.023086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-05T20:30:33.023338] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-05T20:30:33.024093] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-05T20:30:33.024141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:33.024199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:33.024226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:33.024283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:33.080957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:33.081563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:33.081656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:33.081693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:33.200993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:33.201137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:33.201178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:33.201207] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:33.204494] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=57.20%)
[2025-12-05T20:30:33.204832] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-05T20:30:33.204997] [INFO ] [sig       ] RGA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:33.343211] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RGA.txt
[2025-12-05T20:30:33.343335] [INFO ] [sig       ] [2760/3626] Completed RGA in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:33.343372] [INFO ] [sig       ] [2761/3626] Forecasting RGCO...
[2025-12-05T20:30:33.343400] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-05T20:30:33.343429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-05T20:30:33.353435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-05T20:30:33.353762] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-05T20:30:33.354518] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-05T20:30:33.354588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:33.354623] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:33.354650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:33.354706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:33.411291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:33.411976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:33.412052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:33.412084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:33.511782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:33.511943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:33.511983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:33.512012] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:33.515354] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2025-12-05T20:30:33.515639] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-05T20:30:33.515765] [INFO ] [sig       ] RGCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:33.658411] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGCO.txt
[2025-12-05T20:30:33.658555] [INFO ] [sig       ] [2761/3626] Completed RGCO in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.9m
[2025-12-05T20:30:33.658612] [INFO ] [sig       ] [2762/3626] Forecasting RGEN...
[2025-12-05T20:30:33.658643] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-05T20:30:33.658672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-05T20:30:33.669992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-05T20:30:33.670346] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-05T20:30:33.671160] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-05T20:30:33.671211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:33.671244] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:33.671270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:33.671326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:33.728506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:33.729249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:33.729330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:33.729363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:33.846373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:33.846637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:33.846700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:33.846738] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:33.850142] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2025-12-05T20:30:33.850415] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-05T20:30:33.850540] [INFO ] [sig       ] RGEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:33.989500] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGEN.txt
[2025-12-05T20:30:33.989658] [INFO ] [sig       ] [2762/3626] Completed RGEN in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:33.989697] [INFO ] [sig       ] [2763/3626] Forecasting RGLD...
[2025-12-05T20:30:33.989729] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-05T20:30:33.989760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-05T20:30:34.000627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-05T20:30:34.000894] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-05T20:30:34.001652] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-05T20:30:34.001701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:34.001731] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:34.001756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:34.001810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:34.057776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:34.058467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:34.058547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:34.058599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:34.176982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:34.177137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:34.177176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:34.177236] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:34.180683] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=79.58%)
[2025-12-05T20:30:34.180961] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-05T20:30:34.181083] [INFO ] [sig       ] RGLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:34.322828] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RGLD.txt
[2025-12-05T20:30:34.322972] [INFO ] [sig       ] [2763/3626] Completed RGLD in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:34.323010] [INFO ] [sig       ] [2764/3626] Forecasting RGNX...
[2025-12-05T20:30:34.323040] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-05T20:30:34.323070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-05T20:30:34.333076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-05T20:30:34.333340] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-05T20:30:34.334100] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-05T20:30:34.334150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:34.334180] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:34.334206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:34.334260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:34.389454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:34.390090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:34.390165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:34.390195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:34.509088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:34.509232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:34.509271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:34.509298] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:34.512594] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-05T20:30:34.512883] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-05T20:30:34.513004] [INFO ] [sig       ] RGNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:34.648313] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGNX.txt
[2025-12-05T20:30:34.648448] [INFO ] [sig       ] [2764/3626] Completed RGNX in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:34.648486] [INFO ] [sig       ] [2765/3626] Forecasting RGP...
[2025-12-05T20:30:34.648514] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-05T20:30:34.648543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-05T20:30:34.659282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-05T20:30:34.659628] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-05T20:30:34.660479] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-05T20:30:34.660529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:34.660561] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:34.660605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:34.660662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:34.718589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:34.719512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:34.719612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:34.719651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:34.838071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:34.838225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:34.838266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:34.838295] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:34.841832] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2025-12-05T20:30:34.842105] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-05T20:30:34.842226] [INFO ] [sig       ] RGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:34.983618] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGP.txt
[2025-12-05T20:30:34.983756] [INFO ] [sig       ] [2765/3626] Completed RGP in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:34.983793] [INFO ] [sig       ] [2766/3626] Forecasting RGS...
[2025-12-05T20:30:34.983822] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-05T20:30:34.983853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-05T20:30:34.993730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-05T20:30:34.994015] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-05T20:30:34.994775] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-05T20:30:34.994824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:34.994866] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:34.994894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:34.994949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:35.051968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:35.052614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:35.052692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:35.052725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:35.163838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:35.164003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:35.164049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:35.164078] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:35.167560] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: DOWN (p=38.65%)
[2025-12-05T20:30:35.167891] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-05T20:30:35.168016] [INFO ] [sig       ] RGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:35.308196] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGS.txt
[2025-12-05T20:30:35.308319] [INFO ] [sig       ] [2766/3626] Completed RGS in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:35.308355] [INFO ] [sig       ] [2767/3626] Forecasting RGTI...
[2025-12-05T20:30:35.308383] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-05T20:30:35.308413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-05T20:30:35.318759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2025-12-05T20:30:35.319034] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-05T20:30:35.319818] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-05T20:30:35.319870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:35.319901] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:35.319927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:35.319983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:35.378185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:35.378962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:35.379040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:35.379073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:35.499466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:35.499637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:35.499679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:35.499706] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:35.503121] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-05T20:30:35.503387] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-05T20:30:35.503509] [INFO ] [sig       ] RGTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:35.641845] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RGTI.txt
[2025-12-05T20:30:35.641982] [INFO ] [sig       ] [2767/3626] Completed RGTI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:35.642021] [INFO ] [sig       ] [2768/3626] Forecasting RH...
[2025-12-05T20:30:35.642051] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-05T20:30:35.642092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-05T20:30:35.652814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-05T20:30:35.653158] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-05T20:30:35.654020] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-05T20:30:35.654071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:35.654102] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:35.654127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:35.654182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:35.712777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:35.713597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:35.713677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:35.713710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:35.833893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:35.834038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:35.834077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:35.834105] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:35.837371] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-05T20:30:35.837650] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-05T20:30:35.837771] [INFO ] [sig       ] RH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:35.975320] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RH.txt
[2025-12-05T20:30:35.975478] [INFO ] [sig       ] [2768/3626] Completed RH in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:35.975526] [INFO ] [sig       ] [2769/3626] Forecasting RHI...
[2025-12-05T20:30:35.975566] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-05T20:30:35.975648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-05T20:30:35.986451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-05T20:30:35.986815] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-05T20:30:35.987593] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-05T20:30:35.987643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:35.987676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:35.987704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:35.987766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:36.045392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:36.046172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:36.046255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:36.046289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:36.169435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:36.169602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:36.169644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:36.169672] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:36.172947] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-05T20:30:36.173210] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-05T20:30:36.173329] [INFO ] [sig       ] RHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:36.308950] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RHI.txt
[2025-12-05T20:30:36.309091] [INFO ] [sig       ] [2769/3626] Completed RHI in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:36.309131] [INFO ] [sig       ] [2770/3626] Forecasting RHP...
[2025-12-05T20:30:36.309166] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-05T20:30:36.309198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-05T20:30:36.322236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-05T20:30:36.322911] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-05T20:30:36.323883] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-05T20:30:36.323938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:36.323973] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:36.324003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:36.324064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:36.385468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:36.386645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:36.386740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:36.386827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:36.521380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:36.521638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:36.521707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:36.521741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:36.525641] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-05T20:30:36.525960] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-05T20:30:36.526121] [INFO ] [sig       ] RHP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:36.669984] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RHP.txt
[2025-12-05T20:30:36.670195] [INFO ] [sig       ] [2770/3626] Completed RHP in 0.4s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:36.670241] [INFO ] [sig       ] [2771/3626] Forecasting RICK...
[2025-12-05T20:30:36.670270] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-05T20:30:36.670308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-05T20:30:36.682800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-05T20:30:36.683187] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-05T20:30:36.684090] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-05T20:30:36.684141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:36.684187] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:36.684217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:36.684287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:36.741821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:36.742618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:36.742705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:36.742739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:36.864386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:36.864644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:36.864692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:36.864721] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:36.868753] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=69.13%)
[2025-12-05T20:30:36.869069] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-05T20:30:36.869206] [INFO ] [sig       ] RICK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:37.008831] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RICK.txt
[2025-12-05T20:30:37.009037] [INFO ] [sig       ] [2771/3626] Completed RICK in 0.3s | 2.97 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-05T20:30:37.009080] [INFO ] [sig       ] [2772/3626] Forecasting RIG...
[2025-12-05T20:30:37.009108] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-05T20:30:37.009139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-05T20:30:37.021506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2025-12-05T20:30:37.022009] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-05T20:30:37.022929] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-05T20:30:37.022981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:37.023016] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:37.023045] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:37.023106] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:37.081090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:37.082233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:37.082341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:37.082384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:37.205341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:37.205587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:37.205638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:37.205667] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:37.209608] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=50.11%)
[2025-12-05T20:30:37.209954] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-05T20:30:37.210097] [INFO ] [sig       ] RIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:37.348488] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RIG.txt
[2025-12-05T20:30:37.348715] [INFO ] [sig       ] [2772/3626] Completed RIG in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:37.348760] [INFO ] [sig       ] [2773/3626] Forecasting RIGL...
[2025-12-05T20:30:37.348790] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-05T20:30:37.348822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-05T20:30:37.363961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-05T20:30:37.364540] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-05T20:30:37.365541] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-05T20:30:37.365615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:37.365650] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:37.365679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:37.365743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:37.422908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:37.424098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:37.424194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:37.424228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:37.547394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:37.547646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:37.547694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:37.547748] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:37.551647] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2025-12-05T20:30:37.551964] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-05T20:30:37.552107] [INFO ] [sig       ] RIGL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:37.691270] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RIGL.txt
[2025-12-05T20:30:37.691546] [INFO ] [sig       ] [2773/3626] Completed RIGL in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:37.691621] [INFO ] [sig       ] [2774/3626] Forecasting RILY...
[2025-12-05T20:30:37.691656] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-05T20:30:37.691688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-05T20:30:37.704234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-05T20:30:37.704765] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-05T20:30:37.705677] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-05T20:30:37.705729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:37.705763] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:37.705790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:37.705852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:37.764043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:37.765115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:37.765213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:37.765251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:37.888559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:37.888811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:37.888857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:37.888887] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:37.892654] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-05T20:30:37.892955] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-05T20:30:37.893104] [INFO ] [sig       ] RILY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:38.031912] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RILY.txt
[2025-12-05T20:30:38.032077] [INFO ] [sig       ] [2774/3626] Completed RILY in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:38.032115] [INFO ] [sig       ] [2775/3626] Forecasting RILYN...
[2025-12-05T20:30:38.032145] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-05T20:30:38.032176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-05T20:30:38.043859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-05T20:30:38.044349] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-05T20:30:38.045207] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-05T20:30:38.045258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:38.045290] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:38.045317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:38.045399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:38.104259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:38.105390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:38.105480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:38.105537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:38.216605] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:38.216833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:38.216877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:38.216906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:38.220618] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=82.89%)
[2025-12-05T20:30:38.220908] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-05T20:30:38.221033] [INFO ] [sig       ] RILYN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:38.357781] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RILYN.txt
[2025-12-05T20:30:38.357977] [INFO ] [sig       ] [2775/3626] Completed RILYN in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:38.358017] [INFO ] [sig       ] [2776/3626] Forecasting RILYZ...
[2025-12-05T20:30:38.358047] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-05T20:30:38.358077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-05T20:30:38.370704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-05T20:30:38.371195] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-05T20:30:38.372092] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-05T20:30:38.372142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:38.372174] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:38.372200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:38.372256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:38.427865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:38.428861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:38.428956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:38.428988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:38.552762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:38.552982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:38.553026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:38.553056] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:38.556889] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-05T20:30:38.557212] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-05T20:30:38.557347] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:38.707706] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RILYZ.txt
[2025-12-05T20:30:38.708053] [INFO ] [sig       ] [2776/3626] Completed RILYZ in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:38.708116] [INFO ] [sig       ] [2777/3626] Forecasting RIME...
[2025-12-05T20:30:38.708151] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-05T20:30:38.708196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-05T20:30:38.721260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIME'.
[2025-12-05T20:30:38.721777] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-05T20:30:38.722678] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-05T20:30:38.722730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:38.722796] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:38.722844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:38.722905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:38.785916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:38.787045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:38.787131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:38.787167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:38.908947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:38.909186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:38.909238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:38.909267] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:38.913240] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2025-12-05T20:30:38.913612] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-05T20:30:38.913760] [INFO ] [sig       ] RIME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:39.055505] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RIME.txt
[2025-12-05T20:30:39.055729] [INFO ] [sig       ] [2777/3626] Completed RIME in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:39.055777] [INFO ] [sig       ] [2778/3626] Forecasting RING...
[2025-12-05T20:30:39.055808] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-05T20:30:39.055840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-05T20:30:39.069031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-05T20:30:39.069619] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-05T20:30:39.070543] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-05T20:30:39.070618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:39.070655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:39.070682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:39.070741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:39.128396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:39.129594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:39.129697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:39.129732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:39.251553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:39.251795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:39.251838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:39.251868] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:39.255550] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2025-12-05T20:30:39.255908] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-05T20:30:39.256047] [INFO ] [sig       ] RING: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:39.394029] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RING.txt
[2025-12-05T20:30:39.394200] [INFO ] [sig       ] [2778/3626] Completed RING in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:39.394240] [INFO ] [sig       ] [2779/3626] Forecasting RIO...
[2025-12-05T20:30:39.394270] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-05T20:30:39.394300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-05T20:30:39.407011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-05T20:30:39.407394] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-05T20:30:39.408387] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-05T20:30:39.408439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:39.408473] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:39.408500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:39.408560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:39.466141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:39.466983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:39.467074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:39.467106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:39.590871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:39.591089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:39.591132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:39.591160] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:39.594811] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2025-12-05T20:30:39.595098] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-05T20:30:39.595228] [INFO ] [sig       ] RIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:39.733779] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RIO.txt
[2025-12-05T20:30:39.733954] [INFO ] [sig       ] [2779/3626] Completed RIO in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.8m
[2025-12-05T20:30:39.733995] [INFO ] [sig       ] [2780/3626] Forecasting RITM...
[2025-12-05T20:30:39.734024] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-05T20:30:39.734055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-05T20:30:39.746838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-05T20:30:39.747285] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-05T20:30:39.748246] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-05T20:30:39.748298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:39.748331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:39.748358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:39.748416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:39.807378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:39.809013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:39.809127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:39.809162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:39.932105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:39.932354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:39.932400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:39.932473] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:39.936426] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-05T20:30:39.936756] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-05T20:30:39.936929] [INFO ] [sig       ] RITM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:40.079143] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RITM.txt
[2025-12-05T20:30:40.079374] [INFO ] [sig       ] [2780/3626] Completed RITM in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:40.079420] [INFO ] [sig       ] [2781/3626] Forecasting RIVN...
[2025-12-05T20:30:40.079447] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-05T20:30:40.079485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-05T20:30:40.255561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-05T20:30:40.256093] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-05T20:30:40.257006] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-05T20:30:40.257057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:40.257090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:40.257116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:40.257173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:40.315211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:40.316345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:40.316444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:40.316478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:40.439887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:40.440169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:40.440217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:40.440245] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:40.444088] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2025-12-05T20:30:40.444414] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-05T20:30:40.444548] [INFO ] [sig       ] RIVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:40.587618] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RIVN.txt
[2025-12-05T20:30:40.587798] [INFO ] [sig       ] [2781/3626] Completed RIVN in 0.5s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:40.587863] [INFO ] [sig       ] [2782/3626] Forecasting RKLB...
[2025-12-05T20:30:40.587894] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-05T20:30:40.587925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-05T20:30:40.601613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-05T20:30:40.602144] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-05T20:30:40.603114] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-05T20:30:40.603167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:40.603200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:40.603227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:40.603305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:40.660444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:40.661520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:40.661632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:40.661678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:40.784615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:40.784778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:40.784819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:40.784849] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:40.788319] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=50.33%)
[2025-12-05T20:30:40.788616] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-05T20:30:40.788754] [INFO ] [sig       ] RKLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:40.928508] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RKLB.txt
[2025-12-05T20:30:40.928662] [INFO ] [sig       ] [2782/3626] Completed RKLB in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:40.928702] [INFO ] [sig       ] [2783/3626] Forecasting RL...
[2025-12-05T20:30:40.928730] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-05T20:30:40.928761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-05T20:30:40.942151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-05T20:30:40.942664] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-05T20:30:40.943614] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-05T20:30:40.943666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:40.943697] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:40.943728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:40.943791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:41.002540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:41.003722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:41.003832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:41.003865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:41.129693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:41.129942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:41.129992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:41.130022] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:41.134053] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-05T20:30:41.134372] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-05T20:30:41.134508] [INFO ] [sig       ] RL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:41.275196] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RL.txt
[2025-12-05T20:30:41.275385] [INFO ] [sig       ] [2783/3626] Completed RL in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:41.275425] [INFO ] [sig       ] [2784/3626] Forecasting RLAY...
[2025-12-05T20:30:41.275456] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-05T20:30:41.275487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-05T20:30:41.288445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-05T20:30:41.288938] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-05T20:30:41.289832] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-05T20:30:41.289882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:41.289914] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:41.289941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:41.289998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:41.347907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:41.348971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:41.349064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:41.349098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:41.475188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:41.475407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:41.475451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:41.475481] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:41.479406] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-05T20:30:41.479723] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-05T20:30:41.479862] [INFO ] [sig       ] RLAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:41.622591] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RLAY.txt
[2025-12-05T20:30:41.622814] [INFO ] [sig       ] [2784/3626] Completed RLAY in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:41.622858] [INFO ] [sig       ] [2785/3626] Forecasting RLI...
[2025-12-05T20:30:41.622887] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-05T20:30:41.622920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-05T20:30:41.635323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-05T20:30:41.635942] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-05T20:30:41.636900] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-05T20:30:41.636951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:41.636983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:41.637010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:41.637076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:41.695637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:41.696896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:41.696992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:41.697028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:41.822285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:41.822532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:41.822598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:41.822632] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:41.826492] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-05T20:30:41.826813] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-05T20:30:41.826948] [INFO ] [sig       ] RLI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:41.971661] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RLI.txt
[2025-12-05T20:30:41.971861] [INFO ] [sig       ] [2785/3626] Completed RLI in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:41.971902] [INFO ] [sig       ] [2786/3626] Forecasting RLJ...
[2025-12-05T20:30:41.971933] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-05T20:30:41.971964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-05T20:30:41.984430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-05T20:30:41.984936] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-05T20:30:41.985748] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-05T20:30:41.985798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:41.985831] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:41.985862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:41.985929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:42.042625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:42.043512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:42.043617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:42.043659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:42.160908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:42.161115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:42.161155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:42.161183] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:42.164443] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2025-12-05T20:30:42.164717] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-05T20:30:42.164839] [INFO ] [sig       ] RLJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:42.301435] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RLJ.txt
[2025-12-05T20:30:42.301559] [INFO ] [sig       ] [2786/3626] Completed RLJ in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:42.301613] [INFO ] [sig       ] [2787/3626] Forecasting RLMD...
[2025-12-05T20:30:42.301643] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-05T20:30:42.301671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-05T20:30:42.314556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-05T20:30:42.315130] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-05T20:30:42.316066] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-05T20:30:42.316116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:42.316149] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:42.316177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:42.316235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:42.373910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:42.375095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:42.375254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:42.375289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:42.503519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:42.503802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:42.503853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:42.503882] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:42.507793] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=64.35%)
[2025-12-05T20:30:42.508129] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-05T20:30:42.508272] [INFO ] [sig       ] RLMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:42.650142] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RLMD.txt
[2025-12-05T20:30:42.650336] [INFO ] [sig       ] [2787/3626] Completed RLMD in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:42.650376] [INFO ] [sig       ] [2788/3626] Forecasting RLTY...
[2025-12-05T20:30:42.650407] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-05T20:30:42.650439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-05T20:30:42.663085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-05T20:30:42.663447] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-05T20:30:42.664275] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-05T20:30:42.664326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:42.664356] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:42.664382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:42.664437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:42.721310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:42.722319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:42.722420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:42.722467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:42.852355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:42.852511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:42.852552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:42.852597] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:42.855999] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-05T20:30:42.856271] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-05T20:30:42.856394] [INFO ] [sig       ] RLTY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:42.993117] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RLTY.txt
[2025-12-05T20:30:42.993245] [INFO ] [sig       ] [2788/3626] Completed RLTY in 0.3s | 2.97 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-05T20:30:42.993282] [INFO ] [sig       ] [2789/3626] Forecasting RLX...
[2025-12-05T20:30:42.993312] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-05T20:30:42.993341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-05T20:30:43.006487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-05T20:30:43.007094] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-05T20:30:43.008081] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-05T20:30:43.008134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:43.008168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:43.008196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:43.008255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:43.067888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:43.069013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:43.069108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:43.069148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:43.195657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:43.195829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:43.195876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:43.195905] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:43.199386] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=58.97%)
[2025-12-05T20:30:43.199668] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-05T20:30:43.199793] [INFO ] [sig       ] RLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:43.337946] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RLX.txt
[2025-12-05T20:30:43.338160] [INFO ] [sig       ] [2789/3626] Completed RLX in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:43.338201] [INFO ] [sig       ] [2790/3626] Forecasting RM...
[2025-12-05T20:30:43.338233] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-05T20:30:43.338264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-05T20:30:43.350740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-05T20:30:43.351113] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-05T20:30:43.352015] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-05T20:30:43.352078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:43.352141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:43.352184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:43.352269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:43.415320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:43.416106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:43.416189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:43.416222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:43.531671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:43.531823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:43.531861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:43.531889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:43.535227] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-05T20:30:43.535490] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-05T20:30:43.535643] [INFO ] [sig       ] RM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:43.674593] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RM.txt
[2025-12-05T20:30:43.674746] [INFO ] [sig       ] [2790/3626] Completed RM in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:43.674784] [INFO ] [sig       ] [2791/3626] Forecasting RMAX...
[2025-12-05T20:30:43.674813] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-05T20:30:43.674843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-05T20:30:43.685952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-05T20:30:43.686209] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-05T20:30:43.687005] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-05T20:30:43.687062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:43.687092] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:43.687118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:43.687172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:43.744832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:43.745481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:43.745560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:43.745616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:43.858674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:43.858840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:43.858880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:43.858915] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:43.862343] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-05T20:30:43.862621] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-05T20:30:43.862743] [INFO ] [sig       ] RMAX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:43.999961] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RMAX.txt
[2025-12-05T20:30:44.000104] [INFO ] [sig       ] [2791/3626] Completed RMAX in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:44.000142] [INFO ] [sig       ] [2792/3626] Forecasting RMBI...
[2025-12-05T20:30:44.000171] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-05T20:30:44.000200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-05T20:30:44.013259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-05T20:30:44.013902] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-05T20:30:44.014901] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-05T20:30:44.014954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:44.014986] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:44.015013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:44.015071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:44.073612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:44.074691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:44.074788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:44.074823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:44.186947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:44.187169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:44.187216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:44.187246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:44.191081] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2025-12-05T20:30:44.191378] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-05T20:30:44.191512] [INFO ] [sig       ] RMBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:44.331491] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RMBI.txt
[2025-12-05T20:30:44.331687] [INFO ] [sig       ] [2792/3626] Completed RMBI in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:44.331734] [INFO ] [sig       ] [2793/3626] Forecasting RMBS...
[2025-12-05T20:30:44.331776] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-05T20:30:44.331810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-05T20:30:44.344553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-05T20:30:44.345038] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-05T20:30:44.345887] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-05T20:30:44.345942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:44.345975] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:44.346001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:44.346062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:44.405316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:44.406257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:44.406340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:44.406372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:44.521251] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:44.521407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:44.521448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:44.521477] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:44.524858] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-05T20:30:44.525119] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-05T20:30:44.525240] [INFO ] [sig       ] RMBS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:44.662698] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RMBS.txt
[2025-12-05T20:30:44.662825] [INFO ] [sig       ] [2793/3626] Completed RMBS in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:44.662869] [INFO ] [sig       ] [2794/3626] Forecasting RMD...
[2025-12-05T20:30:44.662901] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-05T20:30:44.662935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-05T20:30:44.674169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-05T20:30:44.674467] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-05T20:30:44.675272] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-05T20:30:44.675321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:44.675382] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:44.675410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:44.675466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:44.734243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:44.734976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:44.735057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:44.735089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:44.858191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:44.858340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:44.858378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:44.858405] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:44.861751] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2025-12-05T20:30:44.862017] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-05T20:30:44.862137] [INFO ] [sig       ] RMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:45.000363] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RMD.txt
[2025-12-05T20:30:45.000484] [INFO ] [sig       ] [2794/3626] Completed RMD in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:45.000521] [INFO ] [sig       ] [2795/3626] Forecasting RMI...
[2025-12-05T20:30:45.000550] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-05T20:30:45.000597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-05T20:30:45.011962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-05T20:30:45.012303] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-05T20:30:45.013101] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-05T20:30:45.013150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:45.013180] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:45.013205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:45.013260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:45.069340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:45.070267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:45.070352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:45.070383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:45.181230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:45.181402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:45.181446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:45.181474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:45.184972] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-05T20:30:45.185244] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-05T20:30:45.185384] [INFO ] [sig       ] RMI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:45.323988] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RMI.txt
[2025-12-05T20:30:45.324178] [INFO ] [sig       ] [2795/3626] Completed RMI in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:45.324218] [INFO ] [sig       ] [2796/3626] Forecasting RMM...
[2025-12-05T20:30:45.324248] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-05T20:30:45.324277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-05T20:30:45.335608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-05T20:30:45.335890] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-05T20:30:45.336662] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-05T20:30:45.336711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:45.336741] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:45.336767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:45.336821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:45.394247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:45.394890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:45.394967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:45.394999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:45.517703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:45.517866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:45.517906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:45.517934] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:45.521430] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-05T20:30:45.521711] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-05T20:30:45.521833] [INFO ] [sig       ] RMM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:45.665807] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RMM.txt
[2025-12-05T20:30:45.665927] [INFO ] [sig       ] [2796/3626] Completed RMM in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:45.665963] [INFO ] [sig       ] [2797/3626] Forecasting RMMZ...
[2025-12-05T20:30:45.665992] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-05T20:30:45.666022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-05T20:30:45.678983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-05T20:30:45.679515] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-05T20:30:45.680545] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-05T20:30:45.680626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:45.680662] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:45.680691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:45.680752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:45.737957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:45.739064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:45.739161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:45.739196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:45.853741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:45.853999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:45.854048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:45.854145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:45.858112] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=66.24%)
[2025-12-05T20:30:45.858433] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-05T20:30:45.858593] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:45.996970] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RMMZ.txt
[2025-12-05T20:30:45.997177] [INFO ] [sig       ] [2797/3626] Completed RMMZ in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.7m
[2025-12-05T20:30:45.997220] [INFO ] [sig       ] [2798/3626] Forecasting RMNI...
[2025-12-05T20:30:45.997252] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-05T20:30:45.997284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-05T20:30:46.010206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2025-12-05T20:30:46.010548] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-05T20:30:46.011378] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-05T20:30:46.011428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:46.011460] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:46.011485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:46.011540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:46.071908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:46.072742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:46.072822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:46.072855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:46.198308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:46.198465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:46.198506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:46.198532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:46.202223] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-05T20:30:46.202483] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-05T20:30:46.202624] [INFO ] [sig       ] RMNI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:46.340062] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RMNI.txt
[2025-12-05T20:30:46.340179] [INFO ] [sig       ] [2798/3626] Completed RMNI in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:46.340216] [INFO ] [sig       ] [2799/3626] Forecasting RNA...
[2025-12-05T20:30:46.340244] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-05T20:30:46.340274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-05T20:30:46.350859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-05T20:30:46.351117] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-05T20:30:46.351887] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-05T20:30:46.351935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:46.351967] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:46.351992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:46.352053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:46.409200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:46.409982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:46.410075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:46.410108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:46.527913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:46.528056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:46.528095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:46.528123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:46.531350] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=98.77%)
[2025-12-05T20:30:46.531626] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-05T20:30:46.531746] [INFO ] [sig       ] RNA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:46.667404] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RNA.txt
[2025-12-05T20:30:46.667519] [INFO ] [sig       ] [2799/3626] Completed RNA in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:46.667555] [INFO ] [sig       ] [2800/3626] Forecasting RNAC...
[2025-12-05T20:30:46.667602] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-05T20:30:46.667633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-05T20:30:46.677990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-05T20:30:46.678258] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-05T20:30:46.679032] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-05T20:30:46.679081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:46.679110] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:46.679135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:46.679189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:46.734586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:46.735180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:46.735256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:46.735286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:46.848357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:46.848473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:46.848509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:46.848536] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:46.851787] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=94.25%)
[2025-12-05T20:30:46.852046] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-05T20:30:46.852164] [INFO ] [sig       ] RNAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:46.988886] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RNAC.txt
[2025-12-05T20:30:46.989009] [INFO ] [sig       ] [2800/3626] Completed RNAC in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:46.989053] [INFO ] [sig       ] [2801/3626] Forecasting RNG...
[2025-12-05T20:30:46.989087] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-05T20:30:46.989122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-05T20:30:47.000381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2025-12-05T20:30:47.000666] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-05T20:30:47.001414] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-05T20:30:47.001463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:47.001494] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:47.001533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:47.001608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:47.059284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:47.059908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:47.059987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:47.060027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:47.181729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:47.181876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:47.181923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:47.181952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:47.185357] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=4.75%)
[2025-12-05T20:30:47.185655] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-05T20:30:47.185779] [INFO ] [sig       ] RNG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:47.322947] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RNG.txt
[2025-12-05T20:30:47.323057] [INFO ] [sig       ] [2801/3626] Completed RNG in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:47.323093] [INFO ] [sig       ] [2802/3626] Forecasting RNP...
[2025-12-05T20:30:47.323120] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-05T20:30:47.323149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-05T20:30:47.333900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2025-12-05T20:30:47.334176] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-05T20:30:47.334937] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-05T20:30:47.334986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:47.335017] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:47.335043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:47.335098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:47.392871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:47.393471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:47.393547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:47.393598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:47.508813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:47.508939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:47.508979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:47.509012] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:47.512223] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-12-05T20:30:47.512484] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-05T20:30:47.512623] [INFO ] [sig       ] RNP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:47.649167] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RNP.txt
[2025-12-05T20:30:47.649282] [INFO ] [sig       ] [2802/3626] Completed RNP in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:47.649319] [INFO ] [sig       ] [2803/3626] Forecasting ROAD...
[2025-12-05T20:30:47.649347] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-05T20:30:47.649375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-05T20:30:47.659846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-05T20:30:47.660143] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-05T20:30:47.660917] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-05T20:30:47.660965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:47.660996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:47.661024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:47.661081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:47.716883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:47.717465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:47.717538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:47.717569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:47.839494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:47.839648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:47.839686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:47.839713] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:47.842967] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=82.83%)
[2025-12-05T20:30:47.843253] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-05T20:30:47.843371] [INFO ] [sig       ] ROAD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:47.980697] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ROAD.txt
[2025-12-05T20:30:47.980813] [INFO ] [sig       ] [2803/3626] Completed ROAD in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:47.980849] [INFO ] [sig       ] [2804/3626] Forecasting ROCK...
[2025-12-05T20:30:47.980877] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-05T20:30:47.980906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-05T20:30:47.991265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-05T20:30:47.991520] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-05T20:30:47.992273] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-05T20:30:47.992321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:47.992351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:47.992377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:47.992432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:48.047840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:48.048493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:48.048615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:48.048649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:48.161865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:48.161987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:48.162025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:48.162051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:48.165232] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=59.05%)
[2025-12-05T20:30:48.165492] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-05T20:30:48.165626] [INFO ] [sig       ] ROCK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:48.303230] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ROCK.txt
[2025-12-05T20:30:48.303342] [INFO ] [sig       ] [2804/3626] Completed ROCK in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:48.303380] [INFO ] [sig       ] [2805/3626] Forecasting ROE...
[2025-12-05T20:30:48.303408] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-05T20:30:48.303443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-05T20:30:48.313722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2025-12-05T20:30:48.314011] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-05T20:30:48.314776] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-05T20:30:48.314825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:48.314856] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:48.314882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:48.314937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:48.371549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:48.372146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:48.372219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:48.372250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:48.490206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:48.490325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:48.490361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:48.490389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:48.493605] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: UP (p=88.39%)
[2025-12-05T20:30:48.493868] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-05T20:30:48.493985] [INFO ] [sig       ] ROE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:48.631506] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ROE.txt
[2025-12-05T20:30:48.631639] [INFO ] [sig       ] [2805/3626] Completed ROE in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:48.631679] [INFO ] [sig       ] [2806/3626] Forecasting ROP...
[2025-12-05T20:30:48.631707] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-05T20:30:48.631736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-05T20:30:48.642154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-05T20:30:48.642404] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-05T20:30:48.643167] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-05T20:30:48.643216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:48.643246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:48.643272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:48.643326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:48.699310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:48.699930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:48.700009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:48.700047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:48.817292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:48.817408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:48.817444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:48.817471] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:48.820653] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: DOWN (p=9.71%)
[2025-12-05T20:30:48.820905] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-05T20:30:48.821024] [INFO ] [sig       ] ROP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:48.959678] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ROP.txt
[2025-12-05T20:30:48.959799] [INFO ] [sig       ] [2806/3626] Completed ROP in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:48.959836] [INFO ] [sig       ] [2807/3626] Forecasting RPAY...
[2025-12-05T20:30:48.959864] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-05T20:30:48.959892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-05T20:30:48.970375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-05T20:30:48.970657] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-05T20:30:48.971383] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-05T20:30:48.971432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:48.971463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:48.971489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:48.971544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:49.027821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:49.028414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:49.028492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:49.028522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:49.144286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:49.144417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:49.144453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:49.144480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:49.147645] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: DOWN (p=10.17%)
[2025-12-05T20:30:49.147922] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-05T20:30:49.148040] [INFO ] [sig       ] RPAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:49.284623] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RPAY.txt
[2025-12-05T20:30:49.284763] [INFO ] [sig       ] [2807/3626] Completed RPAY in 0.3s | 2.97 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-05T20:30:49.284802] [INFO ] [sig       ] [2808/3626] Forecasting RPD...
[2025-12-05T20:30:49.284830] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-05T20:30:49.284859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-05T20:30:49.295122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-05T20:30:49.295381] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-05T20:30:49.296137] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-05T20:30:49.296186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:49.296217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:49.296243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:49.296298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:49.352040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:49.352649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:49.352722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:49.352753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:49.470505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:49.470626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:49.470666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:49.470693] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:49.473938] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2025-12-05T20:30:49.474193] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-05T20:30:49.474309] [INFO ] [sig       ] RPD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:49.614535] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RPD.txt
[2025-12-05T20:30:49.614676] [INFO ] [sig       ] [2808/3626] Completed RPD in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:49.614715] [INFO ] [sig       ] [2809/3626] Forecasting RPID...
[2025-12-05T20:30:49.614743] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-05T20:30:49.614773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-05T20:30:49.625412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-05T20:30:49.625687] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-05T20:30:49.626426] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-05T20:30:49.626475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:49.626505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:49.626532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:49.626628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:49.684339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:49.685096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:49.685175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:49.685208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:49.802119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:49.802274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:49.802312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:49.802339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:49.805620] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=46.01%)
[2025-12-05T20:30:49.805878] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-05T20:30:49.805995] [INFO ] [sig       ] RPID: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:49.942868] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RPID.txt
[2025-12-05T20:30:49.942978] [INFO ] [sig       ] [2809/3626] Completed RPID in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:49.943015] [INFO ] [sig       ] [2810/3626] Forecasting RPRX...
[2025-12-05T20:30:49.943043] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-05T20:30:49.943073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-05T20:30:49.953657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-05T20:30:49.953926] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-05T20:30:49.954705] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-05T20:30:49.954755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:49.954786] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:49.954813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:49.954868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:50.010220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:50.010858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:50.010935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:50.010968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:50.129999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:50.130137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:50.130176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:50.130205] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:50.133425] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: DOWN (p=14.90%)
[2025-12-05T20:30:50.133700] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-05T20:30:50.133816] [INFO ] [sig       ] RPRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:50.270041] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RPRX.txt
[2025-12-05T20:30:50.270168] [INFO ] [sig       ] [2810/3626] Completed RPRX in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:50.270205] [INFO ] [sig       ] [2811/3626] Forecasting RPTX...
[2025-12-05T20:30:50.270234] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-05T20:30:50.270263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-05T20:30:50.280442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPTX'.
[2025-12-05T20:30:50.280741] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-05T20:30:50.281481] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-05T20:30:50.281530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:50.281606] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:50.281635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:50.281691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:50.336476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:50.337087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:50.337166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:50.337197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:50.451750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:50.451890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:50.451929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:50.451956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:50.455195] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2025-12-05T20:30:50.455451] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-05T20:30:50.455586] [INFO ] [sig       ] RPTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:50.592368] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RPTX.txt
[2025-12-05T20:30:50.592523] [INFO ] [sig       ] [2811/3626] Completed RPTX in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:50.592564] [INFO ] [sig       ] [2812/3626] Forecasting RQI...
[2025-12-05T20:30:50.592612] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-05T20:30:50.592642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-05T20:30:50.604021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2025-12-05T20:30:50.604367] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-05T20:30:50.605168] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-05T20:30:50.605218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:50.605250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:50.605277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:50.605346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:50.672542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:50.673469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:50.673569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:50.673627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:50.798147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:50.798308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:50.798349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:50.798379] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:50.801857] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-05T20:30:50.802153] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-05T20:30:50.802290] [INFO ] [sig       ] RQI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:50.943001] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RQI.txt
[2025-12-05T20:30:50.943133] [INFO ] [sig       ] [2812/3626] Completed RQI in 0.4s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:50.943170] [INFO ] [sig       ] [2813/3626] Forecasting RRBI...
[2025-12-05T20:30:50.943199] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-05T20:30:50.943228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-05T20:30:50.953841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-05T20:30:50.954261] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-05T20:30:50.955061] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-05T20:30:50.955111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:50.955143] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:50.955170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:50.955225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:51.014011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:51.014933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:51.015016] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:51.015048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:51.118983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:51.119157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:51.119206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:51.119234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:51.122870] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-05T20:30:51.123143] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-05T20:30:51.123269] [INFO ] [sig       ] RRBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:51.265106] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RRBI.txt
[2025-12-05T20:30:51.265266] [INFO ] [sig       ] [2813/3626] Completed RRBI in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:51.265305] [INFO ] [sig       ] [2814/3626] Forecasting RRC...
[2025-12-05T20:30:51.265335] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-05T20:30:51.265365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-05T20:30:51.276712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-05T20:30:51.277054] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-05T20:30:51.277845] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-05T20:30:51.277976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:51.278010] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:51.278036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:51.278091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:51.333464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:51.334236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:51.334321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:51.334354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:51.454962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:51.455118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:51.455158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:51.455217] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:51.458549] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2025-12-05T20:30:51.458839] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-05T20:30:51.458962] [INFO ] [sig       ] RRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:51.598344] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RRC.txt
[2025-12-05T20:30:51.598503] [INFO ] [sig       ] [2814/3626] Completed RRC in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:51.598541] [INFO ] [sig       ] [2815/3626] Forecasting RRGB...
[2025-12-05T20:30:51.598592] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-05T20:30:51.598625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-05T20:30:51.611085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-05T20:30:51.611630] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-05T20:30:51.612513] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-05T20:30:51.612564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:51.612617] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:51.612643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:51.612700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:51.670592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:51.671691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:51.671796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:51.671831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:51.792043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:51.792292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:51.792339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:51.792369] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:51.796542] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=97.52%)
[2025-12-05T20:30:51.797111] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-05T20:30:51.797325] [INFO ] [sig       ] RRGB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:51.940407] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RRGB.txt
[2025-12-05T20:30:51.940560] [INFO ] [sig       ] [2815/3626] Completed RRGB in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.6m
[2025-12-05T20:30:51.940618] [INFO ] [sig       ] [2816/3626] Forecasting RRX...
[2025-12-05T20:30:51.940649] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-05T20:30:51.940679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-05T20:30:51.952052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-05T20:30:51.952384] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-05T20:30:51.953204] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-05T20:30:51.953266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:51.953301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:51.953327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:51.953384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:52.011234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:52.012117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:52.012215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:52.012255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:52.131544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:52.131716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:52.131758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:52.131787] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:52.135224] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-05T20:30:52.135489] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-05T20:30:52.135630] [INFO ] [sig       ] RRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:52.273220] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RRX.txt
[2025-12-05T20:30:52.273365] [INFO ] [sig       ] [2816/3626] Completed RRX in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:52.273402] [INFO ] [sig       ] [2817/3626] Forecasting RS...
[2025-12-05T20:30:52.273430] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-05T20:30:52.273461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-05T20:30:52.284100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-05T20:30:52.284377] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-05T20:30:52.285140] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-05T20:30:52.285194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:52.285223] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:52.285248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:52.285302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:52.341993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:52.342751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:52.342833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:52.342866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:52.461751] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:52.461895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:52.461933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:52.461966] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:52.465275] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-12-05T20:30:52.465534] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-05T20:30:52.465676] [INFO ] [sig       ] RS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:52.602691] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RS.txt
[2025-12-05T20:30:52.602820] [INFO ] [sig       ] [2817/3626] Completed RS in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:52.602864] [INFO ] [sig       ] [2818/3626] Forecasting RSG...
[2025-12-05T20:30:52.602893] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-05T20:30:52.602922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-05T20:30:52.613650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-05T20:30:52.613950] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-05T20:30:52.614734] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-05T20:30:52.614786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:52.614818] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:52.614846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:52.614902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:52.674683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:52.675357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:52.675462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:52.675496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:52.809961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:52.810119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:52.810158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:52.810185] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:52.813499] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=32.77%)
[2025-12-05T20:30:52.813782] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-05T20:30:52.813905] [INFO ] [sig       ] RSG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:52.973759] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RSG.txt
[2025-12-05T20:30:52.973929] [INFO ] [sig       ] [2818/3626] Completed RSG in 0.4s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:52.973970] [INFO ] [sig       ] [2819/3626] Forecasting RSI...
[2025-12-05T20:30:52.974001] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-05T20:30:52.974030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-05T20:30:52.985977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-05T20:30:52.986379] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-05T20:30:52.987243] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-05T20:30:52.987296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:52.987327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:52.987354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:52.987412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:53.049622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:53.050522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:53.050629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:53.050666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:53.172730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:53.172883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:53.172924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:53.172952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:53.176344] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-05T20:30:53.176641] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-05T20:30:53.176769] [INFO ] [sig       ] RSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:53.315419] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RSI.txt
[2025-12-05T20:30:53.315546] [INFO ] [sig       ] [2819/3626] Completed RSI in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:53.315627] [INFO ] [sig       ] [2820/3626] Forecasting RSKD...
[2025-12-05T20:30:53.315664] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-05T20:30:53.315697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-05T20:30:53.326126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-05T20:30:53.326395] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-05T20:30:53.327147] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-05T20:30:53.327198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:53.327228] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:53.327254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:53.327308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:53.382456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:53.383107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:53.383181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:53.383212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:53.496242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:53.496394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:53.496433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:53.496460] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:53.499724] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=98.89%)
[2025-12-05T20:30:53.499979] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-05T20:30:53.500096] [INFO ] [sig       ] RSKD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:53.635733] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RSKD.txt
[2025-12-05T20:30:53.635850] [INFO ] [sig       ] [2820/3626] Completed RSKD in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:53.635886] [INFO ] [sig       ] [2821/3626] Forecasting RSSS...
[2025-12-05T20:30:53.635916] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-05T20:30:53.635944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-05T20:30:53.646055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-05T20:30:53.646345] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-05T20:30:53.647221] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-05T20:30:53.647270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:53.647301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:53.647327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:53.647382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:53.702873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:53.703518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:53.703633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:53.703666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:53.822609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:53.822776] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:30:53.822837] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:53.822866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:53.826379] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=58.85%)
[2025-12-05T20:30:53.826672] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-05T20:30:53.826797] [INFO ] [sig       ] RSSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:53.964350] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RSSS.txt
[2025-12-05T20:30:53.964479] [INFO ] [sig       ] [2821/3626] Completed RSSS in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:53.964517] [INFO ] [sig       ] [2822/3626] Forecasting RTO...
[2025-12-05T20:30:53.964547] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-05T20:30:53.964594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-05T20:30:53.974984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-05T20:30:53.975241] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-05T20:30:53.976017] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-05T20:30:53.976066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:53.976096] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:53.976126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:53.976194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:54.033324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:54.034004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:54.034079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:54.034113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:54.156272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:54.156435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:54.156475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:54.156503] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:54.159937] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-05T20:30:54.160224] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-05T20:30:54.160363] [INFO ] [sig       ] RTO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:54.303603] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RTO.txt
[2025-12-05T20:30:54.303773] [INFO ] [sig       ] [2822/3626] Completed RTO in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:54.303814] [INFO ] [sig       ] [2823/3626] Forecasting RUM...
[2025-12-05T20:30:54.303844] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-05T20:30:54.303873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-05T20:30:54.314744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-05T20:30:54.315015] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-05T20:30:54.315767] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-05T20:30:54.315815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:54.315845] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:54.315872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:54.315926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:54.373259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:54.373927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:54.374001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:54.374034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:54.496257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:54.496411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:54.496449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:54.496477] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:54.499855] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: DOWN (p=16.61%)
[2025-12-05T20:30:54.500119] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-05T20:30:54.500278] [INFO ] [sig       ] RUM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:54.640012] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RUM.txt
[2025-12-05T20:30:54.640131] [INFO ] [sig       ] [2823/3626] Completed RUM in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:54.640169] [INFO ] [sig       ] [2824/3626] Forecasting RUN...
[2025-12-05T20:30:54.640201] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-05T20:30:54.640229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-05T20:30:54.651170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-05T20:30:54.651452] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-05T20:30:54.652244] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-05T20:30:54.652295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:54.652327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:54.652352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:54.652407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:54.710020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:54.710665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:54.710743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:54.710775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:54.832991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:54.833141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:54.833185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:54.833220] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:54.836595] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-05T20:30:54.836861] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-05T20:30:54.836982] [INFO ] [sig       ] RUN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:54.980552] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RUN.txt
[2025-12-05T20:30:54.980763] [INFO ] [sig       ] [2824/3626] Completed RUN in 0.3s | 2.97 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-05T20:30:54.980809] [INFO ] [sig       ] [2825/3626] Forecasting RUNN...
[2025-12-05T20:30:54.980839] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-05T20:30:54.980869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-05T20:30:54.991942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2025-12-05T20:30:54.992292] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-05T20:30:54.993084] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-05T20:30:54.993133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:54.993181] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:54.993209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:54.993265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:55.050017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:55.050705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:55.050799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:55.050833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:55.170355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:55.170503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:55.170543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:55.170588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:55.173962] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-05T20:30:55.174247] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-05T20:30:55.174380] [INFO ] [sig       ] RUNN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:55.315357] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RUNN.txt
[2025-12-05T20:30:55.315484] [INFO ] [sig       ] [2825/3626] Completed RUNN in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:55.315521] [INFO ] [sig       ] [2826/3626] Forecasting RUSHA...
[2025-12-05T20:30:55.315550] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-05T20:30:55.315597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-05T20:30:55.325786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-05T20:30:55.326054] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-05T20:30:55.326808] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-05T20:30:55.326856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:55.326887] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:55.326914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:55.326969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:55.382955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:55.383610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:55.383686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:55.383717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:55.500369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:55.500507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:55.500544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:55.500588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:55.503893] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-05T20:30:55.504147] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-05T20:30:55.504270] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:55.641553] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RUSHA.txt
[2025-12-05T20:30:55.641692] [INFO ] [sig       ] [2826/3626] Completed RUSHA in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:55.641730] [INFO ] [sig       ] [2827/3626] Forecasting RUSHB...
[2025-12-05T20:30:55.641759] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-05T20:30:55.641788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-05T20:30:55.653044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-05T20:30:55.653422] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-05T20:30:55.654230] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-05T20:30:55.654280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:55.654315] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:55.654341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:55.654396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:55.711324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:55.712027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:55.712104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:55.712141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:55.817086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:55.817255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:55.817306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:55.817336] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:55.820893] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=36.99%)
[2025-12-05T20:30:55.821160] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-05T20:30:55.821291] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:55.963591] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RUSHB.txt
[2025-12-05T20:30:55.963742] [INFO ] [sig       ] [2827/3626] Completed RUSHB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:55.963779] [INFO ] [sig       ] [2828/3626] Forecasting RVMD...
[2025-12-05T20:30:55.963808] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-05T20:30:55.963837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-05T20:30:55.974513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-05T20:30:55.974824] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-05T20:30:55.975568] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-05T20:30:55.975655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:55.975715] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:55.975743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:55.975801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:56.031772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:56.032388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:56.032463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:56.032495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:56.155275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:56.155435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:56.155482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:56.155511] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:56.158947] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-05T20:30:56.159224] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-05T20:30:56.159352] [INFO ] [sig       ] RVMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:56.303508] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RVMD.txt
[2025-12-05T20:30:56.303665] [INFO ] [sig       ] [2828/3626] Completed RVMD in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:56.303713] [INFO ] [sig       ] [2829/3626] Forecasting RVSB...
[2025-12-05T20:30:56.303744] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-05T20:30:56.303773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-05T20:30:56.314867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-05T20:30:56.315185] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-05T20:30:56.315994] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-05T20:30:56.316045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:56.316077] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:56.316103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:56.316158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:56.372428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:56.373046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:56.373151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:56.373186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:56.489950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:56.490082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:56.490120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:56.490149] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:56.493489] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: DOWN (p=30.56%)
[2025-12-05T20:30:56.493795] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-05T20:30:56.493922] [INFO ] [sig       ] RVSB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:56.630326] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RVSB.txt
[2025-12-05T20:30:56.630450] [INFO ] [sig       ] [2829/3626] Completed RVSB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:56.630486] [INFO ] [sig       ] [2830/3626] Forecasting RVTY...
[2025-12-05T20:30:56.630514] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-05T20:30:56.630543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-05T20:30:56.641080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-05T20:30:56.641344] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-05T20:30:56.642101] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-05T20:30:56.642150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:56.642182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:56.642207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:56.642262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:56.697884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:56.698493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:56.698570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:56.698621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:56.815187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:56.815333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:56.815371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:56.815398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:56.818705] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2025-12-05T20:30:56.818964] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-05T20:30:56.819100] [INFO ] [sig       ] RVTY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:56.956219] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RVTY.txt
[2025-12-05T20:30:56.956336] [INFO ] [sig       ] [2830/3626] Completed RVTY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:56.956373] [INFO ] [sig       ] [2831/3626] Forecasting RWAY...
[2025-12-05T20:30:56.956403] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-05T20:30:56.956434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-05T20:30:56.967967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-05T20:30:56.968299] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-05T20:30:56.969087] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-05T20:30:56.969140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:56.969170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:56.969201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:56.969269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:57.025172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:57.025863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:57.025942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:57.025974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:57.146963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:57.147125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:57.147165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:57.147225] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:57.150638] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-05T20:30:57.150907] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-05T20:30:57.151025] [INFO ] [sig       ] RWAY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:57.289789] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RWAY.txt
[2025-12-05T20:30:57.289970] [INFO ] [sig       ] [2831/3626] Completed RWAY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:57.290010] [INFO ] [sig       ] [2832/3626] Forecasting RXO...
[2025-12-05T20:30:57.290041] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-05T20:30:57.290071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-05T20:30:57.301348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-05T20:30:57.301647] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-05T20:30:57.302490] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-05T20:30:57.302542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:57.302592] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:57.302621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:57.302677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:57.357392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:57.358164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:57.358242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:57.358274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:57.476539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:57.476705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:57.476745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:57.476789] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:57.480066] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2025-12-05T20:30:57.480327] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-05T20:30:57.480446] [INFO ] [sig       ] RXO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:57.615444] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RXO.txt
[2025-12-05T20:30:57.615587] [INFO ] [sig       ] [2832/3626] Completed RXO in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.5m
[2025-12-05T20:30:57.615627] [INFO ] [sig       ] [2833/3626] Forecasting RXRX...
[2025-12-05T20:30:57.615656] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-05T20:30:57.615685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-05T20:30:57.629926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-05T20:30:57.630362] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-05T20:30:57.631384] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-05T20:30:57.631445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:57.631487] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:57.631522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:57.631624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:57.692708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:57.693551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:57.693649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:57.693681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:57.813177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:57.813330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:57.813369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:57.813396] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:57.816735] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=64.21%)
[2025-12-05T20:30:57.816996] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-05T20:30:57.817122] [INFO ] [sig       ] RXRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:57.954528] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RXRX.txt
[2025-12-05T20:30:57.954674] [INFO ] [sig       ] [2833/3626] Completed RXRX in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:57.954721] [INFO ] [sig       ] [2834/3626] Forecasting RY...
[2025-12-05T20:30:57.954750] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-05T20:30:57.954780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-05T20:30:57.965542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-05T20:30:57.965848] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-05T20:30:57.966610] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-05T20:30:57.966659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:57.966690] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:57.966716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:57.966771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:58.023101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:58.023802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:58.023896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:58.023929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:58.146603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:58.146757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:58.146796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:58.146822] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:58.150281] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2025-12-05T20:30:58.150608] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-05T20:30:58.150743] [INFO ] [sig       ] RY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:58.290171] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RY.txt
[2025-12-05T20:30:58.290322] [INFO ] [sig       ] [2834/3626] Completed RY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:58.290361] [INFO ] [sig       ] [2835/3626] Forecasting RYAAY...
[2025-12-05T20:30:58.290391] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-05T20:30:58.290420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-05T20:30:58.301311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-05T20:30:58.301727] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-05T20:30:58.302503] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-05T20:30:58.302554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:58.302611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:58.302648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:58.302706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:58.363221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:58.364053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:58.364136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:58.364169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:58.488685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:58.488792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:58.488832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:58.488860] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:58.492243] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-05T20:30:58.492512] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-05T20:30:58.492651] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:58.628719] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RYAAY.txt
[2025-12-05T20:30:58.628841] [INFO ] [sig       ] [2835/3626] Completed RYAAY in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:58.628880] [INFO ] [sig       ] [2836/3626] Forecasting RYAM...
[2025-12-05T20:30:58.628908] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-05T20:30:58.628937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-05T20:30:58.639045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-05T20:30:58.639320] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-05T20:30:58.640086] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-05T20:30:58.640137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:58.640168] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:58.640206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:58.640264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:58.695948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:58.696673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:58.696747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:58.696777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:58.821432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:58.821586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:58.821628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:58.821657] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:58.824881] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-05T20:30:58.825144] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-05T20:30:58.825262] [INFO ] [sig       ] RYAM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:58.960603] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RYAM.txt
[2025-12-05T20:30:58.960726] [INFO ] [sig       ] [2836/3626] Completed RYAM in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:58.960765] [INFO ] [sig       ] [2837/3626] Forecasting RYAN...
[2025-12-05T20:30:58.960793] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-05T20:30:58.960822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-05T20:30:58.971312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-05T20:30:58.971601] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-05T20:30:58.972340] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-05T20:30:58.972393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:58.972425] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:58.972452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:58.972507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:59.028936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:59.029732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:59.029809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:59.029842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:59.147906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:59.148048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:59.148089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:59.148117] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:59.151350] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=44.80%)
[2025-12-05T20:30:59.151634] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-05T20:30:59.151755] [INFO ] [sig       ] RYAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:30:59.288023] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RYAN.txt
[2025-12-05T20:30:59.288174] [INFO ] [sig       ] [2837/3626] Completed RYAN in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:59.288211] [INFO ] [sig       ] [2838/3626] Forecasting RYI...
[2025-12-05T20:30:59.288243] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-05T20:30:59.288273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-05T20:30:59.299253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-05T20:30:59.299627] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-05T20:30:59.300426] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-05T20:30:59.300477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:59.300511] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:59.300539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:59.300617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:59.357048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:59.357976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:59.358087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:59.358121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:59.478010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:59.478172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:59.478212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:59.478241] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:59.481536] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=68.71%)
[2025-12-05T20:30:59.481825] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-05T20:30:59.481947] [INFO ] [sig       ] RYI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:59.618724] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RYI.txt
[2025-12-05T20:30:59.618849] [INFO ] [sig       ] [2838/3626] Completed RYI in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:59.618888] [INFO ] [sig       ] [2839/3626] Forecasting RYN...
[2025-12-05T20:30:59.618918] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-05T20:30:59.618947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-05T20:30:59.630225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2025-12-05T20:30:59.630600] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-05T20:30:59.631365] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-05T20:30:59.631415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:59.631445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:59.631470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:59.631526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:30:59.687416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:30:59.688264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:30:59.688358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:30:59.688396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:30:59.800004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:30:59.800162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:30:59.800203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:30:59.800230] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:30:59.803597] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=86.51%)
[2025-12-05T20:30:59.803871] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-05T20:30:59.803991] [INFO ] [sig       ] RYN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:30:59.946608] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RYN.txt
[2025-12-05T20:30:59.946802] [INFO ] [sig       ] [2839/3626] Completed RYN in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:30:59.946853] [INFO ] [sig       ] [2840/3626] Forecasting RYTM...
[2025-12-05T20:30:59.946889] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-05T20:30:59.946928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-05T20:30:59.960080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-05T20:30:59.960430] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-05T20:30:59.961240] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-05T20:30:59.961299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:30:59.961330] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:30:59.961355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:30:59.961411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:00.019065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:00.019959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:00.020046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:00.020077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:00.145307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:00.145458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:00.145497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:00.145525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:00.148831] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: DOWN (p=9.43%)
[2025-12-05T20:31:00.149092] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-05T20:31:00.149208] [INFO ] [sig       ] RYTM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:00.285247] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/RYTM.txt
[2025-12-05T20:31:00.285388] [INFO ] [sig       ] [2840/3626] Completed RYTM in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:31:00.285427] [INFO ] [sig       ] [2841/3626] Forecasting RZB...
[2025-12-05T20:31:00.285457] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-05T20:31:00.285485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-05T20:31:00.296327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-05T20:31:00.296670] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-05T20:31:00.297427] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-05T20:31:00.297477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:00.297509] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:00.297536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:00.297607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:00.353510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:00.354240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:00.354319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:00.354350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:00.470922] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:00.471072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:00.471111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:00.471140] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:00.474532] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=96.31%)
[2025-12-05T20:31:00.474838] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-05T20:31:00.474962] [INFO ] [sig       ] RZB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:00.616822] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RZB.txt
[2025-12-05T20:31:00.617002] [INFO ] [sig       ] [2841/3626] Completed RZB in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:31:00.617043] [INFO ] [sig       ] [2842/3626] Forecasting RZC...
[2025-12-05T20:31:00.617072] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-05T20:31:00.617102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-05T20:31:00.628488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-05T20:31:00.628788] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-05T20:31:00.629543] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-05T20:31:00.629800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:00.629833] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:00.629859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:00.629916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:00.687527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:00.688473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:00.688559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:00.688624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:00.804867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:00.805026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:00.805066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:00.805095] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:00.808503] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=83.00%)
[2025-12-05T20:31:00.808822] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-05T20:31:00.808948] [INFO ] [sig       ] RZC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:00.957339] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/RZC.txt
[2025-12-05T20:31:00.957492] [INFO ] [sig       ] [2842/3626] Completed RZC in 0.3s | 2.97 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-05T20:31:00.957531] [INFO ] [sig       ] [2843/3626] Forecasting S...
[2025-12-05T20:31:00.957559] [INFO ] [sig       ] Generating forecast for: S
[2025-12-05T20:31:00.957617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-05T20:31:00.969177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-05T20:31:00.969504] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-05T20:31:00.970383] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-05T20:31:00.970436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:00.970468] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:00.970496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:00.970553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:01.027497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:01.028202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:01.028281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:01.028315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:01.154028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:01.154185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:01.154224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:01.154251] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:01.157585] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=40.90%)
[2025-12-05T20:31:01.157863] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-05T20:31:01.157980] [INFO ] [sig       ] S: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:01.295878] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/S.txt
[2025-12-05T20:31:01.296004] [INFO ] [sig       ] [2843/3626] Completed S in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:01.296043] [INFO ] [sig       ] [2844/3626] Forecasting SA...
[2025-12-05T20:31:01.296070] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-05T20:31:01.296098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-05T20:31:01.307466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2025-12-05T20:31:01.307899] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-05T20:31:01.308707] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-05T20:31:01.308756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:01.308787] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:01.308814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:01.308869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:01.365962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:01.366917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:01.367018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:01.367051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:01.497181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:01.497343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:01.497384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:01.497414] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:01.500971] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-05T20:31:01.501273] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-05T20:31:01.501408] [INFO ] [sig       ] SA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:01.660131] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SA.txt
[2025-12-05T20:31:01.660290] [INFO ] [sig       ] [2844/3626] Completed SA in 0.4s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:01.660330] [INFO ] [sig       ] [2845/3626] Forecasting SAFE...
[2025-12-05T20:31:01.660360] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-05T20:31:01.660392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-05T20:31:01.672559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-05T20:31:01.673068] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-05T20:31:01.674079] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-05T20:31:01.674140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:01.674214] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:01.674252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:01.674329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:01.739007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:01.739892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:01.739977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:01.740009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:01.858364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:01.858545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:01.858606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:01.858638] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:01.862098] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-05T20:31:01.862380] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-05T20:31:01.862512] [INFO ] [sig       ] SAFE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:02.023874] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SAFE.txt
[2025-12-05T20:31:02.024030] [INFO ] [sig       ] [2845/3626] Completed SAFE in 0.4s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:02.024067] [INFO ] [sig       ] [2846/3626] Forecasting SAH...
[2025-12-05T20:31:02.024097] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-05T20:31:02.024127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-05T20:31:02.035613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-05T20:31:02.035984] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-05T20:31:02.036853] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-05T20:31:02.036905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:02.036937] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:02.036962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:02.037016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:02.095002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:02.095878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:02.095964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:02.095998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:02.221411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:02.221711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:02.221764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:02.221811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:02.226060] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2025-12-05T20:31:02.226403] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-05T20:31:02.226564] [INFO ] [sig       ] SAH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:02.372291] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAH.txt
[2025-12-05T20:31:02.372496] [INFO ] [sig       ] [2846/3626] Completed SAH in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:02.372543] [INFO ] [sig       ] [2847/3626] Forecasting SAIA...
[2025-12-05T20:31:02.372597] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-05T20:31:02.372633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-05T20:31:02.385547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-05T20:31:02.386171] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-05T20:31:02.387119] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-05T20:31:02.387174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:02.387208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:02.387243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:02.387315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:02.446560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:02.447743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:02.447853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:02.447888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:02.573354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:02.573517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:02.573556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:02.573603] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:02.576888] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2025-12-05T20:31:02.577162] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-05T20:31:02.577289] [INFO ] [sig       ] SAIA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:02.716019] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAIA.txt
[2025-12-05T20:31:02.716209] [INFO ] [sig       ] [2847/3626] Completed SAIA in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:02.716267] [INFO ] [sig       ] [2848/3626] Forecasting SAIC...
[2025-12-05T20:31:02.716304] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-05T20:31:02.716338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-05T20:31:02.731256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2025-12-05T20:31:02.731773] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-05T20:31:02.732925] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-05T20:31:02.732995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:02.733046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:02.733094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:02.733188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:02.810679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:02.811497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:02.811600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:02.811637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:02.932177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:02.932325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:02.932366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:02.932428] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:02.935728] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2025-12-05T20:31:02.935992] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-05T20:31:02.936111] [INFO ] [sig       ] SAIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:03.074805] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAIC.txt
[2025-12-05T20:31:03.074967] [INFO ] [sig       ] [2848/3626] Completed SAIC in 0.4s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:03.075008] [INFO ] [sig       ] [2849/3626] Forecasting SAM...
[2025-12-05T20:31:03.075037] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-05T20:31:03.075066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-05T20:31:03.085719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-05T20:31:03.086018] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-05T20:31:03.086843] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-05T20:31:03.086917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:03.086951] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:03.086979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:03.087036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:03.142284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:03.143023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:03.143099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:03.143130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:03.259647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:03.259795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:03.259835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:03.259864] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:03.263186] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2025-12-05T20:31:03.263454] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-05T20:31:03.263595] [INFO ] [sig       ] SAM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:03.399227] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAM.txt
[2025-12-05T20:31:03.399368] [INFO ] [sig       ] [2849/3626] Completed SAM in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:03.399410] [INFO ] [sig       ] [2850/3626] Forecasting SAMG...
[2025-12-05T20:31:03.399438] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-05T20:31:03.399467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-05T20:31:03.409983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-05T20:31:03.410270] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-05T20:31:03.411079] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-05T20:31:03.411129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:03.411159] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:03.411185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:03.411241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:03.466733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:03.467451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:03.467529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:03.467560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:03.583882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:03.584035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:03.584074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:03.584102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:03.587529] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-05T20:31:03.587850] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-05T20:31:03.587978] [INFO ] [sig       ] SAMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:03.724688] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAMG.txt
[2025-12-05T20:31:03.724823] [INFO ] [sig       ] [2850/3626] Completed SAMG in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.4m
[2025-12-05T20:31:03.724861] [INFO ] [sig       ] [2851/3626] Forecasting SAN...
[2025-12-05T20:31:03.724889] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-05T20:31:03.724919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-05T20:31:03.735701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-05T20:31:03.735995] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-05T20:31:03.736746] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-05T20:31:03.736795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:03.736826] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:03.736936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:03.737003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:03.793136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:03.793891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:03.793970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:03.794001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:03.914039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:03.914192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:03.914232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:03.914260] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:03.917527] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2025-12-05T20:31:03.917831] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-05T20:31:03.917959] [INFO ] [sig       ] SAN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:04.053638] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SAN.txt
[2025-12-05T20:31:04.053772] [INFO ] [sig       ] [2851/3626] Completed SAN in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:04.053810] [INFO ] [sig       ] [2852/3626] Forecasting SANA...
[2025-12-05T20:31:04.053838] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-05T20:31:04.053867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-05T20:31:04.068308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-05T20:31:04.068625] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-05T20:31:04.069387] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-05T20:31:04.069437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:04.069469] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:04.069496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:04.069557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:04.124828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:04.125633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:04.125711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:04.125743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:04.247498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:04.247676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:04.247716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:04.247743] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:04.251225] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-05T20:31:04.251507] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-05T20:31:04.251651] [INFO ] [sig       ] SANA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:04.389402] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SANA.txt
[2025-12-05T20:31:04.389544] [INFO ] [sig       ] [2852/3626] Completed SANA in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:04.389609] [INFO ] [sig       ] [2853/3626] Forecasting SANM...
[2025-12-05T20:31:04.389644] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-05T20:31:04.389675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-05T20:31:04.400557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-05T20:31:04.400926] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-05T20:31:04.401730] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-05T20:31:04.401780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:04.401812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:04.401839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:04.401897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:04.470012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:04.470847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:04.470929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:04.470962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:04.594183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:04.594341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:04.594381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:04.594410] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:04.597779] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=80.35%)
[2025-12-05T20:31:04.598072] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-05T20:31:04.598193] [INFO ] [sig       ] SANM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:04.735319] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SANM.txt
[2025-12-05T20:31:04.735465] [INFO ] [sig       ] [2853/3626] Completed SANM in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:04.735504] [INFO ] [sig       ] [2854/3626] Forecasting SAP...
[2025-12-05T20:31:04.735533] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-05T20:31:04.735562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-05T20:31:04.760545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2025-12-05T20:31:04.760895] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-05T20:31:04.761651] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-05T20:31:04.761701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:04.761731] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:04.761758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:04.761813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:04.818125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:04.818961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:04.819040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:04.819071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:04.940985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:04.941155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:04.941196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:04.941225] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:04.944735] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2025-12-05T20:31:04.944995] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-05T20:31:04.945146] [INFO ] [sig       ] SAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:05.081954] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SAP.txt
[2025-12-05T20:31:05.082096] [INFO ] [sig       ] [2854/3626] Completed SAP in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:05.082135] [INFO ] [sig       ] [2855/3626] Forecasting SARK...
[2025-12-05T20:31:05.082162] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-05T20:31:05.082191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-05T20:31:05.095090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-05T20:31:05.095469] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-05T20:31:05.096261] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-05T20:31:05.096314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:05.096346] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:05.096375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:05.096432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:05.151958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:05.152780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:05.152889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:05.152922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:05.272506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:05.272673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:05.272717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:05.272747] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:05.276148] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=99.51%)
[2025-12-05T20:31:05.276435] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-05T20:31:05.276567] [INFO ] [sig       ] SARK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:05.416702] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SARK.txt
[2025-12-05T20:31:05.416847] [INFO ] [sig       ] [2855/3626] Completed SARK in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:05.416887] [INFO ] [sig       ] [2856/3626] Forecasting SATL...
[2025-12-05T20:31:05.416919] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-05T20:31:05.416950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-05T20:31:05.427886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-05T20:31:05.428190] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-05T20:31:05.429061] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-05T20:31:05.429113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:05.429145] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:05.429172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:05.429229] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:05.492391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:05.493234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:05.493312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:05.493344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:05.615716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:05.615864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:05.615921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:05.615951] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:05.619380] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2025-12-05T20:31:05.619716] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-05T20:31:05.619846] [INFO ] [sig       ] SATL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:05.794987] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SATL.txt
[2025-12-05T20:31:05.795145] [INFO ] [sig       ] [2856/3626] Completed SATL in 0.4s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:05.795186] [INFO ] [sig       ] [2857/3626] Forecasting SATS...
[2025-12-05T20:31:05.795214] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-05T20:31:05.795243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-05T20:31:05.808793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-05T20:31:05.809231] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-05T20:31:05.810313] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-05T20:31:05.810384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:05.810435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:05.810477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:05.810594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:05.878789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:05.879613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:05.879701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:05.879734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:06.002483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:06.002628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:06.002667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:06.002695] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:06.005958] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=3.97%)
[2025-12-05T20:31:06.006218] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-05T20:31:06.006338] [INFO ] [sig       ] SATS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:06.142179] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SATS.txt
[2025-12-05T20:31:06.142292] [INFO ] [sig       ] [2857/3626] Completed SATS in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:06.142328] [INFO ] [sig       ] [2858/3626] Forecasting SAVA...
[2025-12-05T20:31:06.142357] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-05T20:31:06.142386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-05T20:31:06.167998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2025-12-05T20:31:06.168272] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-05T20:31:06.169045] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-05T20:31:06.169098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:06.169129] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:06.169154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:06.169209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:06.225398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:06.226022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:06.226095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:06.226126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:06.343744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:06.343875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:06.343913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:06.343942] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:06.347149] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2025-12-05T20:31:06.347409] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-05T20:31:06.347548] [INFO ] [sig       ] SAVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:06.484871] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SAVA.txt
[2025-12-05T20:31:06.485005] [INFO ] [sig       ] [2858/3626] Completed SAVA in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:06.485042] [INFO ] [sig       ] [2859/3626] Forecasting SB...
[2025-12-05T20:31:06.485071] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-05T20:31:06.485099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-05T20:31:06.495655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-05T20:31:06.495922] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-05T20:31:06.496703] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-05T20:31:06.496753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:06.496784] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:06.496810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:06.496865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:06.555824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:06.556454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:06.556542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:06.556591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:06.672821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:06.672953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:06.672990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:06.673018] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:06.676261] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=31.10%)
[2025-12-05T20:31:06.676520] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-05T20:31:06.676654] [INFO ] [sig       ] SB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:06.811894] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SB.txt
[2025-12-05T20:31:06.812010] [INFO ] [sig       ] [2859/3626] Completed SB in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:06.812048] [INFO ] [sig       ] [2860/3626] Forecasting SBAC...
[2025-12-05T20:31:06.812076] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-05T20:31:06.812105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-05T20:31:06.822893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2025-12-05T20:31:06.823169] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-05T20:31:06.823930] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-05T20:31:06.823979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:06.824022] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:06.824049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:06.824104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:06.880006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:06.880620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:06.880696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:06.880729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:06.997950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:06.998092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:06.998129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:06.998157] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:07.001533] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-05T20:31:07.001816] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-05T20:31:07.001940] [INFO ] [sig       ] SBAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:07.138123] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SBAC.txt
[2025-12-05T20:31:07.138250] [INFO ] [sig       ] [2860/3626] Completed SBAC in 0.3s | 2.97 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-05T20:31:07.138288] [INFO ] [sig       ] [2861/3626] Forecasting SBCF...
[2025-12-05T20:31:07.138316] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-05T20:31:07.138345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-05T20:31:07.149770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-05T20:31:07.150068] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-05T20:31:07.150880] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-05T20:31:07.150930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:07.150961] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:07.150988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:07.151045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:07.205792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:07.206418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:07.206492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:07.206523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:07.323008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:07.323146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:07.323186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:07.323215] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:07.326472] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-05T20:31:07.326770] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-05T20:31:07.326886] [INFO ] [sig       ] SBCF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:07.466454] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBCF.txt
[2025-12-05T20:31:07.466616] [INFO ] [sig       ] [2861/3626] Completed SBCF in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:07.466660] [INFO ] [sig       ] [2862/3626] Forecasting SBFM...
[2025-12-05T20:31:07.466688] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-05T20:31:07.466717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-05T20:31:07.477361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-05T20:31:07.477663] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-05T20:31:07.478484] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-05T20:31:07.478544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:07.478646] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:07.478685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:07.478763] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:07.539017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:07.539865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:07.539948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:07.539996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:07.665187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:07.665301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:07.665340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:07.665367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:07.668721] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-05T20:31:07.668981] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-05T20:31:07.669100] [INFO ] [sig       ] SBFM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:07.807284] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBFM.txt
[2025-12-05T20:31:07.807406] [INFO ] [sig       ] [2862/3626] Completed SBFM in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:07.807444] [INFO ] [sig       ] [2863/3626] Forecasting SBGI...
[2025-12-05T20:31:07.807472] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-05T20:31:07.807501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-05T20:31:07.818799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-05T20:31:07.819064] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-05T20:31:07.819826] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-05T20:31:07.819875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:07.819905] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:07.819931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:07.819986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:07.876254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:07.876889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:07.876962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:07.876993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:07.991369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:07.991516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:07.991555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:07.991599] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:07.994841] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-05T20:31:07.995096] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-05T20:31:07.995213] [INFO ] [sig       ] SBGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:08.132562] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBGI.txt
[2025-12-05T20:31:08.132701] [INFO ] [sig       ] [2863/3626] Completed SBGI in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:08.132739] [INFO ] [sig       ] [2864/3626] Forecasting SBH...
[2025-12-05T20:31:08.132776] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-05T20:31:08.132806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-05T20:31:08.143719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-05T20:31:08.143983] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-05T20:31:08.144736] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-05T20:31:08.144785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:08.144815] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:08.144841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:08.144896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:08.200810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:08.201391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:08.201466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:08.201497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:08.322309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:08.322450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:08.322489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:08.322516] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:08.325820] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=66.58%)
[2025-12-05T20:31:08.326076] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-05T20:31:08.326194] [INFO ] [sig       ] SBH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:08.463941] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SBH.txt
[2025-12-05T20:31:08.464059] [INFO ] [sig       ] [2864/3626] Completed SBH in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:08.464098] [INFO ] [sig       ] [2865/3626] Forecasting SBI...
[2025-12-05T20:31:08.464127] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-05T20:31:08.464157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-05T20:31:08.478123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-05T20:31:08.478453] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-05T20:31:08.479267] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-05T20:31:08.479318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:08.479350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:08.479375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:08.479433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:08.538173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:08.538812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:08.538889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:08.538923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:08.653464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:08.653631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:08.653673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:08.653727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:08.657010] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-05T20:31:08.657271] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-05T20:31:08.657391] [INFO ] [sig       ] SBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:08.795123] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBI.txt
[2025-12-05T20:31:08.795261] [INFO ] [sig       ] [2865/3626] Completed SBI in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:08.795300] [INFO ] [sig       ] [2866/3626] Forecasting SBLK...
[2025-12-05T20:31:08.795328] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-05T20:31:08.795359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-05T20:31:08.806456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-05T20:31:08.806753] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-05T20:31:08.807504] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-05T20:31:08.807554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:08.807607] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:08.807636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:08.807693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:08.867105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:08.868134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:08.868233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:08.868273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:08.992808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:08.992954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:08.992996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:08.993024] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:08.996509] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-05T20:31:08.996810] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-05T20:31:08.996939] [INFO ] [sig       ] SBLK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:09.138410] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBLK.txt
[2025-12-05T20:31:09.138618] [INFO ] [sig       ] [2866/3626] Completed SBLK in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:09.138675] [INFO ] [sig       ] [2867/3626] Forecasting SBRA...
[2025-12-05T20:31:09.138707] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-05T20:31:09.138736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-05T20:31:09.150888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-05T20:31:09.151191] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-05T20:31:09.151951] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-05T20:31:09.152001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:09.152031] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:09.152057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:09.152113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:09.216049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:09.216991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:09.217074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:09.217107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:09.336226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:09.336388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:09.336430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:09.336480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:09.340014] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=44.27%)
[2025-12-05T20:31:09.340304] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-05T20:31:09.340445] [INFO ] [sig       ] SBRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:09.515158] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBRA.txt
[2025-12-05T20:31:09.515323] [INFO ] [sig       ] [2867/3626] Completed SBRA in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:09.515364] [INFO ] [sig       ] [2868/3626] Forecasting SBS...
[2025-12-05T20:31:09.515392] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-05T20:31:09.515421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-05T20:31:09.529983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-05T20:31:09.530470] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-05T20:31:09.531513] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-05T20:31:09.531596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:09.531634] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:09.531664] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:09.531734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:09.601332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:09.602344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:09.602442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:09.602476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:09.750077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:09.750266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:09.750322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:09.750361] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:09.754320] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=74.46%)
[2025-12-05T20:31:09.754696] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-05T20:31:09.754841] [INFO ] [sig       ] SBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:09.949427] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SBS.txt
[2025-12-05T20:31:09.949685] [INFO ] [sig       ] [2868/3626] Completed SBS in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.3m
[2025-12-05T20:31:09.949747] [INFO ] [sig       ] [2869/3626] Forecasting SBSI...
[2025-12-05T20:31:09.949793] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-05T20:31:09.949840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-05T20:31:09.965251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-05T20:31:09.965732] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-05T20:31:09.966879] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-05T20:31:09.966945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:09.966995] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:09.967040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:09.967130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:10.041605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:10.042784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:10.042918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:10.042982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:10.179041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:10.179198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:10.179241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:10.179269] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:10.182838] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2025-12-05T20:31:10.183157] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-05T20:31:10.183302] [INFO ] [sig       ] SBSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:10.330446] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SBSI.txt
[2025-12-05T20:31:10.330630] [INFO ] [sig       ] [2869/3626] Completed SBSI in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:10.330689] [INFO ] [sig       ] [2870/3626] Forecasting SBUX...
[2025-12-05T20:31:10.330731] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-05T20:31:10.330767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-05T20:31:10.342723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-05T20:31:10.343026] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-05T20:31:10.343815] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-05T20:31:10.343866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:10.343898] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:10.343926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:10.343983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:10.406340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:10.407257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:10.407343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:10.407377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:10.537112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:10.537264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:10.537305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:10.537333] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:10.540811] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=31.39%)
[2025-12-05T20:31:10.541140] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-05T20:31:10.541276] [INFO ] [sig       ] SBUX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:10.686461] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SBUX.txt
[2025-12-05T20:31:10.686633] [INFO ] [sig       ] [2870/3626] Completed SBUX in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:10.686676] [INFO ] [sig       ] [2871/3626] Forecasting SCD...
[2025-12-05T20:31:10.686705] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-05T20:31:10.686734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-05T20:31:10.698408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-05T20:31:10.698845] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-05T20:31:10.699716] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-05T20:31:10.699771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:10.699803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:10.699830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:10.699902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:10.758639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:10.759532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:10.759678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:10.759720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:10.878375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:10.878539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:10.878609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:10.878646] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:10.882086] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=68.88%)
[2025-12-05T20:31:10.882398] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-05T20:31:10.882530] [INFO ] [sig       ] SCD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:11.026860] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCD.txt
[2025-12-05T20:31:11.027007] [INFO ] [sig       ] [2871/3626] Completed SCD in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:11.027047] [INFO ] [sig       ] [2872/3626] Forecasting SCHL...
[2025-12-05T20:31:11.027078] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-05T20:31:11.027110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-05T20:31:11.038944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-05T20:31:11.039267] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-05T20:31:11.040125] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-05T20:31:11.040178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:11.040209] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:11.040236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:11.040293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:11.101937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:11.102915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:11.103036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:11.103072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:11.228199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:11.228358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:11.228402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:11.228440] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:11.232303] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-05T20:31:11.232643] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-05T20:31:11.232776] [INFO ] [sig       ] SCHL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:11.376682] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCHL.txt
[2025-12-05T20:31:11.376829] [INFO ] [sig       ] [2872/3626] Completed SCHL in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:11.376869] [INFO ] [sig       ] [2873/3626] Forecasting SCI...
[2025-12-05T20:31:11.376898] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-05T20:31:11.376929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-05T20:31:11.387983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-05T20:31:11.388316] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-05T20:31:11.389162] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-05T20:31:11.389214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:11.389245] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:11.389271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:11.389327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:11.448377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:11.449220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:11.449301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:11.449335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:11.572811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:11.572965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:11.573008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:11.573037] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:11.576632] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-05T20:31:11.576918] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-05T20:31:11.577044] [INFO ] [sig       ] SCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:11.720453] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCI.txt
[2025-12-05T20:31:11.720668] [INFO ] [sig       ] [2873/3626] Completed SCI in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:11.720724] [INFO ] [sig       ] [2874/3626] Forecasting SCL...
[2025-12-05T20:31:11.720765] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-05T20:31:11.720809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-05T20:31:11.732160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2025-12-05T20:31:11.732529] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-05T20:31:11.733322] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-05T20:31:11.733373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:11.733405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:11.733431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:11.733486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:11.794481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:11.795320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:11.795405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:11.795438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:11.923192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:11.923373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:11.923416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:11.923445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:11.927104] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2025-12-05T20:31:11.927389] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-05T20:31:11.927518] [INFO ] [sig       ] SCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:12.075199] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SCL.txt
[2025-12-05T20:31:12.075359] [INFO ] [sig       ] [2874/3626] Completed SCL in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:12.075400] [INFO ] [sig       ] [2875/3626] Forecasting SCLX...
[2025-12-05T20:31:12.075431] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-05T20:31:12.075469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-05T20:31:12.086773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-05T20:31:12.087093] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-05T20:31:12.087941] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-05T20:31:12.087994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:12.088027] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:12.088055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:12.088133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:12.146840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:12.147663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:12.147745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:12.147779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:12.272713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:12.272863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:12.272905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:12.272934] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:12.276293] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-05T20:31:12.276559] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-05T20:31:12.276702] [INFO ] [sig       ] SCLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:12.419712] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCLX.txt
[2025-12-05T20:31:12.419926] [INFO ] [sig       ] [2875/3626] Completed SCLX in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:12.419984] [INFO ] [sig       ] [2876/3626] Forecasting SCM...
[2025-12-05T20:31:12.420018] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-05T20:31:12.420060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-05T20:31:12.432020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-05T20:31:12.432352] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-05T20:31:12.433128] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-05T20:31:12.433180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:12.433219] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:12.433254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:12.433329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:12.492483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:12.493247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:12.493328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:12.493361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:12.616505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:12.616712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:12.616760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:12.616788] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:12.620881] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-05T20:31:12.621166] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-05T20:31:12.621292] [INFO ] [sig       ] SCM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:12.767857] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCM.txt
[2025-12-05T20:31:12.768044] [INFO ] [sig       ] [2876/3626] Completed SCM in 0.3s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:12.768107] [INFO ] [sig       ] [2877/3626] Forecasting SCS...
[2025-12-05T20:31:12.768147] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-05T20:31:12.768191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-05T20:31:12.779926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-05T20:31:12.780265] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-05T20:31:12.781059] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-05T20:31:12.781111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:12.781144] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:12.781172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:12.781230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:12.843048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:12.843885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:12.843968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:12.844002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:12.970005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:12.970167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:12.970218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:12.970248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:12.973705] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2025-12-05T20:31:12.974025] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-05T20:31:12.974171] [INFO ] [sig       ] SCS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:13.118553] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SCS.txt
[2025-12-05T20:31:13.118720] [INFO ] [sig       ] [2877/3626] Completed SCS in 0.4s | 2.97 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-05T20:31:13.118761] [INFO ] [sig       ] [2878/3626] Forecasting SCSC...
[2025-12-05T20:31:13.118792] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-05T20:31:13.118821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-05T20:31:13.129862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-05T20:31:13.130160] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-05T20:31:13.130961] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-05T20:31:13.131012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:13.131044] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:13.131071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:13.131126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:13.186429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:13.187074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:13.187149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:13.187182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:13.304464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:13.304613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:13.304656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:13.304685] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:13.307977] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-05T20:31:13.308251] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-05T20:31:13.308369] [INFO ] [sig       ] SCSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:13.444962] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCSC.txt
[2025-12-05T20:31:13.445081] [INFO ] [sig       ] [2878/3626] Completed SCSC in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:13.445119] [INFO ] [sig       ] [2879/3626] Forecasting SCVL...
[2025-12-05T20:31:13.445147] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-05T20:31:13.445175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-05T20:31:13.460867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-05T20:31:13.461270] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-05T20:31:13.462169] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-05T20:31:13.462222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:13.462285] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:13.462315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:13.462374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:13.521401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:13.522318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:13.522399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:13.522432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:13.644664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:13.644835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:13.644876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:13.644906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:13.648354] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-05T20:31:13.648670] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-05T20:31:13.648816] [INFO ] [sig       ] SCVL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:13.789912] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SCVL.txt
[2025-12-05T20:31:13.790057] [INFO ] [sig       ] [2879/3626] Completed SCVL in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:13.790097] [INFO ] [sig       ] [2880/3626] Forecasting SCZ...
[2025-12-05T20:31:13.790125] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-05T20:31:13.790154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-05T20:31:13.801008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-05T20:31:13.801281] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-05T20:31:13.802039] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-05T20:31:13.802089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:13.802119] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:13.802144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:13.802198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:13.858643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:13.859382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:13.859461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:13.859495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:13.979658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:13.979847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:13.979895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:13.979925] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:13.983266] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-05T20:31:13.983551] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-05T20:31:13.983700] [INFO ] [sig       ] SCZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:14.128343] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SCZ.txt
[2025-12-05T20:31:14.128499] [INFO ] [sig       ] [2880/3626] Completed SCZ in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:14.128541] [INFO ] [sig       ] [2881/3626] Forecasting SD...
[2025-12-05T20:31:14.128600] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-05T20:31:14.128643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-05T20:31:14.140024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-05T20:31:14.140398] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-05T20:31:14.141274] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-05T20:31:14.141334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:14.141382] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:14.141417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:14.141474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:14.201188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:14.202055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:14.202137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:14.202169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:14.324856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:14.325022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:14.325062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:14.325089] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:14.328458] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2025-12-05T20:31:14.328744] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-05T20:31:14.328862] [INFO ] [sig       ] SD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:14.508725] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SD.txt
[2025-12-05T20:31:14.508870] [INFO ] [sig       ] [2881/3626] Completed SD in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:14.508908] [INFO ] [sig       ] [2882/3626] Forecasting SDA...
[2025-12-05T20:31:14.508936] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-05T20:31:14.508967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-05T20:31:14.519485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-05T20:31:14.519863] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-05T20:31:14.520691] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-05T20:31:14.520741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:14.520773] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:14.520798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:14.520858] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:14.576346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:14.577055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:14.577133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:14.577166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:14.696390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:14.696560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:14.696624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:14.696658] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:14.700330] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=55.33%)
[2025-12-05T20:31:14.700621] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-05T20:31:14.700748] [INFO ] [sig       ] SDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:14.847714] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SDA.txt
[2025-12-05T20:31:14.847955] [INFO ] [sig       ] [2882/3626] Completed SDA in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:14.848009] [INFO ] [sig       ] [2883/3626] Forecasting SDHY...
[2025-12-05T20:31:14.848047] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-05T20:31:14.848089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-05T20:31:14.862744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-05T20:31:14.863215] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-05T20:31:14.864294] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-05T20:31:14.864363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:14.864418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:14.864464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:14.864551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:14.934111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:14.935019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:14.935107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:14.935140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:15.054562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:15.054741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:15.054782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:15.054810] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:15.058150] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2025-12-05T20:31:15.058467] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-05T20:31:15.058620] [INFO ] [sig       ] SDHY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:15.197412] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SDHY.txt
[2025-12-05T20:31:15.197556] [INFO ] [sig       ] [2883/3626] Completed SDHY in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:15.197616] [INFO ] [sig       ] [2884/3626] Forecasting SDRL...
[2025-12-05T20:31:15.197647] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-05T20:31:15.197680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-05T20:31:15.208762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-05T20:31:15.209119] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-05T20:31:15.209926] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-05T20:31:15.209975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:15.210022] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:15.210049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:15.210104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:15.265827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:15.266676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:15.266755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:15.266787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:15.383951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:15.384110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:15.384147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:15.384175] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:15.387542] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-05T20:31:15.387876] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-05T20:31:15.388008] [INFO ] [sig       ] SDRL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:15.527561] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SDRL.txt
[2025-12-05T20:31:15.527770] [INFO ] [sig       ] [2884/3626] Completed SDRL in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:15.527823] [INFO ] [sig       ] [2885/3626] Forecasting SDVY...
[2025-12-05T20:31:15.527854] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-05T20:31:15.527884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-05T20:31:15.540317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-05T20:31:15.540790] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-05T20:31:15.541792] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-05T20:31:15.541855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:15.541896] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:15.541928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:15.541999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:15.606593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:15.607458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:15.607541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:15.607592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:15.735036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:15.735227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:15.735270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:15.735299] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:15.739230] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2025-12-05T20:31:15.739631] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-05T20:31:15.739829] [INFO ] [sig       ] SDVY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:15.892965] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SDVY.txt
[2025-12-05T20:31:15.893122] [INFO ] [sig       ] [2885/3626] Completed SDVY in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:15.893164] [INFO ] [sig       ] [2886/3626] Forecasting SE...
[2025-12-05T20:31:15.893195] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-05T20:31:15.893227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-05T20:31:15.907670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-05T20:31:15.908264] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-05T20:31:15.909202] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-05T20:31:15.909257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:15.909291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:15.909318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:15.909376] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:15.972686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:15.973910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:15.974050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:15.974084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:16.099021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:16.099266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:16.099312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:16.099340] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:16.103182] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: DOWN (p=47.89%)
[2025-12-05T20:31:16.103470] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-05T20:31:16.103623] [INFO ] [sig       ] SE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:16.244276] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SE.txt
[2025-12-05T20:31:16.244487] [INFO ] [sig       ] [2886/3626] Completed SE in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 4.2m
[2025-12-05T20:31:16.244529] [INFO ] [sig       ] [2887/3626] Forecasting SEDG...
[2025-12-05T20:31:16.244559] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-05T20:31:16.244613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-05T20:31:16.257675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-05T20:31:16.258163] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-05T20:31:16.259089] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-05T20:31:16.259140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:16.259171] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:16.259196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:16.259253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:16.315376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:16.316332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:16.316420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:16.316452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:16.436586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:16.436813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:16.436860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:16.436889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:16.440673] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-05T20:31:16.440974] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-05T20:31:16.441109] [INFO ] [sig       ] SEDG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:16.592771] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SEDG.txt
[2025-12-05T20:31:16.593028] [INFO ] [sig       ] [2887/3626] Completed SEDG in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:16.593087] [INFO ] [sig       ] [2888/3626] Forecasting SEE...
[2025-12-05T20:31:16.593123] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-05T20:31:16.593164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-05T20:31:16.609025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-05T20:31:16.609733] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-05T20:31:16.610935] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-05T20:31:16.611000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:16.611044] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:16.611080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:16.611167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:16.677593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:16.678760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:16.678863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:16.678896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:16.813808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:16.813985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:16.814027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:16.814055] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:16.817549] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-05T20:31:16.817881] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-05T20:31:16.818009] [INFO ] [sig       ] SEE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:16.953757] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SEE.txt
[2025-12-05T20:31:16.953893] [INFO ] [sig       ] [2888/3626] Completed SEE in 0.4s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:16.953931] [INFO ] [sig       ] [2889/3626] Forecasting SEIC...
[2025-12-05T20:31:16.953960] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-05T20:31:16.953989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-05T20:31:16.964783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-05T20:31:16.965097] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-05T20:31:16.965877] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-05T20:31:16.965927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:16.965957] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:16.965983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:16.966038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:17.021414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:17.022263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:17.022375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:17.022407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:17.140275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:17.140447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:17.140490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:17.140519] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:17.143929] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=5.23%)
[2025-12-05T20:31:17.144209] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-05T20:31:17.144338] [INFO ] [sig       ] SEIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:17.287633] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SEIC.txt
[2025-12-05T20:31:17.287786] [INFO ] [sig       ] [2889/3626] Completed SEIC in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:17.287849] [INFO ] [sig       ] [2890/3626] Forecasting SELF...
[2025-12-05T20:31:17.287883] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-05T20:31:17.287914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-05T20:31:17.298711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-05T20:31:17.299033] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-05T20:31:17.299814] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-05T20:31:17.299865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:17.299897] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:17.299924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:17.299981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:17.357679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:17.358538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:17.358641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:17.358675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:17.469215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:17.469383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:17.469430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:17.469459] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:17.472928] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2025-12-05T20:31:17.473209] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-05T20:31:17.473338] [INFO ] [sig       ] SELF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:17.617508] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SELF.txt
[2025-12-05T20:31:17.617672] [INFO ] [sig       ] [2890/3626] Completed SELF in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:17.617724] [INFO ] [sig       ] [2891/3626] Forecasting SEM...
[2025-12-05T20:31:17.617766] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-05T20:31:17.617819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-05T20:31:17.628454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-05T20:31:17.628822] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-05T20:31:17.629599] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-05T20:31:17.629649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:17.629679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:17.629705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:17.629760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:17.685005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:17.685850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:17.685931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:17.685962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:17.806599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:17.806760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:17.806807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:17.806857] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:17.810198] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=15.19%)
[2025-12-05T20:31:17.810480] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-05T20:31:17.810626] [INFO ] [sig       ] SEM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:17.955295] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SEM.txt
[2025-12-05T20:31:17.955419] [INFO ] [sig       ] [2891/3626] Completed SEM in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:17.955456] [INFO ] [sig       ] [2892/3626] Forecasting SENEA...
[2025-12-05T20:31:17.955484] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-05T20:31:17.955513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-05T20:31:17.965489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-05T20:31:17.965780] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-05T20:31:17.966558] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-05T20:31:17.966625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:17.966658] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:17.966684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:17.966739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:18.023234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:18.024037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:18.024130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:18.024164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:18.138988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:18.139139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:18.139180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:18.139207] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:18.142497] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=14.68%)
[2025-12-05T20:31:18.142782] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-05T20:31:18.142901] [INFO ] [sig       ] SENEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:18.288474] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SENEA.txt
[2025-12-05T20:31:18.288646] [INFO ] [sig       ] [2892/3626] Completed SENEA in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:18.288707] [INFO ] [sig       ] [2893/3626] Forecasting SENS...
[2025-12-05T20:31:18.288746] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-05T20:31:18.288783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-05T20:31:18.299057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2025-12-05T20:31:18.299367] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-05T20:31:18.300183] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-05T20:31:18.300234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:18.300266] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:18.300293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:18.300350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:18.356834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:18.357492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:18.357597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:18.357632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:18.481388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:18.481553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:18.481617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:18.481648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:18.485113] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=48.20%)
[2025-12-05T20:31:18.485388] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-05T20:31:18.485509] [INFO ] [sig       ] SENS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:18.623257] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SENS.txt
[2025-12-05T20:31:18.623399] [INFO ] [sig       ] [2893/3626] Completed SENS in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:18.623438] [INFO ] [sig       ] [2894/3626] Forecasting SERA...
[2025-12-05T20:31:18.623482] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-05T20:31:18.623523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-05T20:31:18.634360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-05T20:31:18.634683] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-05T20:31:18.635449] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-05T20:31:18.635499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:18.635531] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:18.635559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:18.635642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:18.692198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:18.692883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:18.692958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:18.692991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:18.813704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:18.813866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:18.813910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:18.813940] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:18.817267] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=92.64%)
[2025-12-05T20:31:18.817528] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-05T20:31:18.817666] [INFO ] [sig       ] SERA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:18.962400] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SERA.txt
[2025-12-05T20:31:18.962541] [INFO ] [sig       ] [2894/3626] Completed SERA in 0.3s | 2.97 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-05T20:31:18.962597] [INFO ] [sig       ] [2895/3626] Forecasting SES...
[2025-12-05T20:31:18.962627] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-05T20:31:18.962657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-05T20:31:18.973246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-05T20:31:18.973524] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-05T20:31:18.974270] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-05T20:31:18.974318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:18.974350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:18.974387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:18.974444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:19.031762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:19.032520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:19.032615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:19.032651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:19.157143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:19.157302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:19.157347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:19.157378] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:19.160806] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=60.97%)
[2025-12-05T20:31:19.161065] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-05T20:31:19.161183] [INFO ] [sig       ] SES: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:19.303369] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SES.txt
[2025-12-05T20:31:19.303503] [INFO ] [sig       ] [2895/3626] Completed SES in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:19.303541] [INFO ] [sig       ] [2896/3626] Forecasting SEVN...
[2025-12-05T20:31:19.303585] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-05T20:31:19.303618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-05T20:31:19.314070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-05T20:31:19.314353] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-05T20:31:19.315116] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-05T20:31:19.315164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:19.315222] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:19.315248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:19.315303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:19.370388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:19.371147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:19.371223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:19.371255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:19.486495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:19.486656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:19.486696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:19.486725] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:19.490163] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-05T20:31:19.490430] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-05T20:31:19.490554] [INFO ] [sig       ] SEVN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:19.633731] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SEVN.txt
[2025-12-05T20:31:19.633873] [INFO ] [sig       ] [2896/3626] Completed SEVN in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:19.633912] [INFO ] [sig       ] [2897/3626] Forecasting SEZL...
[2025-12-05T20:31:19.633940] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-05T20:31:19.633969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-05T20:31:19.643820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-05T20:31:19.644099] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-05T20:31:19.644877] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-05T20:31:19.644926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:19.644957] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:19.644983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:19.645038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:19.701718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:19.702526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:19.702624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:19.702659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:19.820185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:19.820337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:19.820379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:19.820408] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:19.823818] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: UP (p=67.35%)
[2025-12-05T20:31:19.824086] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-05T20:31:19.824210] [INFO ] [sig       ] SEZL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:19.970282] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SEZL.txt
[2025-12-05T20:31:19.970406] [INFO ] [sig       ] [2897/3626] Completed SEZL in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:19.970443] [INFO ] [sig       ] [2898/3626] Forecasting SF...
[2025-12-05T20:31:19.970472] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-05T20:31:19.970500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-05T20:31:19.981481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-05T20:31:19.981784] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-05T20:31:19.982566] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-05T20:31:19.982652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:19.982685] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:19.982713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:19.982771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:20.039766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:20.040563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:20.040657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:20.040691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:20.163322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:20.163470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:20.163510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:20.163538] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:20.166943] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-05T20:31:20.167219] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-05T20:31:20.167345] [INFO ] [sig       ] SF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:20.313678] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SF.txt
[2025-12-05T20:31:20.313845] [INFO ] [sig       ] [2898/3626] Completed SF in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:20.313891] [INFO ] [sig       ] [2899/3626] Forecasting SFB...
[2025-12-05T20:31:20.313927] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-05T20:31:20.313966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-05T20:31:20.325015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-05T20:31:20.325344] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-05T20:31:20.326119] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-05T20:31:20.326169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:20.326200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:20.326225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:20.326280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:20.382132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:20.382852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:20.382939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:20.382970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:20.490840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:20.490990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:20.491030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:20.491088] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:20.494568] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-05T20:31:20.494883] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-05T20:31:20.495012] [INFO ] [sig       ] SFB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:20.635945] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SFB.txt
[2025-12-05T20:31:20.636076] [INFO ] [sig       ] [2899/3626] Completed SFB in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:20.636114] [INFO ] [sig       ] [2900/3626] Forecasting SFBS...
[2025-12-05T20:31:20.636142] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-05T20:31:20.636172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-05T20:31:20.646787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2025-12-05T20:31:20.647137] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-05T20:31:20.648062] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-05T20:31:20.648115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:20.648148] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:20.648173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:20.648230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:20.706130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:20.706799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:20.706876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:20.706910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:20.835077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:20.835228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:20.835268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:20.835296] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:20.838791] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=73.06%)
[2025-12-05T20:31:20.839061] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-05T20:31:20.839187] [INFO ] [sig       ] SFBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:20.977839] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SFBS.txt
[2025-12-05T20:31:20.978002] [INFO ] [sig       ] [2900/3626] Completed SFBS in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:20.978043] [INFO ] [sig       ] [2901/3626] Forecasting SFIX...
[2025-12-05T20:31:20.978071] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-05T20:31:20.978101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-05T20:31:20.989959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-05T20:31:20.990305] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-05T20:31:20.991141] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-05T20:31:20.991202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:20.991233] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:20.991260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:20.991315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:21.048669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:21.049428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:21.049510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:21.049542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:21.166401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:21.166554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:21.166611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:21.166641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:21.169993] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-05T20:31:21.170259] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-05T20:31:21.170378] [INFO ] [sig       ] SFIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:21.315592] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SFIX.txt
[2025-12-05T20:31:21.315717] [INFO ] [sig       ] [2901/3626] Completed SFIX in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:21.315754] [INFO ] [sig       ] [2902/3626] Forecasting SFL...
[2025-12-05T20:31:21.315826] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-05T20:31:21.315856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-05T20:31:21.326119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2025-12-05T20:31:21.326397] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-05T20:31:21.327138] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-05T20:31:21.327187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:21.327217] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:21.327242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:21.327296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:21.384867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:21.385535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:21.385629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:21.385665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:21.512549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:21.512718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:21.512760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:21.512794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:21.516231] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=5.40%)
[2025-12-05T20:31:21.516495] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-05T20:31:21.516631] [INFO ] [sig       ] SFL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:21.661102] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SFL.txt
[2025-12-05T20:31:21.661226] [INFO ] [sig       ] [2902/3626] Completed SFL in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:21.661265] [INFO ] [sig       ] [2903/3626] Forecasting SFLO...
[2025-12-05T20:31:21.661293] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-05T20:31:21.661321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-05T20:31:21.671998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-05T20:31:21.672271] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-05T20:31:21.673030] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-05T20:31:21.673080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:21.673111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:21.673137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:21.673193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:21.730802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:21.731425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:21.731502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:21.731532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:21.855589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:21.855740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:21.855779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:21.855810] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:21.859187] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-05T20:31:21.859465] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-05T20:31:21.859607] [INFO ] [sig       ] SFLO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:22.004266] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SFLO.txt
[2025-12-05T20:31:22.004432] [INFO ] [sig       ] [2903/3626] Completed SFLO in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:22.004474] [INFO ] [sig       ] [2904/3626] Forecasting SFM...
[2025-12-05T20:31:22.004503] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-05T20:31:22.004531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-05T20:31:22.015566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2025-12-05T20:31:22.015942] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-05T20:31:22.016753] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-05T20:31:22.016803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:22.016839] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:22.016864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:22.016920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:22.075039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:22.075922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:22.076003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:22.076036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:22.194849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:22.195000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:22.195039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:22.195066] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:22.198364] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-05T20:31:22.198642] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-05T20:31:22.198765] [INFO ] [sig       ] SFM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:22.341544] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SFM.txt
[2025-12-05T20:31:22.341687] [INFO ] [sig       ] [2904/3626] Completed SFM in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.1m
[2025-12-05T20:31:22.341725] [INFO ] [sig       ] [2905/3626] Forecasting SFNC...
[2025-12-05T20:31:22.341753] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-05T20:31:22.341782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-05T20:31:22.352995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-05T20:31:22.353284] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-05T20:31:22.354100] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-05T20:31:22.354150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:22.354182] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:22.354208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:22.354265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:22.411903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:22.412614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:22.412692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:22.412724] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:22.534870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:22.535028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:22.535088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:22.535119] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:22.538405] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: UP (p=77.70%)
[2025-12-05T20:31:22.538682] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-05T20:31:22.538802] [INFO ] [sig       ] SFNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:22.680450] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SFNC.txt
[2025-12-05T20:31:22.680566] [INFO ] [sig       ] [2905/3626] Completed SFNC in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:22.680621] [INFO ] [sig       ] [2906/3626] Forecasting SG...
[2025-12-05T20:31:22.680656] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-05T20:31:22.680685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-05T20:31:22.691805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2025-12-05T20:31:22.692074] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-05T20:31:22.692877] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-05T20:31:22.692929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:22.692959] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:22.692988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:22.693043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:22.749971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:22.750656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:22.750757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:22.750791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:22.871779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:22.871925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:22.871966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:22.871995] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:22.875351] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-05T20:31:22.875635] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-05T20:31:22.875757] [INFO ] [sig       ] SG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:23.018380] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SG.txt
[2025-12-05T20:31:23.018542] [INFO ] [sig       ] [2906/3626] Completed SG in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:23.018608] [INFO ] [sig       ] [2907/3626] Forecasting SGBX...
[2025-12-05T20:31:23.018640] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-05T20:31:23.018671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-05T20:31:23.029906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-05T20:31:23.030226] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-05T20:31:23.030997] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-05T20:31:23.031046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:23.031078] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:23.031104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:23.031160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:23.088217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:23.088926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:23.089005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:23.089038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:23.207131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:23.207283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:23.207322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:23.207350] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:23.210738] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-05T20:31:23.211006] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-05T20:31:23.211132] [INFO ] [sig       ] SGBX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:23.355120] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SGBX.txt
[2025-12-05T20:31:23.355250] [INFO ] [sig       ] [2907/3626] Completed SGBX in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:23.355288] [INFO ] [sig       ] [2908/3626] Forecasting SGC...
[2025-12-05T20:31:23.355316] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-05T20:31:23.355345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-05T20:31:23.366440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-05T20:31:23.366792] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-05T20:31:23.367604] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-05T20:31:23.367691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:23.367726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:23.367752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:23.367828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:23.426192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:23.426922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:23.427002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:23.427035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:23.548498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:23.548685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:23.548738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:23.548768] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:23.552327] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2025-12-05T20:31:23.552675] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-05T20:31:23.552819] [INFO ] [sig       ] SGC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:23.699851] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SGC.txt
[2025-12-05T20:31:23.700004] [INFO ] [sig       ] [2908/3626] Completed SGC in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:23.700043] [INFO ] [sig       ] [2909/3626] Forecasting SGHC...
[2025-12-05T20:31:23.700079] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-05T20:31:23.700117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-05T20:31:23.711427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-05T20:31:23.711823] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-05T20:31:23.712614] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-05T20:31:23.712671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:23.712705] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:23.712740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:23.712806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:23.769315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:23.770172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:23.770251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:23.770282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:23.892726] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:23.892890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:23.892932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:23.892961] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:23.896245] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-05T20:31:23.896504] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-05T20:31:23.896645] [INFO ] [sig       ] SGHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:24.033567] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SGHC.txt
[2025-12-05T20:31:24.033765] [INFO ] [sig       ] [2909/3626] Completed SGHC in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:24.033806] [INFO ] [sig       ] [2910/3626] Forecasting SGRY...
[2025-12-05T20:31:24.033835] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-05T20:31:24.033865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-05T20:31:24.044270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-05T20:31:24.044630] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-05T20:31:24.045371] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-05T20:31:24.045420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:24.045451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:24.045476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:24.045531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:24.100330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:24.101160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:24.101237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:24.101268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:24.223158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:24.223314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:24.223353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:24.223380] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:24.226684] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-05T20:31:24.226948] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-05T20:31:24.227068] [INFO ] [sig       ] SGRY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:24.364199] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SGRY.txt
[2025-12-05T20:31:24.364327] [INFO ] [sig       ] [2910/3626] Completed SGRY in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:24.364364] [INFO ] [sig       ] [2911/3626] Forecasting SHAK...
[2025-12-05T20:31:24.364393] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-05T20:31:24.364422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-05T20:31:24.374525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2025-12-05T20:31:24.374814] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-05T20:31:24.375541] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-05T20:31:24.375608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:24.375640] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:24.375667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:24.375722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:24.431008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:24.431635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:24.431708] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:24.431740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:24.551967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:24.552097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:24.552135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:24.552162] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:24.555392] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=40.08%)
[2025-12-05T20:31:24.555674] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-05T20:31:24.555794] [INFO ] [sig       ] SHAK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:24.691092] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHAK.txt
[2025-12-05T20:31:24.691218] [INFO ] [sig       ] [2911/3626] Completed SHAK in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:24.691262] [INFO ] [sig       ] [2912/3626] Forecasting SHBI...
[2025-12-05T20:31:24.691291] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-05T20:31:24.691320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-05T20:31:24.701842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-05T20:31:24.702119] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-05T20:31:24.702882] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-05T20:31:24.702930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:24.702961] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:24.702987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:24.703045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:24.759304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:24.759966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:24.760042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:24.760074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:24.881906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:24.882051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:24.882090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:24.882118] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:24.885398] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-05T20:31:24.885677] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-05T20:31:24.885797] [INFO ] [sig       ] SHBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:25.025262] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHBI.txt
[2025-12-05T20:31:25.025431] [INFO ] [sig       ] [2912/3626] Completed SHBI in 0.3s | 2.97 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-05T20:31:25.025473] [INFO ] [sig       ] [2913/3626] Forecasting SHC...
[2025-12-05T20:31:25.025501] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-05T20:31:25.025531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-05T20:31:25.037445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-05T20:31:25.037825] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-05T20:31:25.038640] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-05T20:31:25.038691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:25.038755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:25.038783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:25.038845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:25.096229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:25.096949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:25.097028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:25.097062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:25.215774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:25.215938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:25.215978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:25.216005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:25.219313] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-05T20:31:25.219608] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-05T20:31:25.219729] [INFO ] [sig       ] SHC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:25.358426] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHC.txt
[2025-12-05T20:31:25.358553] [INFO ] [sig       ] [2913/3626] Completed SHC in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:25.358612] [INFO ] [sig       ] [2914/3626] Forecasting SHCO...
[2025-12-05T20:31:25.358643] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-05T20:31:25.358672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-05T20:31:25.368819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-05T20:31:25.369121] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-05T20:31:25.369911] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-05T20:31:25.369972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:25.370010] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:25.370040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:25.370097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:25.428255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:25.428910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:25.428991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:25.429023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:25.550588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:25.550744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:25.550786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:25.550814] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:25.554152] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-05T20:31:25.554424] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-05T20:31:25.554556] [INFO ] [sig       ] SHCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:25.694868] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHCO.txt
[2025-12-05T20:31:25.695006] [INFO ] [sig       ] [2914/3626] Completed SHCO in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:25.695044] [INFO ] [sig       ] [2915/3626] Forecasting SHEL...
[2025-12-05T20:31:25.695077] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-05T20:31:25.695107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-05T20:31:25.705374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2025-12-05T20:31:25.705702] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-05T20:31:25.706468] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-05T20:31:25.706518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:25.706551] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:25.706606] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:25.706666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:25.762954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:25.763929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:25.764015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:25.764047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:25.882933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:25.883093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:25.883149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:25.883178] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:25.886500] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-05T20:31:25.886782] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-05T20:31:25.886903] [INFO ] [sig       ] SHEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:26.023349] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHEL.txt
[2025-12-05T20:31:26.023481] [INFO ] [sig       ] [2915/3626] Completed SHEL in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:26.023518] [INFO ] [sig       ] [2916/3626] Forecasting SHEN...
[2025-12-05T20:31:26.023546] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-05T20:31:26.023594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-05T20:31:26.034670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-05T20:31:26.034937] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-05T20:31:26.035712] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-05T20:31:26.035762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:26.035794] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:26.035819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:26.035874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:26.093151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:26.093853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:26.093929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:26.093962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:26.212680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:26.212828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:26.212875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:26.212940] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:26.216217] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-05T20:31:26.216475] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-05T20:31:26.216611] [INFO ] [sig       ] SHEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:26.353616] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHEN.txt
[2025-12-05T20:31:26.353755] [INFO ] [sig       ] [2916/3626] Completed SHEN in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:26.353793] [INFO ] [sig       ] [2917/3626] Forecasting SHFS...
[2025-12-05T20:31:26.353821] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-05T20:31:26.353852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-05T20:31:26.364182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-05T20:31:26.364532] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-05T20:31:26.365299] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-05T20:31:26.365348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:26.365379] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:26.365404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:26.365459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:26.420903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:26.421765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:26.421849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:26.421880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:26.531710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:26.531877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:26.531926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:26.531962] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:26.535473] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2025-12-05T20:31:26.535763] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-05T20:31:26.535886] [INFO ] [sig       ] SHFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:26.671494] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHFS.txt
[2025-12-05T20:31:26.671649] [INFO ] [sig       ] [2917/3626] Completed SHFS in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:26.671691] [INFO ] [sig       ] [2918/3626] Forecasting SHG...
[2025-12-05T20:31:26.671719] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-05T20:31:26.671748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-05T20:31:26.682148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-05T20:31:26.682415] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-05T20:31:26.683179] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-05T20:31:26.683229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:26.683259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:26.683286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:26.683346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:26.738293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:26.738891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:26.738962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:26.738994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:26.859516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:26.859685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:26.859725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:26.859754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:26.863005] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=11.75%)
[2025-12-05T20:31:26.863266] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-05T20:31:26.863385] [INFO ] [sig       ] SHG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:27.003963] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHG.txt
[2025-12-05T20:31:27.004153] [INFO ] [sig       ] [2918/3626] Completed SHG in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:27.004207] [INFO ] [sig       ] [2919/3626] Forecasting SHIP...
[2025-12-05T20:31:27.004237] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-05T20:31:27.004268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-05T20:31:27.015784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-05T20:31:27.016160] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-05T20:31:27.016969] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-05T20:31:27.017020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:27.017067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:27.017094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:27.017149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:27.083539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:27.084366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:27.084445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:27.084477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:27.202409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:27.202552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:27.202608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:27.202637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:27.205898] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=12.51%)
[2025-12-05T20:31:27.206155] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-05T20:31:27.206275] [INFO ] [sig       ] SHIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:27.342643] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHIP.txt
[2025-12-05T20:31:27.342785] [INFO ] [sig       ] [2919/3626] Completed SHIP in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:27.342823] [INFO ] [sig       ] [2920/3626] Forecasting SHLS...
[2025-12-05T20:31:27.342853] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-05T20:31:27.342882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-05T20:31:27.353247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2025-12-05T20:31:27.353506] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-05T20:31:27.354251] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-05T20:31:27.354301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:27.354331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:27.354357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:27.354412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:27.412937] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:27.413644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:27.413736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:27.413768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:27.532203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:27.532353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:27.532392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:27.532420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:27.535701] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-05T20:31:27.535963] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-05T20:31:27.536082] [INFO ] [sig       ] SHLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:27.671973] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHLS.txt
[2025-12-05T20:31:27.672114] [INFO ] [sig       ] [2920/3626] Completed SHLS in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:27.672345] [INFO ] [sig       ] [2921/3626] Forecasting SHO...
[2025-12-05T20:31:27.672374] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-05T20:31:27.672405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-05T20:31:27.683869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2025-12-05T20:31:27.684191] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-05T20:31:27.684966] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-05T20:31:27.685016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:27.685046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:27.685071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:27.685125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:27.741130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:27.741818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:27.741899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:27.741931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:27.859636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:27.859795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:27.859834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:27.859863] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:27.863239] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=5.67%)
[2025-12-05T20:31:27.863556] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-05T20:31:27.863709] [INFO ] [sig       ] SHO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:27.998629] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHO.txt
[2025-12-05T20:31:27.998742] [INFO ] [sig       ] [2921/3626] Completed SHO in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:27.998777] [INFO ] [sig       ] [2922/3626] Forecasting SHOC...
[2025-12-05T20:31:27.998806] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-05T20:31:27.998835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-05T20:31:28.009993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-05T20:31:28.010342] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-05T20:31:28.011190] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-05T20:31:28.011245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:28.011280] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:28.011315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:28.011373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:28.068715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:28.069675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:28.069769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:28.069805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:28.182802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:28.182958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:28.183001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:28.183029] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:28.186463] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-05T20:31:28.186763] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-05T20:31:28.186894] [INFO ] [sig       ] SHOC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:28.332325] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHOC.txt
[2025-12-05T20:31:28.332475] [INFO ] [sig       ] [2922/3626] Completed SHOC in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 4.0m
[2025-12-05T20:31:28.332519] [INFO ] [sig       ] [2923/3626] Forecasting SHOO...
[2025-12-05T20:31:28.332550] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-05T20:31:28.332610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-05T20:31:28.343822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-05T20:31:28.344124] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-05T20:31:28.344903] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-05T20:31:28.344952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:28.344982] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:28.345008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:28.345062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:28.400245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:28.400827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:28.400928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:28.400960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:28.520511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:28.520671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:28.520710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:28.520737] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:28.524023] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-05T20:31:28.524282] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-05T20:31:28.524401] [INFO ] [sig       ] SHOO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:28.661853] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHOO.txt
[2025-12-05T20:31:28.661958] [INFO ] [sig       ] [2923/3626] Completed SHOO in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:28.661994] [INFO ] [sig       ] [2924/3626] Forecasting SHOP...
[2025-12-05T20:31:28.662022] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-05T20:31:28.662051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-05T20:31:28.672470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-05T20:31:28.672746] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-05T20:31:28.673479] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-05T20:31:28.673527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:28.673558] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:28.673605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:28.673662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:28.730098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:28.730809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:28.730884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:28.730916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:28.852918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:28.853042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:28.853094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:28.853127] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:28.856273] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: DOWN (p=15.74%)
[2025-12-05T20:31:28.856529] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-05T20:31:28.856682] [INFO ] [sig       ] SHOP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:28.994846] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SHOP.txt
[2025-12-05T20:31:28.994975] [INFO ] [sig       ] [2924/3626] Completed SHOP in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:28.995018] [INFO ] [sig       ] [2925/3626] Forecasting SHPH...
[2025-12-05T20:31:28.995046] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-12-05T20:31:28.995075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-12-05T20:31:29.005424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-12-05T20:31:29.005717] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-12-05T20:31:29.006484] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-12-05T20:31:29.006533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:29.006563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:29.006609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:29.006669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:29.063166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:29.063993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:29.064072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:29.064104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:29.177825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:29.177972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:29.178012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:29.178039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:29.181312] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: UP (p=70.29%)
[2025-12-05T20:31:29.181589] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-12-05T20:31:29.181711] [INFO ] [sig       ] SHPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:29.320292] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHPH.txt
[2025-12-05T20:31:29.320407] [INFO ] [sig       ] [2925/3626] Completed SHPH in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:29.320443] [INFO ] [sig       ] [2926/3626] Forecasting SHY...
[2025-12-05T20:31:29.320471] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-05T20:31:29.320501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-05T20:31:29.330883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-05T20:31:29.331123] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-05T20:31:29.331871] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-05T20:31:29.331920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:29.331951] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:29.331978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:29.332033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:29.387318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:29.387927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:29.388023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:29.388055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:29.505391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:29.505512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:29.505548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:29.505609] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:29.508750] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2025-12-05T20:31:29.509004] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-05T20:31:29.509122] [INFO ] [sig       ] SHY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:29.645913] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SHY.txt
[2025-12-05T20:31:29.646050] [INFO ] [sig       ] [2926/3626] Completed SHY in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:29.646088] [INFO ] [sig       ] [2927/3626] Forecasting SIBN...
[2025-12-05T20:31:29.646116] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-05T20:31:29.646145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-05T20:31:29.656299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-05T20:31:29.656596] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-05T20:31:29.657323] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-05T20:31:29.657372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:29.657402] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:29.657428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:29.657483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:29.713510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:29.714086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:29.714162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:29.714197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:29.830743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:29.830842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:29.830877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:29.830905] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:29.833910] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-12-05T20:31:29.834166] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-05T20:31:29.834284] [INFO ] [sig       ] SIBN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:29.970056] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SIBN.txt
[2025-12-05T20:31:29.970163] [INFO ] [sig       ] [2927/3626] Completed SIBN in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:29.970199] [INFO ] [sig       ] [2928/3626] Forecasting SID...
[2025-12-05T20:31:29.970227] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-05T20:31:29.970256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-05T20:31:29.980754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-05T20:31:29.980988] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-05T20:31:29.981730] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-05T20:31:29.981779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:29.981810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:29.981836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:29.981892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:30.037894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:30.038446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:30.038532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:30.038563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:30.153979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:30.154098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:30.154132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:30.154159] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:30.157283] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: UP (p=59.63%)
[2025-12-05T20:31:30.157536] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-05T20:31:30.157672] [INFO ] [sig       ] SID: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:30.294159] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SID.txt
[2025-12-05T20:31:30.294272] [INFO ] [sig       ] [2928/3626] Completed SID in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:30.294308] [INFO ] [sig       ] [2929/3626] Forecasting SIEB...
[2025-12-05T20:31:30.294336] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-05T20:31:30.294365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-05T20:31:30.304281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2025-12-05T20:31:30.304536] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-05T20:31:30.305291] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-05T20:31:30.305341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:30.305372] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:30.305398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:30.305453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:30.361651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:30.362224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:30.362295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:30.362326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:30.472320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:30.472432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:30.472468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:30.472495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:30.475624] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=42.23%)
[2025-12-05T20:31:30.475876] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-05T20:31:30.475996] [INFO ] [sig       ] SIEB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:30.612979] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SIEB.txt
[2025-12-05T20:31:30.613080] [INFO ] [sig       ] [2929/3626] Completed SIEB in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:30.613116] [INFO ] [sig       ] [2930/3626] Forecasting SIFY...
[2025-12-05T20:31:30.613144] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-05T20:31:30.613173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-05T20:31:30.624257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-05T20:31:30.624557] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-05T20:31:30.625360] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-05T20:31:30.625409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:30.625471] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:30.625510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:30.625566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:30.680666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:30.681254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:30.681332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:30.681364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:30.797061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:30.797166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:30.797201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:30.797227] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:30.800369] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-05T20:31:30.800646] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-05T20:31:30.800770] [INFO ] [sig       ] SIFY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:30.936049] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SIFY.txt
[2025-12-05T20:31:30.936180] [INFO ] [sig       ] [2930/3626] Completed SIFY in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:30.936217] [INFO ] [sig       ] [2931/3626] Forecasting SIG...
[2025-12-05T20:31:30.936244] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-05T20:31:30.936274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-05T20:31:30.946956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-05T20:31:30.947232] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-05T20:31:30.948060] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-05T20:31:30.948111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:30.948141] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:30.948167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:30.948221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:31.004263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:31.005148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:31.005233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:31.005265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:31.119592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:31.119761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:31.119802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:31.119831] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:31.123151] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-05T20:31:31.123418] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-05T20:31:31.123541] [INFO ] [sig       ] SIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:31.259124] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SIG.txt
[2025-12-05T20:31:31.259258] [INFO ] [sig       ] [2931/3626] Completed SIG in 0.3s | 2.97 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-05T20:31:31.259295] [INFO ] [sig       ] [2932/3626] Forecasting SIGA...
[2025-12-05T20:31:31.259323] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-05T20:31:31.259353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-05T20:31:31.269557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-05T20:31:31.269852] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-05T20:31:31.270646] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-05T20:31:31.270695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:31.270726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:31.270751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:31.270807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:31.325919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:31.326488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:31.326563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:31.326612] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:31.446859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:31.447002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:31.447040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:31.447066] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:31.450416] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=65.50%)
[2025-12-05T20:31:31.450696] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-05T20:31:31.450832] [INFO ] [sig       ] SIGA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:31.587529] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SIGA.txt
[2025-12-05T20:31:31.587668] [INFO ] [sig       ] [2932/3626] Completed SIGA in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:31.587707] [INFO ] [sig       ] [2933/3626] Forecasting SIGI...
[2025-12-05T20:31:31.587735] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-05T20:31:31.587764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-05T20:31:31.598431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-05T20:31:31.598739] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-05T20:31:31.599551] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-05T20:31:31.599627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:31.599661] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:31.599686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:31.599742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:31.657187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:31.657830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:31.657908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:31.657941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:31.776757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:31.776863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:31.776901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:31.776958] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:31.781321] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-05T20:31:31.781616] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-05T20:31:31.781749] [INFO ] [sig       ] SIGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:31.917812] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SIGI.txt
[2025-12-05T20:31:31.917918] [INFO ] [sig       ] [2933/3626] Completed SIGI in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:31.917954] [INFO ] [sig       ] [2934/3626] Forecasting SII...
[2025-12-05T20:31:31.917982] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-05T20:31:31.918018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-05T20:31:31.928665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2025-12-05T20:31:31.928970] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-05T20:31:31.929802] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-05T20:31:31.929853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:31.929885] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:31.929911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:31.929967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:31.986618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:31.987546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:31.987645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:31.987678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:32.101208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:32.101362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:32.101401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:32.101429] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:32.104709] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=67.69%)
[2025-12-05T20:31:32.104970] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-05T20:31:32.105093] [INFO ] [sig       ] SII: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:32.241823] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SII.txt
[2025-12-05T20:31:32.241973] [INFO ] [sig       ] [2934/3626] Completed SII in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:32.242011] [INFO ] [sig       ] [2935/3626] Forecasting SIMO...
[2025-12-05T20:31:32.242040] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-05T20:31:32.242070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-05T20:31:32.252805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-05T20:31:32.253119] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-05T20:31:32.253875] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-05T20:31:32.253924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:32.253954] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:32.253980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:32.254035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:32.311966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:32.312922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:32.313007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:32.313040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:32.434900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:32.435050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:32.435090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:32.435119] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:32.438599] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=87.77%)
[2025-12-05T20:31:32.438880] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-05T20:31:32.439009] [INFO ] [sig       ] SIMO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:32.583203] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SIMO.txt
[2025-12-05T20:31:32.583354] [INFO ] [sig       ] [2935/3626] Completed SIMO in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:32.583393] [INFO ] [sig       ] [2936/3626] Forecasting SIRI...
[2025-12-05T20:31:32.583421] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-05T20:31:32.583452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-05T20:31:32.595097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-05T20:31:32.595441] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-05T20:31:32.596365] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-05T20:31:32.596416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:32.596454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:32.596493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:32.596558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:32.655083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:32.655903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:32.655984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:32.656017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:32.779985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:32.780133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:32.780174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:32.780202] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:32.783783] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-05T20:31:32.784094] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-05T20:31:32.784238] [INFO ] [sig       ] SIRI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:32.926644] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SIRI.txt
[2025-12-05T20:31:32.926792] [INFO ] [sig       ] [2936/3626] Completed SIRI in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:32.926831] [INFO ] [sig       ] [2937/3626] Forecasting SITC...
[2025-12-05T20:31:32.926859] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-05T20:31:32.926888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-05T20:31:32.941004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-05T20:31:32.941442] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-05T20:31:32.942562] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-05T20:31:32.942653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:32.942703] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:32.942750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:32.942843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:33.007762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:33.008623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:33.008701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:33.008734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:33.130942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:33.131088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:33.131127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:33.131172] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:33.134421] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-05T20:31:33.134704] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-05T20:31:33.134825] [INFO ] [sig       ] SITC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:33.272214] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SITC.txt
[2025-12-05T20:31:33.272364] [INFO ] [sig       ] [2937/3626] Completed SITC in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:33.272403] [INFO ] [sig       ] [2938/3626] Forecasting SITE...
[2025-12-05T20:31:33.272432] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-05T20:31:33.272462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-05T20:31:33.282661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-05T20:31:33.282936] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-05T20:31:33.283687] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-05T20:31:33.283736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:33.283766] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:33.283793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:33.283848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:33.338453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:33.339131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:33.339220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:33.339251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:33.454934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:33.455074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:33.455112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:33.455139] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:33.458373] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2025-12-05T20:31:33.458650] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-05T20:31:33.458768] [INFO ] [sig       ] SITE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:33.598297] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SITE.txt
[2025-12-05T20:31:33.598550] [INFO ] [sig       ] [2938/3626] Completed SITE in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:33.598628] [INFO ] [sig       ] [2939/3626] Forecasting SITM...
[2025-12-05T20:31:33.598660] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-05T20:31:33.598689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-05T20:31:33.610304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-05T20:31:33.610711] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-05T20:31:33.611495] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-05T20:31:33.611546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:33.611606] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:33.611637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:33.611701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:33.672215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:33.673104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:33.673189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:33.673225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:33.805173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:33.805341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:33.805389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:33.805422] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:33.809372] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2025-12-05T20:31:33.809692] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-05T20:31:33.809827] [INFO ] [sig       ] SITM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:33.956589] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SITM.txt
[2025-12-05T20:31:33.956741] [INFO ] [sig       ] [2939/3626] Completed SITM in 0.4s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:33.956780] [INFO ] [sig       ] [2940/3626] Forecasting SIXG...
[2025-12-05T20:31:33.956811] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-05T20:31:33.956841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-05T20:31:33.968414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-05T20:31:33.968800] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-05T20:31:33.969646] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-05T20:31:33.969699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:33.969731] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:33.969759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:33.969817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:34.029734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:34.030549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:34.030677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:34.030712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:34.149974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:34.150137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:34.150185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:34.150220] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:34.153832] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2025-12-05T20:31:34.154129] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-05T20:31:34.154283] [INFO ] [sig       ] SIXG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:34.299304] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SIXG.txt
[2025-12-05T20:31:34.299488] [INFO ] [sig       ] [2940/3626] Completed SIXG in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.9m
[2025-12-05T20:31:34.299539] [INFO ] [sig       ] [2941/3626] Forecasting SJM...
[2025-12-05T20:31:34.299599] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-05T20:31:34.299643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-05T20:31:34.311554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-05T20:31:34.311962] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-05T20:31:34.312798] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-05T20:31:34.312850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:34.312883] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:34.312910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:34.312982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:34.372893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:34.373774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:34.373852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:34.373884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:34.495744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:34.495894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:34.495933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:34.495962] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:34.499330] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-05T20:31:34.499605] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-05T20:31:34.499729] [INFO ] [sig       ] SJM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:34.638922] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SJM.txt
[2025-12-05T20:31:34.639057] [INFO ] [sig       ] [2941/3626] Completed SJM in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:34.639094] [INFO ] [sig       ] [2942/3626] Forecasting SKE...
[2025-12-05T20:31:34.639123] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-05T20:31:34.639153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-05T20:31:34.649790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-05T20:31:34.650112] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-05T20:31:34.650882] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-05T20:31:34.650931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:34.650962] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:34.650988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:34.651043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:34.707176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:34.707871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:34.707948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:34.707980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:34.831275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:34.831420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:34.831461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:34.831489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:34.834844] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-05T20:31:34.835105] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-05T20:31:34.835224] [INFO ] [sig       ] SKE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:34.973494] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKE.txt
[2025-12-05T20:31:34.973658] [INFO ] [sig       ] [2942/3626] Completed SKE in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:34.973699] [INFO ] [sig       ] [2943/3626] Forecasting SKIL...
[2025-12-05T20:31:34.973729] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-05T20:31:34.973760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-05T20:31:34.984421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-05T20:31:34.984779] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-05T20:31:34.985608] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-05T20:31:34.985685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:34.985720] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:34.985747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:34.985804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:35.041134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:35.041877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:35.041953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:35.041985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:35.161405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:35.161557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:35.161615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:35.161646] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:35.165013] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2025-12-05T20:31:35.165284] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-05T20:31:35.165412] [INFO ] [sig       ] SKIL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:35.303010] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SKIL.txt
[2025-12-05T20:31:35.303208] [INFO ] [sig       ] [2943/3626] Completed SKIL in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:35.303260] [INFO ] [sig       ] [2944/3626] Forecasting SKIN...
[2025-12-05T20:31:35.303300] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-05T20:31:35.303342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-05T20:31:35.314461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-05T20:31:35.314878] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-05T20:31:35.315671] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-05T20:31:35.315721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:35.315753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:35.315779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:35.315835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:35.373768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:35.374807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:35.374890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:35.374924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:35.499404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:35.499549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:35.499607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:35.499640] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:35.502976] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-05T20:31:35.503257] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-05T20:31:35.503381] [INFO ] [sig       ] SKIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:35.641687] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SKIN.txt
[2025-12-05T20:31:35.641820] [INFO ] [sig       ] [2944/3626] Completed SKIN in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:35.641857] [INFO ] [sig       ] [2945/3626] Forecasting SKLZ...
[2025-12-05T20:31:35.641885] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-05T20:31:35.641915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-05T20:31:35.652342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-05T20:31:35.652656] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-05T20:31:35.653441] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-05T20:31:35.653492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:35.653523] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:35.653551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:35.653630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:35.712201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:35.713006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:35.713087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:35.713120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:35.832937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:35.833099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:35.833151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:35.833191] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:35.836506] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-05T20:31:35.836784] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-05T20:31:35.836907] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:35.974711] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SKLZ.txt
[2025-12-05T20:31:35.974836] [INFO ] [sig       ] [2945/3626] Completed SKLZ in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:35.974873] [INFO ] [sig       ] [2946/3626] Forecasting SKM...
[2025-12-05T20:31:35.974902] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-05T20:31:35.974932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-05T20:31:35.985149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-05T20:31:35.985428] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-05T20:31:35.986185] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-05T20:31:35.986234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:35.986266] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:35.986292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:35.986348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:36.042511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:36.043279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:36.043372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:36.043415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:36.162624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:36.162777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:36.162816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:36.162846] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:36.166199] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=90.13%)
[2025-12-05T20:31:36.166486] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-05T20:31:36.166637] [INFO ] [sig       ] SKM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:36.306122] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKM.txt
[2025-12-05T20:31:36.306282] [INFO ] [sig       ] [2946/3626] Completed SKM in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:36.306327] [INFO ] [sig       ] [2947/3626] Forecasting SKRE...
[2025-12-05T20:31:36.306357] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-05T20:31:36.306388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-05T20:31:36.316890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-05T20:31:36.317165] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-05T20:31:36.317983] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-05T20:31:36.318033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:36.318093] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:36.318124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:36.318193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:36.380896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:36.381757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:36.381837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:36.381870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:36.498746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:36.498891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:36.498929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:36.498956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:36.502231] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-05T20:31:36.502487] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-05T20:31:36.502625] [INFO ] [sig       ] SKRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:36.642025] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SKRE.txt
[2025-12-05T20:31:36.642144] [INFO ] [sig       ] [2947/3626] Completed SKRE in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:36.642181] [INFO ] [sig       ] [2948/3626] Forecasting SKWD...
[2025-12-05T20:31:36.642210] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-05T20:31:36.642242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-05T20:31:36.652534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-05T20:31:36.652824] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-05T20:31:36.653565] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-05T20:31:36.653637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:36.653669] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:36.653695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:36.653750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:36.708832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:36.709417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:36.709489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:36.709520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:36.832328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:36.832464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:36.832503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:36.832531] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:36.835846] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2025-12-05T20:31:36.836120] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-05T20:31:36.836245] [INFO ] [sig       ] SKWD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:36.972974] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKWD.txt
[2025-12-05T20:31:36.973103] [INFO ] [sig       ] [2948/3626] Completed SKWD in 0.3s | 2.97 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-05T20:31:36.973141] [INFO ] [sig       ] [2949/3626] Forecasting SKY...
[2025-12-05T20:31:36.973170] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-05T20:31:36.973198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-05T20:31:36.983555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-05T20:31:36.983834] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-05T20:31:36.984602] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-05T20:31:36.984664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:36.984697] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:36.984723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:36.984777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:37.042227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:37.043059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:37.043141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:37.043174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:37.166486] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:37.166650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:37.166689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:37.166717] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:37.170059] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=40.58%)
[2025-12-05T20:31:37.170322] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-05T20:31:37.170445] [INFO ] [sig       ] SKY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:37.310752] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SKY.txt
[2025-12-05T20:31:37.310885] [INFO ] [sig       ] [2949/3626] Completed SKY in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:37.310924] [INFO ] [sig       ] [2950/3626] Forecasting SKYE...
[2025-12-05T20:31:37.310953] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-05T20:31:37.310983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-05T20:31:37.321517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-05T20:31:37.321804] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-05T20:31:37.322569] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-05T20:31:37.322637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:37.322669] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:37.322694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:37.322751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:37.379730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:37.380415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:37.380491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:37.380524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:37.501362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:37.501523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:37.501565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:37.501636] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:37.505088] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=91.30%)
[2025-12-05T20:31:37.505362] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-05T20:31:37.505490] [INFO ] [sig       ] SKYE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:37.645097] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKYE.txt
[2025-12-05T20:31:37.645232] [INFO ] [sig       ] [2950/3626] Completed SKYE in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:37.645285] [INFO ] [sig       ] [2951/3626] Forecasting SKYH...
[2025-12-05T20:31:37.645320] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-05T20:31:37.645349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-05T20:31:37.655811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-05T20:31:37.656066] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-05T20:31:37.656869] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-05T20:31:37.656918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:37.656948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:37.656973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:37.657028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:37.715109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:37.715783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:37.715858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:37.715891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:37.835469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:37.835629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:37.835669] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:37.835697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:37.839013] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-05T20:31:37.839286] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-05T20:31:37.839411] [INFO ] [sig       ] SKYH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:37.978505] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKYH.txt
[2025-12-05T20:31:37.978644] [INFO ] [sig       ] [2951/3626] Completed SKYH in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:37.978683] [INFO ] [sig       ] [2952/3626] Forecasting SKYX...
[2025-12-05T20:31:37.978712] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-05T20:31:37.978741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-05T20:31:37.990253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-05T20:31:37.990630] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-05T20:31:37.991414] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-05T20:31:37.991466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:37.991497] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:37.991523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:37.991595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:38.046975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:38.047854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:38.047934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:38.047966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:38.160701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:38.160844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:38.160882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:38.160912] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:38.164289] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=56.20%)
[2025-12-05T20:31:38.164548] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-05T20:31:38.164688] [INFO ] [sig       ] SKYX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:38.322216] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKYX.txt
[2025-12-05T20:31:38.322612] [INFO ] [sig       ] [2952/3626] Completed SKYX in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:38.322664] [INFO ] [sig       ] [2953/3626] Forecasting SKYY...
[2025-12-05T20:31:38.322696] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-05T20:31:38.322726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-05T20:31:38.334846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2025-12-05T20:31:38.335106] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-05T20:31:38.335858] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-05T20:31:38.335908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:38.335940] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:38.335965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:38.336020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:38.392958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:38.393606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:38.393682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:38.393714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:38.515166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:38.515302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:38.515340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:38.515367] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:38.518635] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2025-12-05T20:31:38.518891] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-05T20:31:38.519007] [INFO ] [sig       ] SKYY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:38.664193] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SKYY.txt
[2025-12-05T20:31:38.664331] [INFO ] [sig       ] [2953/3626] Completed SKYY in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:38.664371] [INFO ] [sig       ] [2954/3626] Forecasting SLAB...
[2025-12-05T20:31:38.664399] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-05T20:31:38.664428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-05T20:31:38.675129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-05T20:31:38.675405] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-05T20:31:38.676194] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-05T20:31:38.676255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:38.676309] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:38.676343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:38.676407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:38.734640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:38.735276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:38.735351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:38.735384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:38.855178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:38.855325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:38.855364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:38.855392] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:38.858651] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-05T20:31:38.858908] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-05T20:31:38.859027] [INFO ] [sig       ] SLAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:39.004375] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLAB.txt
[2025-12-05T20:31:39.004494] [INFO ] [sig       ] [2954/3626] Completed SLAB in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:39.004531] [INFO ] [sig       ] [2955/3626] Forecasting SLB...
[2025-12-05T20:31:39.004559] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-05T20:31:39.004607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-05T20:31:39.015203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-05T20:31:39.015481] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-05T20:31:39.016255] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-05T20:31:39.016316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:39.016352] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:39.016381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:39.016435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:39.072359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:39.072957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:39.073031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:39.073063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:39.191414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:39.191561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:39.191617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:39.191646] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:39.194960] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=52.38%)
[2025-12-05T20:31:39.195225] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-05T20:31:39.195345] [INFO ] [sig       ] SLB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:39.330993] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLB.txt
[2025-12-05T20:31:39.331116] [INFO ] [sig       ] [2955/3626] Completed SLB in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:39.331153] [INFO ] [sig       ] [2956/3626] Forecasting SLDB...
[2025-12-05T20:31:39.331182] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-05T20:31:39.331210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-05T20:31:39.341524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-05T20:31:39.341809] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-05T20:31:39.342553] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-05T20:31:39.342620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:39.342651] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:39.342677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:39.342731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:39.400289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:39.400935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:39.401011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:39.401043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:39.522426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:39.522585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:39.522626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:39.522660] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:39.525933] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: UP (p=70.14%)
[2025-12-05T20:31:39.526192] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-05T20:31:39.526314] [INFO ] [sig       ] SLDB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:39.664475] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLDB.txt
[2025-12-05T20:31:39.664619] [INFO ] [sig       ] [2956/3626] Completed SLDB in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:39.664659] [INFO ] [sig       ] [2957/3626] Forecasting SLDP...
[2025-12-05T20:31:39.664693] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-05T20:31:39.664722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-05T20:31:39.675214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-05T20:31:39.675521] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-05T20:31:39.676376] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-05T20:31:39.676427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:39.676457] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:39.676482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:39.676537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:39.733041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:39.733697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:39.733798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:39.733832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:39.850561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:39.850710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:39.850747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:39.850775] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:39.854036] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2025-12-05T20:31:39.854304] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-05T20:31:39.854421] [INFO ] [sig       ] SLDP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:39.990499] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLDP.txt
[2025-12-05T20:31:39.990631] [INFO ] [sig       ] [2957/3626] Completed SLDP in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.8m
[2025-12-05T20:31:39.990676] [INFO ] [sig       ] [2958/3626] Forecasting SLF...
[2025-12-05T20:31:39.990706] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-05T20:31:39.990735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-05T20:31:40.001250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-05T20:31:40.001522] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-05T20:31:40.002271] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-05T20:31:40.002321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:40.002351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:40.002378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:40.002433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:40.059829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:40.060692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:40.060775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:40.060807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:40.181191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:40.181338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:40.181377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:40.181406] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:40.184656] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-05T20:31:40.184913] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-05T20:31:40.185031] [INFO ] [sig       ] SLF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:40.322397] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLF.txt
[2025-12-05T20:31:40.322521] [INFO ] [sig       ] [2958/3626] Completed SLF in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:40.322559] [INFO ] [sig       ] [2959/3626] Forecasting SLG...
[2025-12-05T20:31:40.322609] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-05T20:31:40.322640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-05T20:31:40.332563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-05T20:31:40.332864] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-05T20:31:40.333643] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-05T20:31:40.333692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:40.333723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:40.333750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:40.333807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:40.394064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:40.394738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:40.394818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:40.394850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:40.513669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:40.513815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:40.513855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:40.513884] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:40.517279] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-05T20:31:40.517545] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-05T20:31:40.517701] [INFO ] [sig       ] SLG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:40.655828] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLG.txt
[2025-12-05T20:31:40.655946] [INFO ] [sig       ] [2959/3626] Completed SLG in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:40.655984] [INFO ] [sig       ] [2960/3626] Forecasting SLGN...
[2025-12-05T20:31:40.656014] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-05T20:31:40.656042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-05T20:31:40.666886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-05T20:31:40.667162] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-05T20:31:40.667957] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-05T20:31:40.668006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:40.668037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:40.668063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:40.668117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:40.725029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:40.725676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:40.725751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:40.725784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:40.844357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:40.844501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:40.844542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:40.844588] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:40.847944] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2025-12-05T20:31:40.848211] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-05T20:31:40.848357] [INFO ] [sig       ] SLGN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:40.988144] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLGN.txt
[2025-12-05T20:31:40.988310] [INFO ] [sig       ] [2960/3626] Completed SLGN in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:40.988349] [INFO ] [sig       ] [2961/3626] Forecasting SLM...
[2025-12-05T20:31:40.988379] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-05T20:31:40.988408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-05T20:31:40.999429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2025-12-05T20:31:40.999841] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-05T20:31:41.000641] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-05T20:31:41.000692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:41.000722] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:41.000748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:41.000803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:41.056673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:41.057535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:41.057643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:41.057677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:41.173366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:41.173528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:41.173602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:41.173633] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:41.176929] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-05T20:31:41.177191] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-05T20:31:41.177308] [INFO ] [sig       ] SLM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:41.312313] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLM.txt
[2025-12-05T20:31:41.312434] [INFO ] [sig       ] [2961/3626] Completed SLM in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:41.312471] [INFO ] [sig       ] [2962/3626] Forecasting SLN...
[2025-12-05T20:31:41.312501] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-05T20:31:41.312529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-05T20:31:41.323425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-05T20:31:41.323749] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-05T20:31:41.324500] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-05T20:31:41.324549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:41.324596] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:41.324625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:41.324679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:41.379674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:41.380260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:41.380340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:41.380371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:41.499044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:41.499172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:41.499209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:41.499236] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:41.502463] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: DOWN (p=17.50%)
[2025-12-05T20:31:41.502738] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-05T20:31:41.502858] [INFO ] [sig       ] SLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:41.640387] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLN.txt
[2025-12-05T20:31:41.640508] [INFO ] [sig       ] [2962/3626] Completed SLN in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:41.640545] [INFO ] [sig       ] [2963/3626] Forecasting SLNO...
[2025-12-05T20:31:41.640590] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-05T20:31:41.640622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-05T20:31:41.651623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-05T20:31:41.651942] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-05T20:31:41.652728] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-05T20:31:41.652777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:41.652809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:41.652834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:41.652889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:41.709020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:41.709823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:41.709919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:41.709951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:41.829330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:41.829486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:41.829527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:41.829554] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:41.832885] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-05T20:31:41.833153] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-05T20:31:41.833279] [INFO ] [sig       ] SLNO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:41.969862] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLNO.txt
[2025-12-05T20:31:41.969977] [INFO ] [sig       ] [2963/3626] Completed SLNO in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:41.970014] [INFO ] [sig       ] [2964/3626] Forecasting SLP...
[2025-12-05T20:31:41.970043] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-05T20:31:41.970072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-05T20:31:41.983797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2025-12-05T20:31:41.984118] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-05T20:31:41.984876] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-05T20:31:41.984925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:41.984989] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:41.985018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:41.985073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:42.041629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:42.042190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:42.042265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:42.042303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:42.157052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:42.157215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:42.157254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:42.157282] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:42.160626] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-05T20:31:42.160884] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-05T20:31:42.161000] [INFO ] [sig       ] SLP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:42.298651] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLP.txt
[2025-12-05T20:31:42.298800] [INFO ] [sig       ] [2964/3626] Completed SLP in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:42.298839] [INFO ] [sig       ] [2965/3626] Forecasting SLQD...
[2025-12-05T20:31:42.298868] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-05T20:31:42.298897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-05T20:31:42.309227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-05T20:31:42.309524] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-05T20:31:42.310274] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-05T20:31:42.310326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:42.310373] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:42.310401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:42.310456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:42.366388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:42.367232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:42.367312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:42.367345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:42.498545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:42.498724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:42.498766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:42.498795] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:42.502507] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=45.11%)
[2025-12-05T20:31:42.502908] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-05T20:31:42.503058] [INFO ] [sig       ] SLQD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:42.650872] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLQD.txt
[2025-12-05T20:31:42.651024] [INFO ] [sig       ] [2965/3626] Completed SLQD in 0.4s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:42.651061] [INFO ] [sig       ] [2966/3626] Forecasting SLRC...
[2025-12-05T20:31:42.651090] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-05T20:31:42.651119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-05T20:31:42.662480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-05T20:31:42.662839] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-05T20:31:42.663600] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-05T20:31:42.663648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:42.663679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:42.663705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:42.663759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:42.719021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:42.719632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:42.719704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:42.719736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:42.833217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:42.833374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:42.833412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:42.833439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:42.836731] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=44.38%)
[2025-12-05T20:31:42.836998] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-05T20:31:42.837120] [INFO ] [sig       ] SLRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:42.972662] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLRC.txt
[2025-12-05T20:31:42.972777] [INFO ] [sig       ] [2966/3626] Completed SLRC in 0.3s | 2.97 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-05T20:31:42.972813] [INFO ] [sig       ] [2967/3626] Forecasting SLS...
[2025-12-05T20:31:42.972841] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-05T20:31:42.972871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-05T20:31:42.983203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-05T20:31:42.983463] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-05T20:31:42.984211] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-05T20:31:42.984260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:42.984290] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:42.984316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:42.984370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:43.040234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:43.040812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:43.040884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:43.040915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:43.154995] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:43.155108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:43.155148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:43.155203] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:43.158354] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-05T20:31:43.158627] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-05T20:31:43.158746] [INFO ] [sig       ] SLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:43.294854] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLS.txt
[2025-12-05T20:31:43.294964] [INFO ] [sig       ] [2967/3626] Completed SLS in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:43.295000] [INFO ] [sig       ] [2968/3626] Forecasting SLVM...
[2025-12-05T20:31:43.295028] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-05T20:31:43.295056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-05T20:31:43.305123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2025-12-05T20:31:43.305372] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-05T20:31:43.306127] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-05T20:31:43.306176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:43.306206] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:43.306232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:43.306286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:43.362241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:43.362816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:43.362887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:43.362918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:43.484596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:43.484732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:43.484770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:43.484797] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:43.488047] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=9.63%)
[2025-12-05T20:31:43.488319] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-05T20:31:43.488459] [INFO ] [sig       ] SLVM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:43.624742] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLVM.txt
[2025-12-05T20:31:43.624854] [INFO ] [sig       ] [2968/3626] Completed SLVM in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:43.624890] [INFO ] [sig       ] [2969/3626] Forecasting SLVO...
[2025-12-05T20:31:43.624925] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-05T20:31:43.624954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-05T20:31:43.636289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-05T20:31:43.636663] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-05T20:31:43.637425] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-05T20:31:43.637474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:43.637505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:43.637530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:43.637607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:43.695064] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:43.695822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:43.695907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:43.695940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:43.816243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:43.816425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:43.816466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:43.816494] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:43.819865] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=87.37%)
[2025-12-05T20:31:43.820133] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-05T20:31:43.820255] [INFO ] [sig       ] SLVO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:43.956423] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SLVO.txt
[2025-12-05T20:31:43.956555] [INFO ] [sig       ] [2969/3626] Completed SLVO in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:43.956611] [INFO ] [sig       ] [2970/3626] Forecasting SLXN...
[2025-12-05T20:31:43.956641] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-05T20:31:43.956671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-05T20:31:43.967880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-05T20:31:43.968193] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-05T20:31:43.969015] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-05T20:31:43.969064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:43.969094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:43.969119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:43.969174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:44.024666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:44.025478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:44.025558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:44.025608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:44.141830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:44.141988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:44.142028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:44.142054] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:44.145395] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2025-12-05T20:31:44.145677] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-05T20:31:44.145797] [INFO ] [sig       ] SLXN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:44.283096] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SLXN.txt
[2025-12-05T20:31:44.283261] [INFO ] [sig       ] [2970/3626] Completed SLXN in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:44.283300] [INFO ] [sig       ] [2971/3626] Forecasting SM...
[2025-12-05T20:31:44.283329] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-05T20:31:44.283366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-05T20:31:44.293963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-05T20:31:44.294313] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-05T20:31:44.295101] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-05T20:31:44.295149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:44.295179] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:44.295204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:44.295259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:44.350830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:44.351716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:44.351797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:44.351828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:44.471838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:44.472009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:44.472049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:44.472076] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:44.475549] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=59.67%)
[2025-12-05T20:31:44.475875] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-05T20:31:44.476007] [INFO ] [sig       ] SM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:44.615915] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SM.txt
[2025-12-05T20:31:44.616069] [INFO ] [sig       ] [2971/3626] Completed SM in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:44.616109] [INFO ] [sig       ] [2972/3626] Forecasting SMBC...
[2025-12-05T20:31:44.616138] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-05T20:31:44.616167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-05T20:31:44.627198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-05T20:31:44.627517] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-05T20:31:44.628309] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-05T20:31:44.628360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:44.628394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:44.628419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:44.628473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:44.685104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:44.685867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:44.685949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:44.685981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:44.799975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:44.800124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:44.800163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:44.800210] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:44.803636] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2025-12-05T20:31:44.803904] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-05T20:31:44.804027] [INFO ] [sig       ] SMBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:44.944364] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMBC.txt
[2025-12-05T20:31:44.944498] [INFO ] [sig       ] [2972/3626] Completed SMBC in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:44.944536] [INFO ] [sig       ] [2973/3626] Forecasting SMBK...
[2025-12-05T20:31:44.944565] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-05T20:31:44.944614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-05T20:31:44.956096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-05T20:31:44.956609] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-05T20:31:44.957463] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-05T20:31:44.957514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:44.957756] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:44.957785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:44.957867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:45.015274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:45.016177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:45.016267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:45.016300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:45.134844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:45.135007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:45.135049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:45.135077] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:45.138709] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-05T20:31:45.139017] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-05T20:31:45.139150] [INFO ] [sig       ] SMBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:45.277164] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMBK.txt
[2025-12-05T20:31:45.277291] [INFO ] [sig       ] [2973/3626] Completed SMBK in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:45.277329] [INFO ] [sig       ] [2974/3626] Forecasting SMCI...
[2025-12-05T20:31:45.277357] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-05T20:31:45.277386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-05T20:31:45.287521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2025-12-05T20:31:45.287798] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-05T20:31:45.288596] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-05T20:31:45.288645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:45.288675] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:45.288702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:45.288757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:45.348503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:45.349514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:45.349641] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:45.349677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:45.479228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:45.479399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:45.479440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:45.479467] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:45.482884] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2025-12-05T20:31:45.483153] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-05T20:31:45.483277] [INFO ] [sig       ] SMCI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:45.624008] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMCI.txt
[2025-12-05T20:31:45.624161] [INFO ] [sig       ] [2974/3626] Completed SMCI in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:45.624201] [INFO ] [sig       ] [2975/3626] Forecasting SMCX...
[2025-12-05T20:31:45.624230] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-05T20:31:45.624260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-05T20:31:45.635593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-05T20:31:45.635985] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-05T20:31:45.636813] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-05T20:31:45.636863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:45.636895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:45.636921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:45.636977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:45.694499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:45.695310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:45.695389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:45.695423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:45.819701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:45.819839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:45.819878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:45.819905] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:45.823205] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2025-12-05T20:31:45.823460] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-05T20:31:45.823595] [INFO ] [sig       ] SMCX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:45.966158] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMCX.txt
[2025-12-05T20:31:45.966282] [INFO ] [sig       ] [2975/3626] Completed SMCX in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.7m
[2025-12-05T20:31:45.966320] [INFO ] [sig       ] [2976/3626] Forecasting SMFG...
[2025-12-05T20:31:45.966349] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-05T20:31:45.966378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-05T20:31:45.979219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-05T20:31:45.979943] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-05T20:31:45.981095] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-05T20:31:45.981149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:45.981184] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:45.981212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:45.981298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:46.037128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:46.038325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:46.038427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:46.038461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:46.170267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:46.170438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:46.170480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:46.170509] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:46.174020] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-05T20:31:46.174310] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-05T20:31:46.174451] [INFO ] [sig       ] SMFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:46.313438] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMFG.txt
[2025-12-05T20:31:46.313601] [INFO ] [sig       ] [2976/3626] Completed SMFG in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:46.313644] [INFO ] [sig       ] [2977/3626] Forecasting SMH...
[2025-12-05T20:31:46.313676] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-05T20:31:46.313706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-05T20:31:46.324418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-05T20:31:46.324760] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-05T20:31:46.325561] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-05T20:31:46.325636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:46.325670] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:46.325699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:46.325757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:46.386758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:46.387606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:46.387687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:46.387722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:46.515951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:46.516104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:46.516145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:46.516174] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:46.519821] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-05T20:31:46.520156] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-05T20:31:46.520319] [INFO ] [sig       ] SMH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:46.664266] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMH.txt
[2025-12-05T20:31:46.664477] [INFO ] [sig       ] [2977/3626] Completed SMH in 0.4s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:46.664535] [INFO ] [sig       ] [2978/3626] Forecasting SMHI...
[2025-12-05T20:31:46.664596] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-05T20:31:46.664643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-05T20:31:46.674603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2025-12-05T20:31:46.674887] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-05T20:31:46.675646] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-05T20:31:46.675706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:46.675738] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:46.675765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:46.675821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:46.731156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:46.731809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:46.731885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:46.731918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:46.845937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:46.846062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:46.846103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:46.846131] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:46.849488] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-05T20:31:46.849767] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-05T20:31:46.849889] [INFO ] [sig       ] SMHI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:46.988341] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMHI.txt
[2025-12-05T20:31:46.988486] [INFO ] [sig       ] [2978/3626] Completed SMHI in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:46.988526] [INFO ] [sig       ] [2979/3626] Forecasting SMHX...
[2025-12-05T20:31:46.988557] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-05T20:31:46.988607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-05T20:31:46.999988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-05T20:31:47.000252] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-05T20:31:47.001041] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-05T20:31:47.001092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:47.001124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:47.001152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:47.001209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:47.059273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:47.059961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:47.060046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:47.060088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:47.179918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:47.180071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:47.180112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:47.180141] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:47.183640] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=40.00%)
[2025-12-05T20:31:47.183915] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-05T20:31:47.184040] [INFO ] [sig       ] SMHX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:47.341505] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMHX.txt
[2025-12-05T20:31:47.341693] [INFO ] [sig       ] [2979/3626] Completed SMHX in 0.4s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:47.341734] [INFO ] [sig       ] [2980/3626] Forecasting SMID...
[2025-12-05T20:31:47.341763] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-05T20:31:47.341793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-05T20:31:47.352798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-05T20:31:47.353124] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-05T20:31:47.353901] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-05T20:31:47.353951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:47.353983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:47.354009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:47.354064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:47.409129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:47.409832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:47.409910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:47.409941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:47.513249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:47.513400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:47.513447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:47.513483] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:47.516827] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2025-12-05T20:31:47.517086] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-05T20:31:47.517203] [INFO ] [sig       ] SMID: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:47.662844] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMID.txt
[2025-12-05T20:31:47.662976] [INFO ] [sig       ] [2980/3626] Completed SMID in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:47.663023] [INFO ] [sig       ] [2981/3626] Forecasting SMPL...
[2025-12-05T20:31:47.663052] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-05T20:31:47.663082] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-05T20:31:47.673692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-05T20:31:47.673954] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-05T20:31:47.674713] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-05T20:31:47.674762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:47.674817] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:47.674845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:47.674900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:47.731694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:47.732495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:47.732590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:47.732625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:47.849085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:47.849235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:47.849274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:47.849302] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:47.852545] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2025-12-05T20:31:47.852817] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-05T20:31:47.852937] [INFO ] [sig       ] SMPL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:47.988820] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMPL.txt
[2025-12-05T20:31:47.988953] [INFO ] [sig       ] [2981/3626] Completed SMPL in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:47.988992] [INFO ] [sig       ] [2982/3626] Forecasting SMTC...
[2025-12-05T20:31:47.989021] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-05T20:31:47.989051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-05T20:31:47.999248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-05T20:31:47.999514] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-05T20:31:48.000271] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-05T20:31:48.000320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:48.000350] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:48.000376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:48.000432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:48.055923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:48.056522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:48.056611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:48.056644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:48.170971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:48.171124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:48.171165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:48.171193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:48.174541] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-05T20:31:48.174827] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-05T20:31:48.174949] [INFO ] [sig       ] SMTC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:48.316373] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMTC.txt
[2025-12-05T20:31:48.316530] [INFO ] [sig       ] [2982/3626] Completed SMTC in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:48.316570] [INFO ] [sig       ] [2983/3626] Forecasting SMTI...
[2025-12-05T20:31:48.316624] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-05T20:31:48.316656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-05T20:31:48.327702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2025-12-05T20:31:48.328146] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-05T20:31:48.328952] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-05T20:31:48.329003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:48.329035] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:48.329061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:48.329116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:48.388187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:48.389127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:48.389225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:48.389259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:48.511203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:48.511369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:48.511410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:48.511439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:48.515421] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=82.80%)
[2025-12-05T20:31:48.515961] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-05T20:31:48.516099] [INFO ] [sig       ] SMTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:48.661349] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMTI.txt
[2025-12-05T20:31:48.661478] [INFO ] [sig       ] [2983/3626] Completed SMTI in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:48.661517] [INFO ] [sig       ] [2984/3626] Forecasting SMWB...
[2025-12-05T20:31:48.661545] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-05T20:31:48.661592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-05T20:31:48.673150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-05T20:31:48.673441] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-05T20:31:48.674246] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-05T20:31:48.674313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:48.674354] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:48.674392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:48.674461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:48.732472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:48.733111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:48.733189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:48.733226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:48.856665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:48.856815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:48.856855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:48.856913] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:48.860265] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2025-12-05T20:31:48.860532] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-05T20:31:48.860674] [INFO ] [sig       ] SMWB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:49.006066] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SMWB.txt
[2025-12-05T20:31:49.006199] [INFO ] [sig       ] [2984/3626] Completed SMWB in 0.3s | 2.97 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-05T20:31:49.006237] [INFO ] [sig       ] [2985/3626] Forecasting SMX...
[2025-12-05T20:31:49.006265] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-05T20:31:49.006295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-05T20:31:49.022295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-05T20:31:49.022881] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-05T20:31:49.024072] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-05T20:31:49.024136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:49.024180] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:49.024217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:49.024300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:49.088272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:49.089132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:49.089214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:49.089247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:49.200323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:49.200517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:49.200561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:49.200613] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:49.204603] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=10.69%)
[2025-12-05T20:31:49.205000] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-05T20:31:49.205151] [INFO ] [sig       ] SMX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:49.372668] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SMX.txt
[2025-12-05T20:31:49.372824] [INFO ] [sig       ] [2985/3626] Completed SMX in 0.4s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:49.372863] [INFO ] [sig       ] [2986/3626] Forecasting SN...
[2025-12-05T20:31:49.372894] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-05T20:31:49.372922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-05T20:31:49.383963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-05T20:31:49.384252] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-05T20:31:49.385018] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-05T20:31:49.385075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:49.385105] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:49.385131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:49.385186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:49.441550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:49.442342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:49.442425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:49.442464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:49.566746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:49.566904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:49.566944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:49.566975] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:49.570321] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2025-12-05T20:31:49.570603] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-05T20:31:49.570723] [INFO ] [sig       ] SN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:49.709825] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SN.txt
[2025-12-05T20:31:49.709951] [INFO ] [sig       ] [2986/3626] Completed SN in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:49.709988] [INFO ] [sig       ] [2987/3626] Forecasting SNA...
[2025-12-05T20:31:49.710015] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-05T20:31:49.710046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-05T20:31:49.721654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-05T20:31:49.722054] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-05T20:31:49.722839] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-05T20:31:49.722889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:49.722920] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:49.722946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:49.723001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:49.783858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:49.784825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:49.784930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:49.784967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:49.905373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:49.905536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:49.905593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:49.905624] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:49.909052] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=8.28%)
[2025-12-05T20:31:49.909358] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-05T20:31:49.909485] [INFO ] [sig       ] SNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:50.052471] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNA.txt
[2025-12-05T20:31:50.052641] [INFO ] [sig       ] [2987/3626] Completed SNA in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:50.052681] [INFO ] [sig       ] [2988/3626] Forecasting SNAP...
[2025-12-05T20:31:50.052710] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-05T20:31:50.052739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-05T20:31:50.063881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-05T20:31:50.064237] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-05T20:31:50.065209] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-05T20:31:50.065258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:50.065289] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:50.065314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:50.065373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:50.122262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:50.123090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:50.123168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:50.123199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:50.240162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:50.240314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:50.240354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:50.240383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:50.243705] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-05T20:31:50.243969] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-05T20:31:50.244092] [INFO ] [sig       ] SNAP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:50.384090] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNAP.txt
[2025-12-05T20:31:50.384242] [INFO ] [sig       ] [2988/3626] Completed SNAP in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:50.384280] [INFO ] [sig       ] [2989/3626] Forecasting SNCY...
[2025-12-05T20:31:50.384308] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-05T20:31:50.384339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-05T20:31:50.395062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2025-12-05T20:31:50.395360] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-05T20:31:50.396128] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-05T20:31:50.396177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:50.396221] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:50.396248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:50.396304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:50.455103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:50.455861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:50.455945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:50.455978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:50.574781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:50.574940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:50.574979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:50.575006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:50.578484] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2025-12-05T20:31:50.578784] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-05T20:31:50.578909] [INFO ] [sig       ] SNCY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:50.728910] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNCY.txt
[2025-12-05T20:31:50.729061] [INFO ] [sig       ] [2989/3626] Completed SNCY in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:50.729099] [INFO ] [sig       ] [2990/3626] Forecasting SND...
[2025-12-05T20:31:50.729129] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-05T20:31:50.729158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-05T20:31:50.739888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-05T20:31:50.740138] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-05T20:31:50.740919] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-05T20:31:50.740968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:50.740999] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:50.741025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:50.741080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:50.797376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:50.798007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:50.798081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:50.798114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:50.915495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:50.915662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:50.915702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:50.915730] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:50.919041] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-05T20:31:50.919302] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-05T20:31:50.919422] [INFO ] [sig       ] SND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:51.057137] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SND.txt
[2025-12-05T20:31:51.057258] [INFO ] [sig       ] [2990/3626] Completed SND in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:51.057294] [INFO ] [sig       ] [2991/3626] Forecasting SNDL...
[2025-12-05T20:31:51.057322] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-05T20:31:51.057351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-05T20:31:51.069166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-05T20:31:51.069601] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-05T20:31:51.070458] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-05T20:31:51.070520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:51.070563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:51.070616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:51.070674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:51.127177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:51.128069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:51.128180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:51.128212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:51.244039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:51.244198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:51.244237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:51.244265] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:51.247540] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=31.19%)
[2025-12-05T20:31:51.247842] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-05T20:31:51.247965] [INFO ] [sig       ] SNDL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:51.386011] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNDL.txt
[2025-12-05T20:31:51.386163] [INFO ] [sig       ] [2991/3626] Completed SNDL in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:51.386201] [INFO ] [sig       ] [2992/3626] Forecasting SNDX...
[2025-12-05T20:31:51.386231] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-05T20:31:51.386261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-05T20:31:51.397525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-05T20:31:51.397916] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-05T20:31:51.398718] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-05T20:31:51.398769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:51.398801] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:51.398829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:51.398886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:51.456067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:51.456848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:51.456937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:51.457603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:51.578928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:51.579088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:51.579146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:51.579177] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:51.582537] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-05T20:31:51.582820] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-05T20:31:51.582943] [INFO ] [sig       ] SNDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:51.720345] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNDX.txt
[2025-12-05T20:31:51.720491] [INFO ] [sig       ] [2992/3626] Completed SNDX in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:51.720535] [INFO ] [sig       ] [2993/3626] Forecasting SNES...
[2025-12-05T20:31:51.720566] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-05T20:31:51.720617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-05T20:31:51.731857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-05T20:31:51.732192] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-05T20:31:51.732976] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-05T20:31:51.733026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:51.733056] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:51.733082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:51.733137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:51.790133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:51.790792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:51.790869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:51.790901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:51.909315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:51.909481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:51.909523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:51.909552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:51.912941] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=15.95%)
[2025-12-05T20:31:51.913214] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-05T20:31:51.913339] [INFO ] [sig       ] SNES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:52.071651] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNES.txt
[2025-12-05T20:31:52.071802] [INFO ] [sig       ] [2993/3626] Completed SNES in 0.4s | 2.97 sym/s | Total: 16.8m | ETA: 3.6m
[2025-12-05T20:31:52.071841] [INFO ] [sig       ] [2994/3626] Forecasting SNEX...
[2025-12-05T20:31:52.071869] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-05T20:31:52.071899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-05T20:31:52.082718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2025-12-05T20:31:52.083096] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-05T20:31:52.083909] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-05T20:31:52.083961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:52.083996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:52.084024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:52.084081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:52.143636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:52.144485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:52.144588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:52.144626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:52.265866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:52.266012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:52.266054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:52.266084] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:52.269446] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-05T20:31:52.269734] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-05T20:31:52.269870] [INFO ] [sig       ] SNEX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:52.408145] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNEX.txt
[2025-12-05T20:31:52.408313] [INFO ] [sig       ] [2994/3626] Completed SNEX in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:52.408355] [INFO ] [sig       ] [2995/3626] Forecasting SNFCA...
[2025-12-05T20:31:52.408385] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-05T20:31:52.408418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-05T20:31:52.418812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-05T20:31:52.419148] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-05T20:31:52.419940] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-05T20:31:52.419991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:52.420024] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:52.420053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:52.420111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:52.477613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:52.478359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:52.478435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:52.478467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:52.603614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:52.603774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:52.603815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:52.603844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:52.607616] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-05T20:31:52.608102] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-05T20:31:52.608231] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:52.752800] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNFCA.txt
[2025-12-05T20:31:52.752931] [INFO ] [sig       ] [2995/3626] Completed SNFCA in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:52.752971] [INFO ] [sig       ] [2996/3626] Forecasting SNGX...
[2025-12-05T20:31:52.753001] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-05T20:31:52.753032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-05T20:31:52.764362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-05T20:31:52.764830] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-05T20:31:52.765658] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-05T20:31:52.765709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:52.765739] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:52.765765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:52.765820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:52.822267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:52.823119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:52.823202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:52.823235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:52.941484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:52.941653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:52.941711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:52.941740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:52.945075] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=95.10%)
[2025-12-05T20:31:52.945332] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-05T20:31:52.945451] [INFO ] [sig       ] SNGX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:53.090471] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNGX.txt
[2025-12-05T20:31:53.090664] [INFO ] [sig       ] [2996/3626] Completed SNGX in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:53.090719] [INFO ] [sig       ] [2997/3626] Forecasting SNN...
[2025-12-05T20:31:53.090759] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-05T20:31:53.090798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-05T20:31:53.104470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-05T20:31:53.104835] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-05T20:31:53.105648] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-05T20:31:53.105699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:53.105733] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:53.105761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:53.105819] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:53.161668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:53.162489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:53.162570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:53.162626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:53.281138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:53.281294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:53.281336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:53.281398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:53.284815] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2025-12-05T20:31:53.285087] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-05T20:31:53.285213] [INFO ] [sig       ] SNN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:53.420707] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNN.txt
[2025-12-05T20:31:53.420838] [INFO ] [sig       ] [2997/3626] Completed SNN in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:53.420875] [INFO ] [sig       ] [2998/3626] Forecasting SNOA...
[2025-12-05T20:31:53.420905] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-05T20:31:53.420934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-05T20:31:53.431032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-05T20:31:53.431347] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-05T20:31:53.432130] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-05T20:31:53.432181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:53.432249] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:53.432288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:53.432369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:53.488867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:53.489627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:53.489702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:53.489734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:53.608925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:53.609082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:53.609124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:53.609154] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:53.612520] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=8.73%)
[2025-12-05T20:31:53.612816] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-05T20:31:53.612945] [INFO ] [sig       ] SNOA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:53.755342] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNOA.txt
[2025-12-05T20:31:53.755481] [INFO ] [sig       ] [2998/3626] Completed SNOA in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:53.755520] [INFO ] [sig       ] [2999/3626] Forecasting SNPS...
[2025-12-05T20:31:53.755550] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-05T20:31:53.755601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-05T20:31:53.766207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-05T20:31:53.766494] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-05T20:31:53.767243] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-05T20:31:53.767293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:53.767324] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:53.767350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:53.767416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:53.825955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:53.826782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:53.826861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:53.826895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:53.949308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:53.949459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:53.949500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:53.949530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:53.952828] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-05T20:31:53.953111] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-05T20:31:53.953245] [INFO ] [sig       ] SNPS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:54.089365] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNPS.txt
[2025-12-05T20:31:54.089502] [INFO ] [sig       ] [2999/3626] Completed SNPS in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:54.089541] [INFO ] [sig       ] [3000/3626] Forecasting SNTI...
[2025-12-05T20:31:54.089586] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-05T20:31:54.089620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-05T20:31:54.102118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-05T20:31:54.102550] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-05T20:31:54.103558] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-05T20:31:54.103643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:54.103704] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:54.103747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:54.103829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:54.174974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:54.175896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:54.175979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:54.176013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:54.303823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:54.303972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:54.304013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:54.304043] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:54.307412] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: UP (p=97.73%)
[2025-12-05T20:31:54.307696] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-05T20:31:54.307835] [INFO ] [sig       ] SNTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:54.446004] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNTI.txt
[2025-12-05T20:31:54.446137] [INFO ] [sig       ] [3000/3626] Completed SNTI in 0.4s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:54.446175] [INFO ] [sig       ] [3001/3626] Forecasting SNX...
[2025-12-05T20:31:54.446212] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-05T20:31:54.446250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-05T20:31:54.456941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-05T20:31:54.457269] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-05T20:31:54.458077] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-05T20:31:54.458128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:54.458161] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:54.458188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:54.458246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:54.515410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:54.516132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:54.516211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:54.516246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:54.635842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:54.635991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:54.636031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:54.636092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:54.639479] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=26.38%)
[2025-12-05T20:31:54.639769] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-05T20:31:54.639894] [INFO ] [sig       ] SNX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:54.778630] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SNX.txt
[2025-12-05T20:31:54.778767] [INFO ] [sig       ] [3001/3626] Completed SNX in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:54.778804] [INFO ] [sig       ] [3002/3626] Forecasting SNY...
[2025-12-05T20:31:54.778832] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-05T20:31:54.778862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-05T20:31:54.789253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2025-12-05T20:31:54.789605] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-05T20:31:54.790406] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-05T20:31:54.790458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:54.790491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:54.790518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:54.790597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:54.847444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:54.848228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:54.848308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:54.848342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:54.962721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:54.962879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:54.962920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:54.962949] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:54.966289] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2025-12-05T20:31:54.966555] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-05T20:31:54.966700] [INFO ] [sig       ] SNY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:55.105061] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SNY.txt
[2025-12-05T20:31:55.105225] [INFO ] [sig       ] [3002/3626] Completed SNY in 0.3s | 2.97 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-05T20:31:55.105265] [INFO ] [sig       ] [3003/3626] Forecasting SO...
[2025-12-05T20:31:55.105294] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-05T20:31:55.105324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-05T20:31:55.116457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-05T20:31:55.116838] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-05T20:31:55.117659] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-05T20:31:55.117710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:55.117742] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:55.117768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:55.117846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:55.174876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:55.175713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:55.175804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:55.175839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:55.295481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:55.295619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:55.295659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:55.295688] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:55.298925] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=84.11%)
[2025-12-05T20:31:55.299184] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-05T20:31:55.299300] [INFO ] [sig       ] SO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:55.436775] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SO.txt
[2025-12-05T20:31:55.436907] [INFO ] [sig       ] [3003/3626] Completed SO in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:55.436945] [INFO ] [sig       ] [3004/3626] Forecasting SOCL...
[2025-12-05T20:31:55.436978] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-05T20:31:55.437009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-05T20:31:55.447153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-05T20:31:55.447459] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-05T20:31:55.448291] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-05T20:31:55.448342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:55.448373] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:55.448399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:55.448456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:55.505566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:55.506309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:55.506390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:55.506423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:55.609693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:55.609838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:55.609876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:55.609903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:55.613148] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2025-12-05T20:31:55.613405] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-05T20:31:55.613523] [INFO ] [sig       ] SOCL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:55.751428] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOCL.txt
[2025-12-05T20:31:55.751562] [INFO ] [sig       ] [3004/3626] Completed SOCL in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:55.751620] [INFO ] [sig       ] [3005/3626] Forecasting SOFI...
[2025-12-05T20:31:55.751650] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-05T20:31:55.751680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-05T20:31:55.762599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-05T20:31:55.762901] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-05T20:31:55.763673] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-05T20:31:55.763722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:55.763753] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:55.763779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:55.763834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:55.822935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:55.823916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:55.823995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:55.824026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:55.946423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:55.946594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:55.946634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:55.946662] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:55.950103] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-05T20:31:55.950362] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-05T20:31:55.950483] [INFO ] [sig       ] SOFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:56.087496] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SOFI.txt
[2025-12-05T20:31:56.087646] [INFO ] [sig       ] [3005/3626] Completed SOFI in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:56.087686] [INFO ] [sig       ] [3006/3626] Forecasting SOGP...
[2025-12-05T20:31:56.087714] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-05T20:31:56.087743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-05T20:31:56.098438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-05T20:31:56.098758] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-05T20:31:56.099671] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-05T20:31:56.099720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:56.099750] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:56.099775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:56.099829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:56.156213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:56.156913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:56.156988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:56.157019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:56.265839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:56.265985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:56.266024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:56.266051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:56.269334] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=23.32%)
[2025-12-05T20:31:56.269612] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-05T20:31:56.269735] [INFO ] [sig       ] SOGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:56.410833] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOGP.txt
[2025-12-05T20:31:56.411168] [INFO ] [sig       ] [3006/3626] Completed SOGP in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:56.411206] [INFO ] [sig       ] [3007/3626] Forecasting SOJC...
[2025-12-05T20:31:56.411234] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-05T20:31:56.411264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-05T20:31:56.422983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-05T20:31:56.423406] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-05T20:31:56.424276] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-05T20:31:56.424328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:56.424361] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:56.424388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:56.424446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:56.490340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:56.491191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:56.491271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:56.491304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:56.630743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:56.630914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:56.630958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:56.631005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:56.634536] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=76.27%)
[2025-12-05T20:31:56.634835] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-05T20:31:56.634975] [INFO ] [sig       ] SOJC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:56.779914] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SOJC.txt
[2025-12-05T20:31:56.780114] [INFO ] [sig       ] [3007/3626] Completed SOJC in 0.4s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:56.780162] [INFO ] [sig       ] [3008/3626] Forecasting SOJD...
[2025-12-05T20:31:56.780194] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-05T20:31:56.780236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-05T20:31:56.795125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-05T20:31:56.795616] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-05T20:31:56.796768] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-05T20:31:56.796840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:56.796887] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:56.796927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:56.797015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:56.879854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:56.881013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:56.881157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:56.881206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:57.037682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:57.037897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:57.037971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:57.038018] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:57.042797] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-05T20:31:57.043216] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-05T20:31:57.043375] [INFO ] [sig       ] SOJD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:57.251322] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOJD.txt
[2025-12-05T20:31:57.251545] [INFO ] [sig       ] [3008/3626] Completed SOJD in 0.5s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:57.251634] [INFO ] [sig       ] [3009/3626] Forecasting SOJE...
[2025-12-05T20:31:57.251688] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-05T20:31:57.251741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-05T20:31:57.265302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-05T20:31:57.265768] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-05T20:31:57.266834] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-05T20:31:57.266897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:57.266937] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:57.266969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:57.267042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:57.329779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:57.330777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:57.330871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:57.330938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:57.454263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:57.454426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:57.454467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:57.454495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:57.458040] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2025-12-05T20:31:57.458354] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-05T20:31:57.458488] [INFO ] [sig       ] SOJE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:57.603175] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SOJE.txt
[2025-12-05T20:31:57.603332] [INFO ] [sig       ] [3009/3626] Completed SOJE in 0.4s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:57.603371] [INFO ] [sig       ] [3010/3626] Forecasting SOL...
[2025-12-05T20:31:57.603399] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-05T20:31:57.603429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-05T20:31:57.614245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-05T20:31:57.614560] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-05T20:31:57.615382] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-05T20:31:57.615434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:57.615466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:57.615493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:57.615552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:57.673320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:57.674163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:57.674253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:57.674316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:57.795015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:57.795189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:57.795252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:57.795293] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:57.799312] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-05T20:31:57.799626] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-05T20:31:57.799760] [INFO ] [sig       ] SOL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:57.947069] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOL.txt
[2025-12-05T20:31:57.947198] [INFO ] [sig       ] [3010/3626] Completed SOL in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:57.947235] [INFO ] [sig       ] [3011/3626] Forecasting SON...
[2025-12-05T20:31:57.947264] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-05T20:31:57.947294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-05T20:31:57.958406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-05T20:31:57.958690] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-05T20:31:57.959452] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-05T20:31:57.959503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:57.959537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:57.959617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:57.959702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:58.015381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:58.016016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:58.016089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:58.016120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:58.133410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:58.133556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:58.133618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:58.133649] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:58.137119] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2025-12-05T20:31:58.137378] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-05T20:31:58.137497] [INFO ] [sig       ] SON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:58.280275] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SON.txt
[2025-12-05T20:31:58.280445] [INFO ] [sig       ] [3011/3626] Completed SON in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.5m
[2025-12-05T20:31:58.280484] [INFO ] [sig       ] [3012/3626] Forecasting SONO...
[2025-12-05T20:31:58.280513] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-05T20:31:58.280543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-05T20:31:58.291175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-05T20:31:58.291449] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-05T20:31:58.292242] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-05T20:31:58.292294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:58.292327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:58.292356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:58.292414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:58.349420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:58.350192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:58.350279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:58.350331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:58.474208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:58.474362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:58.474404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:58.474435] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:58.478188] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=88.29%)
[2025-12-05T20:31:58.478465] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-05T20:31:58.478645] [INFO ] [sig       ] SONO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:58.671658] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SONO.txt
[2025-12-05T20:31:58.671813] [INFO ] [sig       ] [3012/3626] Completed SONO in 0.4s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:31:58.671851] [INFO ] [sig       ] [3013/3626] Forecasting SOPA...
[2025-12-05T20:31:58.671880] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-05T20:31:58.671915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-05T20:31:58.682893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPA'.
[2025-12-05T20:31:58.683277] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-05T20:31:58.684117] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-05T20:31:58.684168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:58.684198] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:58.684224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:58.684279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:58.746005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:58.746894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:58.746976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:58.747009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:58.867488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:58.867665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:58.867710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:58.867740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:58.871223] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: DOWN (p=22.60%)
[2025-12-05T20:31:58.871499] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-05T20:31:58.871647] [INFO ] [sig       ] SOPA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:59.009112] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOPA.txt
[2025-12-05T20:31:59.009252] [INFO ] [sig       ] [3013/3626] Completed SOPA in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:31:59.009290] [INFO ] [sig       ] [3014/3626] Forecasting SOPH...
[2025-12-05T20:31:59.009319] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-05T20:31:59.009348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-05T20:31:59.019684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2025-12-05T20:31:59.020010] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-05T20:31:59.020797] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-05T20:31:59.020848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:59.020880] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:59.020907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:59.020964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:59.077930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:59.078823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:59.078916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:59.078950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:59.193451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:59.193619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:59.193662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:59.193692] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:59.197237] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2025-12-05T20:31:59.197540] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-05T20:31:59.197705] [INFO ] [sig       ] SOPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:31:59.338616] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SOPH.txt
[2025-12-05T20:31:59.338806] [INFO ] [sig       ] [3014/3626] Completed SOPH in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:31:59.338870] [INFO ] [sig       ] [3015/3626] Forecasting SOUN...
[2025-12-05T20:31:59.338903] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-05T20:31:59.338942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-05T20:31:59.349879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2025-12-05T20:31:59.350193] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-05T20:31:59.350985] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-05T20:31:59.351038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:59.351108] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:59.351142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:59.351211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:59.409111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:59.409979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:59.410064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:59.410106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:59.531768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:59.531924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:59.531965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:59.531994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:59.535403] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=8.67%)
[2025-12-05T20:31:59.535690] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-05T20:31:59.535815] [INFO ] [sig       ] SOUN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:31:59.673181] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOUN.txt
[2025-12-05T20:31:59.673333] [INFO ] [sig       ] [3015/3626] Completed SOUN in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:31:59.673372] [INFO ] [sig       ] [3016/3626] Forecasting SOXQ...
[2025-12-05T20:31:59.673401] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-05T20:31:59.673430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-05T20:31:59.684076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-05T20:31:59.684420] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-05T20:31:59.685182] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-05T20:31:59.685232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:31:59.685262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:31:59.685287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:31:59.685341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:31:59.741372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:31:59.742184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:31:59.742261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:31:59.742291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:31:59.867282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:31:59.867438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:31:59.867479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:31:59.867507] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:31:59.870843] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=43.55%)
[2025-12-05T20:31:59.871107] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-05T20:31:59.871227] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:00.010510] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SOXQ.txt
[2025-12-05T20:32:00.010686] [INFO ] [sig       ] [3016/3626] Completed SOXQ in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:32:00.010726] [INFO ] [sig       ] [3017/3626] Forecasting SOXX...
[2025-12-05T20:32:00.010756] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-05T20:32:00.010785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-05T20:32:00.022512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-05T20:32:00.022925] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-05T20:32:00.023825] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-05T20:32:00.023884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:00.023929] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:00.023965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:00.024029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:00.081914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:00.082692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:00.082769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:00.082801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:00.204702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:00.204875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:00.204916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:00.204944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:00.208352] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=84.26%)
[2025-12-05T20:32:00.208642] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-05T20:32:00.208791] [INFO ] [sig       ] SOXX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:00.347351] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SOXX.txt
[2025-12-05T20:32:00.347490] [INFO ] [sig       ] [3017/3626] Completed SOXX in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:32:00.347530] [INFO ] [sig       ] [3018/3626] Forecasting SPAI...
[2025-12-05T20:32:00.347559] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-05T20:32:00.347617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-05T20:32:00.357933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-05T20:32:00.358194] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-05T20:32:00.358948] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-05T20:32:00.358998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:00.359030] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:00.359057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:00.359114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:00.415331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:00.415985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:00.416247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:00.416280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:00.532695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:00.532831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:00.532869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:00.532930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:00.536215] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-05T20:32:00.536470] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-05T20:32:00.536606] [INFO ] [sig       ] SPAI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:00.674887] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPAI.txt
[2025-12-05T20:32:00.675036] [INFO ] [sig       ] [3018/3626] Completed SPAI in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:32:00.675074] [INFO ] [sig       ] [3019/3626] Forecasting SPB...
[2025-12-05T20:32:00.675103] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-05T20:32:00.675132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-05T20:32:00.685967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-05T20:32:00.686319] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-05T20:32:00.687150] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-05T20:32:00.687205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:00.687236] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:00.687261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:00.687317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:00.743350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:00.744117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:00.744195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:00.744227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:00.864691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:00.864843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:00.864881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:00.864910] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:00.868248] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-05T20:32:00.868510] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-05T20:32:00.868652] [INFO ] [sig       ] SPB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:01.007917] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPB.txt
[2025-12-05T20:32:01.008082] [INFO ] [sig       ] [3019/3626] Completed SPB in 0.3s | 2.97 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-05T20:32:01.008120] [INFO ] [sig       ] [3020/3626] Forecasting SPCB...
[2025-12-05T20:32:01.008149] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-05T20:32:01.008180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-05T20:32:01.019897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-05T20:32:01.020327] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-05T20:32:01.021226] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-05T20:32:01.021281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:01.021313] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:01.021338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:01.021395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:01.078869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:01.079717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:01.079818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:01.079850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:01.198951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:01.199102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:01.199141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:01.199168] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:01.202431] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-05T20:32:01.202705] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-05T20:32:01.202820] [INFO ] [sig       ] SPCB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:01.341019] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPCB.txt
[2025-12-05T20:32:01.341142] [INFO ] [sig       ] [3020/3626] Completed SPCB in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:01.341179] [INFO ] [sig       ] [3021/3626] Forecasting SPCE...
[2025-12-05T20:32:01.341208] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-05T20:32:01.341238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-05T20:32:01.351930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2025-12-05T20:32:01.352228] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-05T20:32:01.352989] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-05T20:32:01.353038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:01.353069] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:01.353094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:01.353148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:01.409022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:01.409606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:01.409680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:01.409711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:01.526253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:01.526384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:01.526420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:01.526447] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:01.529721] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-05T20:32:01.529975] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-05T20:32:01.530095] [INFO ] [sig       ] SPCE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:01.671463] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPCE.txt
[2025-12-05T20:32:01.671633] [INFO ] [sig       ] [3021/3626] Completed SPCE in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:01.671693] [INFO ] [sig       ] [3022/3626] Forecasting SPE...
[2025-12-05T20:32:01.671723] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-05T20:32:01.671753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-05T20:32:01.682685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-05T20:32:01.683065] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-05T20:32:01.683869] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-05T20:32:01.683919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:01.683950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:01.683977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:01.684032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:01.740240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:01.741079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:01.741159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:01.741191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:01.860555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:01.860730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:01.860777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:01.860811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:01.864593] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=30.62%)
[2025-12-05T20:32:01.864849] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-05T20:32:01.864967] [INFO ] [sig       ] SPE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:02.001621] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPE.txt
[2025-12-05T20:32:02.001743] [INFO ] [sig       ] [3022/3626] Completed SPE in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:02.001780] [INFO ] [sig       ] [3023/3626] Forecasting SPFI...
[2025-12-05T20:32:02.001808] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-05T20:32:02.001837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-05T20:32:02.012811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-05T20:32:02.013210] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-05T20:32:02.014069] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-05T20:32:02.014120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:02.014152] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:02.014179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:02.014235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:02.071804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:02.072697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:02.072782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:02.072821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:02.192049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:02.192207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:02.192247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:02.192276] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:02.195692] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-05T20:32:02.195972] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-05T20:32:02.196098] [INFO ] [sig       ] SPFI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:02.342131] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPFI.txt
[2025-12-05T20:32:02.342281] [INFO ] [sig       ] [3023/3626] Completed SPFI in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:02.342320] [INFO ] [sig       ] [3024/3626] Forecasting SPG...
[2025-12-05T20:32:02.342348] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-05T20:32:02.342379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-05T20:32:02.352942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-05T20:32:02.353310] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-05T20:32:02.354159] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-05T20:32:02.354225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:02.354259] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:02.354287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:02.354343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:02.413100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:02.414037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:02.414124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:02.414157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:02.543980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:02.544133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:02.544171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:02.544198] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:02.547436] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-05T20:32:02.547718] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-05T20:32:02.547857] [INFO ] [sig       ] SPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:02.688036] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPG.txt
[2025-12-05T20:32:02.688165] [INFO ] [sig       ] [3024/3626] Completed SPG in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:02.688203] [INFO ] [sig       ] [3025/3626] Forecasting SPGI...
[2025-12-05T20:32:02.688231] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-05T20:32:02.688260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-05T20:32:02.700360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-05T20:32:02.700717] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-05T20:32:02.701509] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-05T20:32:02.701561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:02.701615] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:02.701645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:02.701704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:02.758755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:02.759608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:02.759719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:02.759752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:02.879432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:02.879605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:02.879649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:02.879680] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:02.883092] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=47.50%)
[2025-12-05T20:32:02.883381] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-05T20:32:02.883513] [INFO ] [sig       ] SPGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:03.024841] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPGI.txt
[2025-12-05T20:32:03.024994] [INFO ] [sig       ] [3025/3626] Completed SPGI in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:03.025032] [INFO ] [sig       ] [3026/3626] Forecasting SPH...
[2025-12-05T20:32:03.025063] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-05T20:32:03.025093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-05T20:32:03.036254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2025-12-05T20:32:03.036663] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-05T20:32:03.037435] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-05T20:32:03.037486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:03.037517] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:03.037544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:03.037618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:03.095163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:03.095988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:03.096066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:03.096099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:03.212032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:03.212179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:03.212221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:03.212251] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:03.215622] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=50.83%)
[2025-12-05T20:32:03.215896] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-05T20:32:03.216018] [INFO ] [sig       ] SPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:03.355790] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPH.txt
[2025-12-05T20:32:03.355943] [INFO ] [sig       ] [3026/3626] Completed SPH in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:03.355989] [INFO ] [sig       ] [3027/3626] Forecasting SPNS...
[2025-12-05T20:32:03.356021] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-05T20:32:03.356052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-05T20:32:03.366882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPNS'.
[2025-12-05T20:32:03.367199] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-05T20:32:03.368017] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-05T20:32:03.368068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:03.368100] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:03.368130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:03.368203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:03.431756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:03.432557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:03.432651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:03.432683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:03.553865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:03.554024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:03.554065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:03.554093] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:03.557501] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-12-05T20:32:03.557846] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-05T20:32:03.557981] [INFO ] [sig       ] SPNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:03.715305] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPNS.txt
[2025-12-05T20:32:03.715456] [INFO ] [sig       ] [3027/3626] Completed SPNS in 0.4s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:03.715506] [INFO ] [sig       ] [3028/3626] Forecasting SPOK...
[2025-12-05T20:32:03.715551] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-05T20:32:03.715622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-05T20:32:03.727443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-05T20:32:03.727854] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-05T20:32:03.728660] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-05T20:32:03.728711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:03.728743] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:03.728774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:03.728842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:03.785779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:03.786649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:03.786730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:03.786762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:03.905758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:03.905904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:03.905944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:03.905973] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:03.909472] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=89.27%)
[2025-12-05T20:32:03.909761] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-05T20:32:03.909885] [INFO ] [sig       ] SPOK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:04.051300] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPOK.txt
[2025-12-05T20:32:04.051452] [INFO ] [sig       ] [3028/3626] Completed SPOK in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:04.051490] [INFO ] [sig       ] [3029/3626] Forecasting SPRC...
[2025-12-05T20:32:04.051518] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-05T20:32:04.051549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-05T20:32:04.062513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-05T20:32:04.062924] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-05T20:32:04.063731] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-05T20:32:04.063784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:04.063816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:04.063843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:04.063899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:04.121709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:04.122768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:04.122854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:04.122889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:04.242224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:04.242373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:04.242413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:04.242442] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:04.246634] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-12-05T20:32:04.246976] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-05T20:32:04.247115] [INFO ] [sig       ] SPRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:04.385754] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPRC.txt
[2025-12-05T20:32:04.385903] [INFO ] [sig       ] [3029/3626] Completed SPRC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.4m
[2025-12-05T20:32:04.385941] [INFO ] [sig       ] [3030/3626] Forecasting SPRO...
[2025-12-05T20:32:04.385970] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-05T20:32:04.386001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-05T20:32:04.396547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-05T20:32:04.396824] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-05T20:32:04.397554] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-05T20:32:04.397629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:04.397661] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:04.397688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:04.397743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:04.453308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:04.454102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:04.454178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:04.454211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:04.574990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:04.575137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:04.575176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:04.575204] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:04.578653] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-05T20:32:04.578930] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-05T20:32:04.579056] [INFO ] [sig       ] SPRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:04.719830] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPRO.txt
[2025-12-05T20:32:04.719973] [INFO ] [sig       ] [3030/3626] Completed SPRO in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:04.720011] [INFO ] [sig       ] [3031/3626] Forecasting SPRX...
[2025-12-05T20:32:04.720040] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-05T20:32:04.720071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-05T20:32:04.731187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-05T20:32:04.731595] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-05T20:32:04.732355] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-05T20:32:04.732404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:04.732437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:04.732463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:04.732518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:04.790330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:04.791175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:04.791257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:04.791291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:04.911359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:04.911517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:04.911622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:04.911679] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:04.915114] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=91.75%)
[2025-12-05T20:32:04.915444] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-05T20:32:04.915604] [INFO ] [sig       ] SPRX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:05.057826] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPRX.txt
[2025-12-05T20:32:05.057979] [INFO ] [sig       ] [3031/3626] Completed SPRX in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:05.058017] [INFO ] [sig       ] [3032/3626] Forecasting SPRY...
[2025-12-05T20:32:05.058045] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-05T20:32:05.058076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-05T20:32:05.069812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-05T20:32:05.070204] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-05T20:32:05.071033] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-05T20:32:05.071085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:05.071146] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:05.071177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:05.071234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:05.129470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:05.130318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:05.130403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:05.130436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:05.254370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:05.254520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:05.254559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:05.254607] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:05.258166] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: UP (p=88.78%)
[2025-12-05T20:32:05.258445] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-05T20:32:05.258592] [INFO ] [sig       ] SPRY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:05.399554] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPRY.txt
[2025-12-05T20:32:05.399722] [INFO ] [sig       ] [3032/3626] Completed SPRY in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:05.399760] [INFO ] [sig       ] [3033/3626] Forecasting SPSC...
[2025-12-05T20:32:05.399787] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-05T20:32:05.399817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-05T20:32:05.410408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-05T20:32:05.410756] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-05T20:32:05.411532] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-05T20:32:05.411610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:05.411645] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:05.411674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:05.411730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:05.467834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:05.468543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:05.468639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:05.468674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:05.584935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:05.585083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:05.585122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:05.585150] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:05.588548] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: UP (p=68.77%)
[2025-12-05T20:32:05.588831] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-05T20:32:05.588975] [INFO ] [sig       ] SPSC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:05.727543] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SPSC.txt
[2025-12-05T20:32:05.727689] [INFO ] [sig       ] [3033/3626] Completed SPSC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:05.727726] [INFO ] [sig       ] [3034/3626] Forecasting SPWH...
[2025-12-05T20:32:05.727755] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-05T20:32:05.727784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-05T20:32:05.743021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-05T20:32:05.743517] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-05T20:32:05.744397] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-05T20:32:05.744449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:05.744481] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:05.744507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:05.744563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:05.799411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:05.800305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:05.800385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:05.800416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:05.922933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:05.923090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:05.923130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:05.923158] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:05.926434] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=40.54%)
[2025-12-05T20:32:05.926714] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-05T20:32:05.926832] [INFO ] [sig       ] SPWH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:06.062799] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPWH.txt
[2025-12-05T20:32:06.062975] [INFO ] [sig       ] [3034/3626] Completed SPWH in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:06.063016] [INFO ] [sig       ] [3035/3626] Forecasting SPXC...
[2025-12-05T20:32:06.063045] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-05T20:32:06.063079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-05T20:32:06.074784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-05T20:32:06.075130] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-05T20:32:06.076014] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-05T20:32:06.076065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:06.076114] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:06.076142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:06.076219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:06.133287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:06.134174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:06.134256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:06.134288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:06.255882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:06.256047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:06.256088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:06.256158] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:06.259558] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2025-12-05T20:32:06.259848] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-05T20:32:06.259994] [INFO ] [sig       ] SPXC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:06.396093] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPXC.txt
[2025-12-05T20:32:06.396220] [INFO ] [sig       ] [3035/3626] Completed SPXC in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:06.396258] [INFO ] [sig       ] [3036/3626] Forecasting SPXX...
[2025-12-05T20:32:06.396286] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-05T20:32:06.396316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-05T20:32:06.406444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2025-12-05T20:32:06.406713] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-05T20:32:06.407451] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-05T20:32:06.407500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:06.407530] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:06.407555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:06.407630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:06.463919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:06.464486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:06.464561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:06.464609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:06.585309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:06.585465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:06.585503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:06.585530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:06.588864] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2025-12-05T20:32:06.589129] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-05T20:32:06.589247] [INFO ] [sig       ] SPXX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:06.724694] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SPXX.txt
[2025-12-05T20:32:06.724823] [INFO ] [sig       ] [3036/3626] Completed SPXX in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:06.724861] [INFO ] [sig       ] [3037/3626] Forecasting SQM...
[2025-12-05T20:32:06.724889] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-05T20:32:06.724919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-05T20:32:06.738489] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-05T20:32:06.739062] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-05T20:32:06.740197] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-05T20:32:06.740401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:06.740440] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:06.740470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:06.740567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:06.795805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:06.796912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:06.797004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:06.797037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:06.918285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:06.918488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:06.918532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:06.918561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:06.922253] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2025-12-05T20:32:06.922535] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-05T20:32:06.922684] [INFO ] [sig       ] SQM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:07.059626] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SQM.txt
[2025-12-05T20:32:07.059794] [INFO ] [sig       ] [3037/3626] Completed SQM in 0.3s | 2.97 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-05T20:32:07.059832] [INFO ] [sig       ] [3038/3626] Forecasting SQNS...
[2025-12-05T20:32:07.059861] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-05T20:32:07.059893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-05T20:32:07.071605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-05T20:32:07.071933] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-05T20:32:07.072721] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-05T20:32:07.072773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:07.072805] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:07.072831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:07.072887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:07.129100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:07.129923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:07.130022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:07.130064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:07.243174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:07.243332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:07.243372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:07.243399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:07.246721] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=78.35%)
[2025-12-05T20:32:07.246982] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-05T20:32:07.247102] [INFO ] [sig       ] SQNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:07.385226] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SQNS.txt
[2025-12-05T20:32:07.385387] [INFO ] [sig       ] [3038/3626] Completed SQNS in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:07.385432] [INFO ] [sig       ] [3039/3626] Forecasting SQQQ...
[2025-12-05T20:32:07.385462] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-05T20:32:07.385491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-05T20:32:07.399154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-05T20:32:07.399542] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-05T20:32:07.400351] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-05T20:32:07.400403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:07.400436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:07.400464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:07.400522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:07.456756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:07.457561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:07.457660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:07.457693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:07.579885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:07.580051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:07.580096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:07.580124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:07.583509] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=94.90%)
[2025-12-05T20:32:07.583838] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-05T20:32:07.583967] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:07.725726] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SQQQ.txt
[2025-12-05T20:32:07.725873] [INFO ] [sig       ] [3039/3626] Completed SQQQ in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:07.725919] [INFO ] [sig       ] [3040/3626] Forecasting SRAD...
[2025-12-05T20:32:07.725952] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-05T20:32:07.725987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-05T20:32:07.737302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2025-12-05T20:32:07.737665] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-05T20:32:07.738461] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-05T20:32:07.738513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:07.738547] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:07.738600] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:07.738666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:07.796950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:07.797763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:07.797866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:07.797904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:07.920079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:07.920442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:07.920484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:07.920513] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:07.923915] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=62.63%)
[2025-12-05T20:32:07.924189] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-05T20:32:07.924329] [INFO ] [sig       ] SRAD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:08.063587] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SRAD.txt
[2025-12-05T20:32:08.063735] [INFO ] [sig       ] [3040/3626] Completed SRAD in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:08.063773] [INFO ] [sig       ] [3041/3626] Forecasting SRBK...
[2025-12-05T20:32:08.063801] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-05T20:32:08.063831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-05T20:32:08.074698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-05T20:32:08.075069] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-05T20:32:08.075943] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-05T20:32:08.075995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:08.076027] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:08.076055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:08.076112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:08.133895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:08.134789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:08.134867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:08.134901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:08.249028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:08.249185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:08.249224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:08.249252] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:08.252523] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-05T20:32:08.252795] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-05T20:32:08.252912] [INFO ] [sig       ] SRBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:08.392002] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SRBK.txt
[2025-12-05T20:32:08.392123] [INFO ] [sig       ] [3041/3626] Completed SRBK in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:08.392159] [INFO ] [sig       ] [3042/3626] Forecasting SRCE...
[2025-12-05T20:32:08.392187] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-05T20:32:08.392216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-05T20:32:08.402395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-05T20:32:08.402657] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-05T20:32:08.403393] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-05T20:32:08.403442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:08.403473] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:08.403499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:08.403554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:08.459516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:08.460095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:08.460191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:08.460222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:08.575522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:08.575656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:08.575711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:08.575740] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:08.578904] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2025-12-05T20:32:08.579158] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-05T20:32:08.579274] [INFO ] [sig       ] SRCE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:08.714330] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SRCE.txt
[2025-12-05T20:32:08.714436] [INFO ] [sig       ] [3042/3626] Completed SRCE in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:08.714472] [INFO ] [sig       ] [3043/3626] Forecasting SRE...
[2025-12-05T20:32:08.714501] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-05T20:32:08.714530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-05T20:32:08.726070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-05T20:32:08.726416] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-05T20:32:08.727261] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-05T20:32:08.727313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:08.727356] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:08.727385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:08.727443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:08.791122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:08.792036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:08.792127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:08.792161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:08.912282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:08.912450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:08.912493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:08.912523] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:08.915997] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-05T20:32:08.916276] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-05T20:32:08.916401] [INFO ] [sig       ] SRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:09.055596] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SRE.txt
[2025-12-05T20:32:09.055760] [INFO ] [sig       ] [3043/3626] Completed SRE in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:09.055799] [INFO ] [sig       ] [3044/3626] Forecasting SREA...
[2025-12-05T20:32:09.055829] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-05T20:32:09.055860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-05T20:32:09.066931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2025-12-05T20:32:09.067214] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-05T20:32:09.068035] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-05T20:32:09.068086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:09.068120] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:09.068147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:09.068205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:09.124487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:09.125221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:09.125314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:09.125347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:09.240505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:09.240674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:09.240713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:09.240741] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:09.243946] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=24.18%)
[2025-12-05T20:32:09.244201] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-05T20:32:09.244318] [INFO ] [sig       ] SREA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:09.383970] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SREA.txt
[2025-12-05T20:32:09.384088] [INFO ] [sig       ] [3044/3626] Completed SREA in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:09.384125] [INFO ] [sig       ] [3045/3626] Forecasting SRFM...
[2025-12-05T20:32:09.384153] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-05T20:32:09.384181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-05T20:32:09.395035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2025-12-05T20:32:09.395291] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-05T20:32:09.396040] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-05T20:32:09.396088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:09.396118] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:09.396144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:09.396199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:09.451785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:09.452370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:09.452442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:09.452473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:09.571327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:09.571457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:09.571494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:09.571523] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:09.574698] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=29.22%)
[2025-12-05T20:32:09.574955] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-05T20:32:09.575074] [INFO ] [sig       ] SRFM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:09.713222] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SRFM.txt
[2025-12-05T20:32:09.713392] [INFO ] [sig       ] [3045/3626] Completed SRFM in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:09.713430] [INFO ] [sig       ] [3046/3626] Forecasting SRG...
[2025-12-05T20:32:09.713459] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-05T20:32:09.713490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-05T20:32:09.730797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-05T20:32:09.731109] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-05T20:32:09.731857] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-05T20:32:09.731905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:09.731953] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:09.731980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:09.732036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:09.787501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:09.788199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:09.788274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:09.788305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:09.904181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:09.904280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:09.904314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:09.904341] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:09.907382] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-05T20:32:09.907649] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-05T20:32:09.907767] [INFO ] [sig       ] SRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:10.043903] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SRG.txt
[2025-12-05T20:32:10.044002] [INFO ] [sig       ] [3046/3626] Completed SRG in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.3m
[2025-12-05T20:32:10.044038] [INFO ] [sig       ] [3047/3626] Forecasting SRI...
[2025-12-05T20:32:10.044066] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-05T20:32:10.044095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-05T20:32:10.054389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-05T20:32:10.054641] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-05T20:32:10.055357] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-05T20:32:10.055406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:10.055436] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:10.055462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:10.055517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:10.114277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:10.114935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:10.115007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:10.115039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:10.231524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:10.231649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:10.231695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:10.231722] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:10.234776] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-05T20:32:10.235033] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-05T20:32:10.235148] [INFO ] [sig       ] SRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:10.371705] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SRI.txt
[2025-12-05T20:32:10.371820] [INFO ] [sig       ] [3047/3626] Completed SRI in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:10.371857] [INFO ] [sig       ] [3048/3626] Forecasting SRRK...
[2025-12-05T20:32:10.371885] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-05T20:32:10.371914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-05T20:32:10.381630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-05T20:32:10.381905] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-05T20:32:10.382646] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-05T20:32:10.382695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:10.382726] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:10.382752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:10.382807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:10.438614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:10.439188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:10.439260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:10.439291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:10.555254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:10.555347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:10.555381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:10.555408] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:10.558406] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-05T20:32:10.558677] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-05T20:32:10.558794] [INFO ] [sig       ] SRRK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:10.695343] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SRRK.txt
[2025-12-05T20:32:10.695446] [INFO ] [sig       ] [3048/3626] Completed SRRK in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:10.695482] [INFO ] [sig       ] [3049/3626] Forecasting SRTS...
[2025-12-05T20:32:10.695511] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-05T20:32:10.695540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-05T20:32:10.706315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2025-12-05T20:32:10.706564] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-05T20:32:10.707316] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-05T20:32:10.707364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:10.707421] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:10.707449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:10.707505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:10.763011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:10.763597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:10.763672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:10.763702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:10.883455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:10.883658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:10.883704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:10.883732] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:10.887465] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=77.29%)
[2025-12-05T20:32:10.887834] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-05T20:32:10.887979] [INFO ] [sig       ] SRTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:11.028903] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SRTS.txt
[2025-12-05T20:32:11.029066] [INFO ] [sig       ] [3049/3626] Completed SRTS in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:11.029113] [INFO ] [sig       ] [3050/3626] Forecasting SSB...
[2025-12-05T20:32:11.029152] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-05T20:32:11.029188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-05T20:32:11.040621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-05T20:32:11.040996] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-05T20:32:11.041809] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-05T20:32:11.041860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:11.041892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:11.041918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:11.041974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:11.100793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:11.101590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:11.101676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:11.101709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:11.224170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:11.224315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:11.224355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:11.224382] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:11.227674] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=65.21%)
[2025-12-05T20:32:11.227947] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-05T20:32:11.228066] [INFO ] [sig       ] SSB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:11.364554] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSB.txt
[2025-12-05T20:32:11.364692] [INFO ] [sig       ] [3050/3626] Completed SSB in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:11.364729] [INFO ] [sig       ] [3051/3626] Forecasting SSD...
[2025-12-05T20:32:11.364758] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-05T20:32:11.364787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-05T20:32:11.376101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-05T20:32:11.376458] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-05T20:32:11.377223] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-05T20:32:11.377272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:11.377303] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:11.377328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:11.377383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:11.433334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:11.434089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:11.434169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:11.434201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:11.551813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:11.551968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:11.552009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:11.552039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:11.555446] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=46.81%)
[2025-12-05T20:32:11.555731] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-05T20:32:11.555854] [INFO ] [sig       ] SSD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:11.694136] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SSD.txt
[2025-12-05T20:32:11.694277] [INFO ] [sig       ] [3051/3626] Completed SSD in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:11.694314] [INFO ] [sig       ] [3052/3626] Forecasting SSL...
[2025-12-05T20:32:11.694343] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-05T20:32:11.694372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-05T20:32:11.704803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-05T20:32:11.705098] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-05T20:32:11.705927] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-05T20:32:11.705979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:11.706011] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:11.706038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:11.706094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:11.762475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:11.763275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:11.763353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:11.763385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:11.884813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:11.884972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:11.885014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:11.885070] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:11.888547] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=82.19%)
[2025-12-05T20:32:11.888842] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-05T20:32:11.888968] [INFO ] [sig       ] SSL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:12.030919] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSL.txt
[2025-12-05T20:32:12.031068] [INFO ] [sig       ] [3052/3626] Completed SSL in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:12.031105] [INFO ] [sig       ] [3053/3626] Forecasting SSNC...
[2025-12-05T20:32:12.031135] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-05T20:32:12.031165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-05T20:32:12.041739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-05T20:32:12.042031] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-05T20:32:12.042847] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-05T20:32:12.042899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:12.042931] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:12.042958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:12.043016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:12.100010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:12.100881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:12.100963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:12.100997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:12.225691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:12.225843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:12.225883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:12.225927] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:12.229290] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-05T20:32:12.229552] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-05T20:32:12.229694] [INFO ] [sig       ] SSNC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:12.366028] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSNC.txt
[2025-12-05T20:32:12.366156] [INFO ] [sig       ] [3053/3626] Completed SSNC in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:12.366193] [INFO ] [sig       ] [3054/3626] Forecasting SSP...
[2025-12-05T20:32:12.366221] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-05T20:32:12.366250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-05T20:32:12.376666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-05T20:32:12.376924] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-05T20:32:12.377679] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-05T20:32:12.377728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:12.377758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:12.377784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:12.377861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:12.436553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:12.437391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:12.437481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:12.437517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:12.577232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:12.577415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:12.577474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:12.577516] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:12.581069] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2025-12-05T20:32:12.581360] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-05T20:32:12.581489] [INFO ] [sig       ] SSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:12.720942] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSP.txt
[2025-12-05T20:32:12.721099] [INFO ] [sig       ] [3054/3626] Completed SSP in 0.4s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:12.721135] [INFO ] [sig       ] [3055/3626] Forecasting SSRM...
[2025-12-05T20:32:12.721166] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-05T20:32:12.721196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-05T20:32:12.731956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-05T20:32:12.732338] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-05T20:32:12.733114] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-05T20:32:12.733163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:12.733192] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:12.733218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:12.733272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:12.789717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:12.790564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:12.790672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:12.790705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:12.913561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:12.913753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:12.913797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:12.913826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:12.917616] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-05T20:32:12.917924] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-05T20:32:12.918061] [INFO ] [sig       ] SSRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:13.070651] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSRM.txt
[2025-12-05T20:32:13.070807] [INFO ] [sig       ] [3055/3626] Completed SSRM in 0.3s | 2.97 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-05T20:32:13.070845] [INFO ] [sig       ] [3056/3626] Forecasting SSSS...
[2025-12-05T20:32:13.070874] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-05T20:32:13.070904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-05T20:32:13.081249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2025-12-05T20:32:13.081637] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-05T20:32:13.082376] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-05T20:32:13.082426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:13.082457] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:13.082483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:13.082539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:13.139429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:13.140257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:13.140335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:13.140366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:13.259166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:13.259323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:13.259364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:13.259393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:13.262713] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-05T20:32:13.262971] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-05T20:32:13.263093] [INFO ] [sig       ] SSSS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:13.399505] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SSSS.txt
[2025-12-05T20:32:13.399677] [INFO ] [sig       ] [3056/3626] Completed SSSS in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:13.399717] [INFO ] [sig       ] [3057/3626] Forecasting SSTI...
[2025-12-05T20:32:13.399747] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-05T20:32:13.399776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-05T20:32:13.413166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-05T20:32:13.413481] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-05T20:32:13.414244] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-05T20:32:13.414294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:13.414325] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:13.414354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:13.414424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:13.471669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:13.472550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:13.472670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:13.472705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:13.593413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:13.593585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:13.593627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:13.593655] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:13.597021] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: UP (p=80.77%)
[2025-12-05T20:32:13.597322] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-05T20:32:13.597447] [INFO ] [sig       ] SSTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:13.734433] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSTI.txt
[2025-12-05T20:32:13.734557] [INFO ] [sig       ] [3057/3626] Completed SSTI in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:13.734611] [INFO ] [sig       ] [3058/3626] Forecasting SSTK...
[2025-12-05T20:32:13.734640] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-05T20:32:13.734670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-05T20:32:13.745443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-05T20:32:13.745733] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-05T20:32:13.746513] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-05T20:32:13.746564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:13.746623] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:13.746651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:13.746709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:13.803749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:13.804372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:13.804449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:13.804481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:13.920427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:13.920592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:13.920636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:13.920665] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:13.923987] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-05T20:32:13.924252] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-05T20:32:13.924373] [INFO ] [sig       ] SSTK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:14.061689] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SSTK.txt
[2025-12-05T20:32:14.061843] [INFO ] [sig       ] [3058/3626] Completed SSTK in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:14.061882] [INFO ] [sig       ] [3059/3626] Forecasting SSYS...
[2025-12-05T20:32:14.061911] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-05T20:32:14.061942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-05T20:32:14.072868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2025-12-05T20:32:14.073178] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-05T20:32:14.073948] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-05T20:32:14.074013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:14.074045] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:14.074073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:14.074128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:14.130204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:14.131011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:14.131118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:14.131152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:14.245996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:14.246167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:14.246214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:14.246248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:14.249593] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: UP (p=99.54%)
[2025-12-05T20:32:14.249854] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-05T20:32:14.249974] [INFO ] [sig       ] SSYS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:14.387755] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SSYS.txt
[2025-12-05T20:32:14.387963] [INFO ] [sig       ] [3059/3626] Completed SSYS in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:14.388007] [INFO ] [sig       ] [3060/3626] Forecasting STAA...
[2025-12-05T20:32:14.388042] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-05T20:32:14.388079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-05T20:32:14.406492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2025-12-05T20:32:14.406846] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-05T20:32:14.407598] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-05T20:32:14.407647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:14.407679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:14.407705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:14.407761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:14.465845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:14.466678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:14.466754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:14.466786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:14.582810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:14.582912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:14.582947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:14.582975] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:14.586013] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=26.78%)
[2025-12-05T20:32:14.586264] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-05T20:32:14.586380] [INFO ] [sig       ] STAA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:14.723309] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STAA.txt
[2025-12-05T20:32:14.723409] [INFO ] [sig       ] [3060/3626] Completed STAA in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:14.723445] [INFO ] [sig       ] [3061/3626] Forecasting STAG...
[2025-12-05T20:32:14.723474] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-05T20:32:14.723503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-05T20:32:14.734084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-05T20:32:14.734319] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-05T20:32:14.735059] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-05T20:32:14.735107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:14.735138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:14.735164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:14.735219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:14.792148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:14.793001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:14.793093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:14.793134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:14.915561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:14.915720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:14.915758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:14.915786] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:14.919067] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2025-12-05T20:32:14.919345] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-05T20:32:14.919461] [INFO ] [sig       ] STAG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:15.055296] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STAG.txt
[2025-12-05T20:32:15.055418] [INFO ] [sig       ] [3061/3626] Completed STAG in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:15.055456] [INFO ] [sig       ] [3062/3626] Forecasting STBA...
[2025-12-05T20:32:15.055485] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-05T20:32:15.055514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-05T20:32:15.066000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2025-12-05T20:32:15.066252] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-05T20:32:15.066997] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-05T20:32:15.067046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:15.067077] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:15.067103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:15.067163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:15.122651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:15.123244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:15.123318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:15.123349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:15.236267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:15.236379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:15.236414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:15.236442] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:15.239673] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-05T20:32:15.239927] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-05T20:32:15.240049] [INFO ] [sig       ] STBA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:15.377566] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STBA.txt
[2025-12-05T20:32:15.377722] [INFO ] [sig       ] [3062/3626] Completed STBA in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:15.377762] [INFO ] [sig       ] [3063/3626] Forecasting STC...
[2025-12-05T20:32:15.377790] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-05T20:32:15.377832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-05T20:32:15.387393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-05T20:32:15.387660] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-05T20:32:15.388407] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-05T20:32:15.388455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:15.388486] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:15.388512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:15.388589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:15.444725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:15.445306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:15.445378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:15.445409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:15.560525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:15.560663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:15.560700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:15.560727] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:15.563872] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2025-12-05T20:32:15.564124] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-05T20:32:15.564239] [INFO ] [sig       ] STC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:15.700011] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STC.txt
[2025-12-05T20:32:15.700140] [INFO ] [sig       ] [3063/3626] Completed STC in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:15.700185] [INFO ] [sig       ] [3064/3626] Forecasting STE...
[2025-12-05T20:32:15.700218] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-05T20:32:15.700248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-05T20:32:15.710166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2025-12-05T20:32:15.710393] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-05T20:32:15.711136] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-05T20:32:15.711200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:15.711232] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:15.711258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:15.711313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:15.767055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:15.767636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:15.767706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:15.767737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:15.886373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:15.886477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:15.886512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:15.886538] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:15.889683] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-05T20:32:15.889951] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-05T20:32:15.890076] [INFO ] [sig       ] STE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:16.027567] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STE.txt
[2025-12-05T20:32:16.027691] [INFO ] [sig       ] [3064/3626] Completed STE in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.2m
[2025-12-05T20:32:16.027728] [INFO ] [sig       ] [3065/3626] Forecasting STEL...
[2025-12-05T20:32:16.027757] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-05T20:32:16.027785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-05T20:32:16.038947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-05T20:32:16.039299] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-05T20:32:16.040095] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-05T20:32:16.040144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:16.040178] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:16.040203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:16.040257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:16.096669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:16.097623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:16.097707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:16.097741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:16.214595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:16.214741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:16.214780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:16.214808] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:16.218089] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2025-12-05T20:32:16.218358] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-05T20:32:16.218479] [INFO ] [sig       ] STEL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:16.353898] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STEL.txt
[2025-12-05T20:32:16.354019] [INFO ] [sig       ] [3065/3626] Completed STEL in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:16.354062] [INFO ] [sig       ] [3066/3626] Forecasting STEM...
[2025-12-05T20:32:16.354096] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-05T20:32:16.354132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-05T20:32:16.365790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-05T20:32:16.366164] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-05T20:32:16.366936] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-05T20:32:16.366987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:16.367046] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:16.367075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:16.367132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:16.427059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:16.428083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:16.428200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:16.428255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:16.550104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:16.550271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:16.550312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:16.550342] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:16.553684] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-05T20:32:16.553948] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-05T20:32:16.554069] [INFO ] [sig       ] STEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:16.692453] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STEM.txt
[2025-12-05T20:32:16.692597] [INFO ] [sig       ] [3066/3626] Completed STEM in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:16.692638] [INFO ] [sig       ] [3067/3626] Forecasting STEP...
[2025-12-05T20:32:16.692667] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-05T20:32:16.692697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-05T20:32:16.702811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-05T20:32:16.703080] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-05T20:32:16.703862] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-05T20:32:16.703912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:16.703944] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:16.703971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:16.704027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:16.760605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:16.761207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:16.761283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:16.761314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:16.878498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:16.878666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:16.878708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:16.878738] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:16.882158] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-05T20:32:16.882427] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-05T20:32:16.882552] [INFO ] [sig       ] STEP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:17.027955] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STEP.txt
[2025-12-05T20:32:17.028086] [INFO ] [sig       ] [3067/3626] Completed STEP in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:17.028124] [INFO ] [sig       ] [3068/3626] Forecasting STHO...
[2025-12-05T20:32:17.028154] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-05T20:32:17.028187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-05T20:32:17.037686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-05T20:32:17.038015] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-05T20:32:17.038777] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-05T20:32:17.038827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:17.038859] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:17.038885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:17.038940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:17.094551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:17.095153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:17.095226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:17.095258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:17.207582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:17.207743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:17.207781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:17.207830] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:17.211141] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-05T20:32:17.211403] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-05T20:32:17.211526] [INFO ] [sig       ] STHO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:17.346728] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STHO.txt
[2025-12-05T20:32:17.346852] [INFO ] [sig       ] [3068/3626] Completed STHO in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:17.346890] [INFO ] [sig       ] [3069/3626] Forecasting STI...
[2025-12-05T20:32:17.346919] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-05T20:32:17.346950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-05T20:32:17.359358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2025-12-05T20:32:17.359889] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-05T20:32:17.360824] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-05T20:32:17.360877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:17.360911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:17.360938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:17.360996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:17.421899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:17.423029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:17.423121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:17.423158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:17.549148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:17.549308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:17.549351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:17.549413] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:17.552867] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2025-12-05T20:32:17.553146] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-05T20:32:17.553293] [INFO ] [sig       ] STI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:17.695119] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STI.txt
[2025-12-05T20:32:17.695271] [INFO ] [sig       ] [3069/3626] Completed STI in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:17.695311] [INFO ] [sig       ] [3070/3626] Forecasting STIM...
[2025-12-05T20:32:17.695343] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-05T20:32:17.695376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-05T20:32:17.706679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2025-12-05T20:32:17.706982] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-05T20:32:17.707795] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-05T20:32:17.707872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:17.707920] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:17.707949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:17.708005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:17.766827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:17.767676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:17.767764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:17.767797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:17.893473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:17.893650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:17.893692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:17.893719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:17.897302] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-05T20:32:17.897597] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-05T20:32:17.897727] [INFO ] [sig       ] STIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:18.038658] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STIM.txt
[2025-12-05T20:32:18.038801] [INFO ] [sig       ] [3070/3626] Completed STIM in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:18.038842] [INFO ] [sig       ] [3071/3626] Forecasting STK...
[2025-12-05T20:32:18.038874] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-05T20:32:18.038905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-05T20:32:18.050347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-05T20:32:18.050693] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-05T20:32:18.051511] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-05T20:32:18.051562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:18.051617] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:18.051652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:18.051723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:18.110424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:18.111250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:18.111332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:18.111364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:18.237196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:18.237355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:18.237397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:18.237425] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:18.240868] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-05T20:32:18.241135] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-05T20:32:18.241257] [INFO ] [sig       ] STK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:18.382826] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STK.txt
[2025-12-05T20:32:18.382956] [INFO ] [sig       ] [3071/3626] Completed STK in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:18.382993] [INFO ] [sig       ] [3072/3626] Forecasting STKH...
[2025-12-05T20:32:18.383021] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-05T20:32:18.383050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-05T20:32:18.394701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-05T20:32:18.395037] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-05T20:32:18.395819] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-05T20:32:18.395870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:18.395900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:18.395925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:18.395979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:18.453467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:18.454150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:18.454233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:18.454267] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:18.565359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:18.565519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:18.565561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:18.565608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:18.569015] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=96.44%)
[2025-12-05T20:32:18.569295] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-05T20:32:18.569418] [INFO ] [sig       ] STKH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:18.709686] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STKH.txt
[2025-12-05T20:32:18.709814] [INFO ] [sig       ] [3072/3626] Completed STKH in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:18.709852] [INFO ] [sig       ] [3073/3626] Forecasting STKL...
[2025-12-05T20:32:18.709880] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-05T20:32:18.709909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-05T20:32:18.720978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-05T20:32:18.721354] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-05T20:32:18.722138] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-05T20:32:18.722189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:18.722222] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:18.722247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:18.722303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:18.779371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:18.780104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:18.780193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:18.780237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:18.904533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:18.904700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:18.904741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:18.904770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:18.908052] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-05T20:32:18.908320] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-05T20:32:18.908441] [INFO ] [sig       ] STKL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:19.048723] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STKL.txt
[2025-12-05T20:32:19.048847] [INFO ] [sig       ] [3073/3626] Completed STKL in 0.3s | 2.97 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-05T20:32:19.048891] [INFO ] [sig       ] [3074/3626] Forecasting STKS...
[2025-12-05T20:32:19.048921] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-05T20:32:19.048950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-05T20:32:19.060176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-05T20:32:19.060533] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-05T20:32:19.061319] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-05T20:32:19.061369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:19.061400] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:19.061425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:19.061480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:19.116380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:19.117155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:19.117239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:19.117272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:19.234440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:19.234618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:19.234660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:19.234687] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:19.237987] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=40.34%)
[2025-12-05T20:32:19.238249] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-05T20:32:19.238374] [INFO ] [sig       ] STKS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:19.375744] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STKS.txt
[2025-12-05T20:32:19.375886] [INFO ] [sig       ] [3074/3626] Completed STKS in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:19.375925] [INFO ] [sig       ] [3075/3626] Forecasting STLA...
[2025-12-05T20:32:19.375956] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-05T20:32:19.375985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-05T20:32:19.387150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-05T20:32:19.387456] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-05T20:32:19.388268] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-05T20:32:19.388319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:19.388351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:19.388378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:19.388434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:19.446303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:19.447053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:19.447134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:19.447168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:19.569729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:19.569903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:19.569952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:19.569984] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:19.574147] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2025-12-05T20:32:19.574480] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-05T20:32:19.574676] [INFO ] [sig       ] STLA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:19.740809] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STLA.txt
[2025-12-05T20:32:19.740963] [INFO ] [sig       ] [3075/3626] Completed STLA in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:19.741003] [INFO ] [sig       ] [3076/3626] Forecasting STLD...
[2025-12-05T20:32:19.741033] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-05T20:32:19.741063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-05T20:32:19.752377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2025-12-05T20:32:19.752754] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-05T20:32:19.753610] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-05T20:32:19.753661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:19.753692] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:19.753719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:19.753774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:19.816017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:19.816946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:19.817063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:19.817098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:19.936660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:19.936818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:19.936859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:19.936887] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:19.940169] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-05T20:32:19.940433] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-05T20:32:19.940551] [INFO ] [sig       ] STLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:20.075384] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STLD.txt
[2025-12-05T20:32:20.075515] [INFO ] [sig       ] [3076/3626] Completed STLD in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:20.075553] [INFO ] [sig       ] [3077/3626] Forecasting STM...
[2025-12-05T20:32:20.075600] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-05T20:32:20.075632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-05T20:32:20.093490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-05T20:32:20.093897] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-05T20:32:20.094717] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-05T20:32:20.094768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:20.094800] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:20.094826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:20.094882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:20.150602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:20.151450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:20.151532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:20.151564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:20.271705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:20.271838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:20.271894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:20.271924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:20.275363] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-05T20:32:20.275642] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-05T20:32:20.275764] [INFO ] [sig       ] STM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:20.417010] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STM.txt
[2025-12-05T20:32:20.417143] [INFO ] [sig       ] [3077/3626] Completed STM in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:20.417181] [INFO ] [sig       ] [3078/3626] Forecasting STN...
[2025-12-05T20:32:20.417213] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-05T20:32:20.417243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-05T20:32:20.428425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-05T20:32:20.428839] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-05T20:32:20.429674] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-05T20:32:20.429725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:20.429757] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:20.429783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:20.429839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:20.487761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:20.488588] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:20.488671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:20.488704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:20.609794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:20.609958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:20.609999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:20.610027] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:20.613399] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=31.58%)
[2025-12-05T20:32:20.613691] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-05T20:32:20.613817] [INFO ] [sig       ] STN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:20.749654] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STN.txt
[2025-12-05T20:32:20.749795] [INFO ] [sig       ] [3078/3626] Completed STN in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:20.749833] [INFO ] [sig       ] [3079/3626] Forecasting STNE...
[2025-12-05T20:32:20.749861] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-05T20:32:20.749891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-05T20:32:20.761633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-05T20:32:20.761985] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-05T20:32:20.763084] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-05T20:32:20.763136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:20.763169] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:20.763195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:20.763256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:20.823386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:20.824137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:20.824235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:20.824272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:20.952316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:20.952477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:20.952517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:20.952547] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:20.956082] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2025-12-05T20:32:20.956352] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-05T20:32:20.956481] [INFO ] [sig       ] STNE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:21.101019] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STNE.txt
[2025-12-05T20:32:21.101186] [INFO ] [sig       ] [3079/3626] Completed STNE in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:21.101225] [INFO ] [sig       ] [3080/3626] Forecasting STOK...
[2025-12-05T20:32:21.101254] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-05T20:32:21.101284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-05T20:32:21.112083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-05T20:32:21.112404] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-05T20:32:21.113169] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-05T20:32:21.113219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:21.113250] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:21.113276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:21.113331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:21.168388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:21.169162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:21.169240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:21.169273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:21.292314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:21.292474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:21.292514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:21.292543] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:21.295926] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=63.84%)
[2025-12-05T20:32:21.296195] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-05T20:32:21.296319] [INFO ] [sig       ] STOK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:21.437229] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STOK.txt
[2025-12-05T20:32:21.437374] [INFO ] [sig       ] [3080/3626] Completed STOK in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:21.437432] [INFO ] [sig       ] [3081/3626] Forecasting STRA...
[2025-12-05T20:32:21.437474] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-05T20:32:21.437511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-05T20:32:21.455048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-05T20:32:21.455361] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-05T20:32:21.456143] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-05T20:32:21.456194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:21.456242] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:21.456269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:21.456326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:21.516524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:21.517315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:21.517396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:21.517430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:21.640275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:21.640435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:21.640476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:21.640514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:21.644116] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-05T20:32:21.644382] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-05T20:32:21.644506] [INFO ] [sig       ] STRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:21.789037] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STRA.txt
[2025-12-05T20:32:21.789175] [INFO ] [sig       ] [3081/3626] Completed STRA in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:21.789213] [INFO ] [sig       ] [3082/3626] Forecasting STRL...
[2025-12-05T20:32:21.789244] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-05T20:32:21.789276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-05T20:32:21.800959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-05T20:32:21.801273] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-05T20:32:21.802197] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-05T20:32:21.802259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:21.802302] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:21.802340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:21.802405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:21.863037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:21.863789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:21.863868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:21.863901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:21.988548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:21.988724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:21.988765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:21.988793] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:21.992099] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-05T20:32:21.992359] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-05T20:32:21.992480] [INFO ] [sig       ] STRL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:22.140778] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STRL.txt
[2025-12-05T20:32:22.140956] [INFO ] [sig       ] [3082/3626] Completed STRL in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.1m
[2025-12-05T20:32:22.141002] [INFO ] [sig       ] [3083/3626] Forecasting STRS...
[2025-12-05T20:32:22.141038] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-05T20:32:22.141075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-05T20:32:22.152456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-05T20:32:22.152786] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-05T20:32:22.153604] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-05T20:32:22.153655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:22.153711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:22.153739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:22.153795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:22.214727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:22.215496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:22.215634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:22.215680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:22.309777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:22.309922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:22.309962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:22.309990] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:22.313650] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2025-12-05T20:32:22.313950] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-05T20:32:22.314111] [INFO ] [sig       ] STRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:22.456059] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STRS.txt
[2025-12-05T20:32:22.456213] [INFO ] [sig       ] [3083/3626] Completed STRS in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:22.456254] [INFO ] [sig       ] [3084/3626] Forecasting STSS...
[2025-12-05T20:32:22.456285] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-05T20:32:22.456315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-05T20:32:22.468292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2025-12-05T20:32:22.468723] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-05T20:32:22.469493] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-05T20:32:22.469543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:22.469593] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:22.469622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:22.469677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:22.526102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:22.526972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:22.527054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:22.527085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:22.643850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:22.644004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:22.644044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:22.644071] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:22.647382] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=61.17%)
[2025-12-05T20:32:22.647662] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-05T20:32:22.647786] [INFO ] [sig       ] STSS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:22.784687] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STSS.txt
[2025-12-05T20:32:22.784811] [INFO ] [sig       ] [3084/3626] Completed STSS in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:22.784849] [INFO ] [sig       ] [3085/3626] Forecasting STTK...
[2025-12-05T20:32:22.784884] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-05T20:32:22.784913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-05T20:32:22.796125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2025-12-05T20:32:22.796456] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-05T20:32:22.797291] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-05T20:32:22.797343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:22.797375] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:22.797402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:22.797457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:22.854527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:22.855295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:22.855377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:22.855409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:22.979677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:22.979837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:22.979877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:22.979905] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:22.983816] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-12-05T20:32:22.984112] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-05T20:32:22.984263] [INFO ] [sig       ] STTK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:23.126994] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STTK.txt
[2025-12-05T20:32:23.127163] [INFO ] [sig       ] [3085/3626] Completed STTK in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:23.127202] [INFO ] [sig       ] [3086/3626] Forecasting STVN...
[2025-12-05T20:32:23.127231] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-05T20:32:23.127264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-05T20:32:23.138338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2025-12-05T20:32:23.138651] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-05T20:32:23.139437] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-05T20:32:23.139489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:23.139521] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:23.139548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:23.139626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:23.195048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:23.195749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:23.195828] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:23.195859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:23.308680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:23.308830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:23.308868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:23.308936] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:23.312555] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-05T20:32:23.312871] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-05T20:32:23.313000] [INFO ] [sig       ] STVN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:23.450034] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STVN.txt
[2025-12-05T20:32:23.450163] [INFO ] [sig       ] [3086/3626] Completed STVN in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:23.450202] [INFO ] [sig       ] [3087/3626] Forecasting STWD...
[2025-12-05T20:32:23.450232] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-05T20:32:23.450263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-05T20:32:23.460822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-05T20:32:23.461096] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-05T20:32:23.461877] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-05T20:32:23.461929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:23.461960] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:23.461986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:23.462042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:23.518702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:23.519295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:23.519373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:23.519405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:23.635952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:23.636093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:23.636132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:23.636162] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:23.639510] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-05T20:32:23.639802] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-05T20:32:23.639924] [INFO ] [sig       ] STWD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:23.777532] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STWD.txt
[2025-12-05T20:32:23.777670] [INFO ] [sig       ] [3087/3626] Completed STWD in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:23.777709] [INFO ] [sig       ] [3088/3626] Forecasting STX...
[2025-12-05T20:32:23.777737] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-05T20:32:23.777768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-05T20:32:23.788501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-05T20:32:23.788822] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-05T20:32:23.789592] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-05T20:32:23.789651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:23.789690] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:23.789725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:23.789783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:23.845351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:23.846098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:23.846174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:23.846206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:23.969531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:23.969697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:23.969736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:23.969782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:23.973098] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2025-12-05T20:32:23.973360] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-05T20:32:23.973491] [INFO ] [sig       ] STX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:24.110912] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STX.txt
[2025-12-05T20:32:24.111047] [INFO ] [sig       ] [3088/3626] Completed STX in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:24.111085] [INFO ] [sig       ] [3089/3626] Forecasting STXE...
[2025-12-05T20:32:24.111114] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-05T20:32:24.111144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-05T20:32:24.126044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-05T20:32:24.126495] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-05T20:32:24.127769] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-05T20:32:24.127853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:24.127892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:24.127922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:24.127991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:24.206305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:24.207248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:24.207335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:24.207368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:24.325540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:24.325716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:24.325756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:24.325783] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:24.329434] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=90.20%)
[2025-12-05T20:32:24.329720] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-05T20:32:24.329846] [INFO ] [sig       ] STXE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:24.473956] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/STXE.txt
[2025-12-05T20:32:24.474106] [INFO ] [sig       ] [3089/3626] Completed STXE in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:24.474145] [INFO ] [sig       ] [3090/3626] Forecasting STXG...
[2025-12-05T20:32:24.474174] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-05T20:32:24.474204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-05T20:32:24.484616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-05T20:32:24.484941] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-05T20:32:24.485720] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-05T20:32:24.485770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:24.485803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:24.485838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:24.485910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:24.543407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:24.544205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:24.544289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:24.544339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:24.657854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:24.658010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:24.658050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:24.658080] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:24.661676] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-05T20:32:24.661955] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-05T20:32:24.662086] [INFO ] [sig       ] STXG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:24.804138] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/STXG.txt
[2025-12-05T20:32:24.804287] [INFO ] [sig       ] [3090/3626] Completed STXG in 0.3s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:24.804331] [INFO ] [sig       ] [3091/3626] Forecasting SUI...
[2025-12-05T20:32:24.804361] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-05T20:32:24.804390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-05T20:32:24.815829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-05T20:32:24.816181] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-05T20:32:24.817024] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-05T20:32:24.817076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:24.817108] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:24.817134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:24.817190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:24.876504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:24.877282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:24.877364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:24.877400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:25.007037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:25.007192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:25.007234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:25.007262] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:25.011316] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=11.37%)
[2025-12-05T20:32:25.011624] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-05T20:32:25.011754] [INFO ] [sig       ] SUI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:25.155043] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUI.txt
[2025-12-05T20:32:25.155183] [INFO ] [sig       ] [3091/3626] Completed SUI in 0.4s | 2.97 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-05T20:32:25.155221] [INFO ] [sig       ] [3092/3626] Forecasting SUN...
[2025-12-05T20:32:25.155250] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-05T20:32:25.155279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-05T20:32:25.169538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2025-12-05T20:32:25.169866] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-05T20:32:25.170713] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-05T20:32:25.170765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:25.170796] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:25.170836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:25.170893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:25.232721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:25.233825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:25.233909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:25.233942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:25.362911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:25.363060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:25.363102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:25.363130] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:25.366620] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-05T20:32:25.366886] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-05T20:32:25.367009] [INFO ] [sig       ] SUN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:25.510297] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUN.txt
[2025-12-05T20:32:25.510428] [INFO ] [sig       ] [3092/3626] Completed SUN in 0.4s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:25.510472] [INFO ] [sig       ] [3093/3626] Forecasting SUNS...
[2025-12-05T20:32:25.510502] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-05T20:32:25.510531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-05T20:32:25.523563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2025-12-05T20:32:25.524053] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-05T20:32:25.524971] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-05T20:32:25.525022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:25.525054] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:25.525081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:25.525138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:25.585317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:25.586125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:25.586277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:25.586314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:25.710554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:25.710919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:25.710960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:25.710989] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:25.715146] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: UP (p=81.94%)
[2025-12-05T20:32:25.715430] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-05T20:32:25.715589] [INFO ] [sig       ] SUNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:25.865221] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SUNS.txt
[2025-12-05T20:32:25.865379] [INFO ] [sig       ] [3093/3626] Completed SUNS in 0.4s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:25.865423] [INFO ] [sig       ] [3094/3626] Forecasting SUPN...
[2025-12-05T20:32:25.865453] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-05T20:32:25.865484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-05T20:32:25.877199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-05T20:32:25.877531] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-05T20:32:25.878387] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-05T20:32:25.878441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:25.878482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:25.878512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:25.878570] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:25.942179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:25.942855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:25.942934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:25.942968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:26.071755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:26.071919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:26.071959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:26.071987] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:26.075298] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-05T20:32:26.075767] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-05T20:32:26.075889] [INFO ] [sig       ] SUPN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:26.213476] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUPN.txt
[2025-12-05T20:32:26.213613] [INFO ] [sig       ] [3094/3626] Completed SUPN in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:26.213652] [INFO ] [sig       ] [3095/3626] Forecasting SURG...
[2025-12-05T20:32:26.213682] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-05T20:32:26.213711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-05T20:32:26.224125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-05T20:32:26.224369] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-05T20:32:26.225127] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-05T20:32:26.225176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:26.225207] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:26.225233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:26.225288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:26.281726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:26.282290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:26.282361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:26.282392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:26.396229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:26.396310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:26.396343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:26.396384] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:26.399723] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-05T20:32:26.399971] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-05T20:32:26.400085] [INFO ] [sig       ] SURG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:26.535338] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SURG.txt
[2025-12-05T20:32:26.535443] [INFO ] [sig       ] [3095/3626] Completed SURG in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:26.535479] [INFO ] [sig       ] [3096/3626] Forecasting SUSB...
[2025-12-05T20:32:26.535508] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-05T20:32:26.535542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-05T20:32:26.545659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-05T20:32:26.545896] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-05T20:32:26.546638] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-05T20:32:26.546687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:26.546717] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:26.546741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:26.546795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:26.604898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:26.605462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:26.605536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:26.605566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:26.725731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:26.725883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:26.725921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:26.725949] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:26.729338] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: DOWN (p=37.16%)
[2025-12-05T20:32:26.729770] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-05T20:32:26.729888] [INFO ] [sig       ] SUSB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:26.867689] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUSB.txt
[2025-12-05T20:32:26.867825] [INFO ] [sig       ] [3096/3626] Completed SUSB in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:26.867863] [INFO ] [sig       ] [3097/3626] Forecasting SUSC...
[2025-12-05T20:32:26.867890] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-05T20:32:26.867919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-05T20:32:26.881372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-05T20:32:26.881756] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-05T20:32:26.882773] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-05T20:32:26.882826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:26.882858] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:26.882885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:26.882941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:26.943411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:26.944449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:26.944747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:26.944782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:27.073728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:27.073901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:27.073944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:27.073971] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:27.077486] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2025-12-05T20:32:27.077788] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-05T20:32:27.077940] [INFO ] [sig       ] SUSC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:27.221442] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUSC.txt
[2025-12-05T20:32:27.221622] [INFO ] [sig       ] [3097/3626] Completed SUSC in 0.4s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:27.221665] [INFO ] [sig       ] [3098/3626] Forecasting SUSL...
[2025-12-05T20:32:27.221695] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-05T20:32:27.221727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-05T20:32:27.233369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-05T20:32:27.233705] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-05T20:32:27.234486] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-05T20:32:27.234537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:27.234585] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:27.234620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:27.234678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:27.295391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:27.296143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:27.296227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:27.296259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:27.420368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:27.420521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:27.420561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:27.420609] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:27.424112] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-05T20:32:27.424378] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-05T20:32:27.424504] [INFO ] [sig       ] SUSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:27.563785] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUSL.txt
[2025-12-05T20:32:27.563910] [INFO ] [sig       ] [3098/3626] Completed SUSL in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:27.563947] [INFO ] [sig       ] [3099/3626] Forecasting SUUN...
[2025-12-05T20:32:27.563975] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-05T20:32:27.564002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-05T20:32:27.574405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-05T20:32:27.574693] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-05T20:32:27.575429] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-05T20:32:27.575479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:27.575510] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:27.575536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:27.575610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:27.634550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:27.635261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:27.635353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:27.635386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:27.757333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:27.757492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:27.757535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:27.757591] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:27.761071] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=37.79%)
[2025-12-05T20:32:27.761343] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-05T20:32:27.761467] [INFO ] [sig       ] SUUN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:27.899802] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SUUN.txt
[2025-12-05T20:32:27.899940] [INFO ] [sig       ] [3099/3626] Completed SUUN in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:27.899977] [INFO ] [sig       ] [3100/3626] Forecasting SUZ...
[2025-12-05T20:32:27.900006] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-05T20:32:27.900036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-05T20:32:27.910234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-05T20:32:27.910483] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-05T20:32:27.911251] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-05T20:32:27.911300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:27.911356] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:27.911382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:27.911437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:27.971904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:27.972668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:27.972748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:27.972781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:28.095682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:28.095839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:28.095881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:28.095908] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:28.099430] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2025-12-05T20:32:28.099734] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-05T20:32:28.099870] [INFO ] [sig       ] SUZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:28.236253] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SUZ.txt
[2025-12-05T20:32:28.236392] [INFO ] [sig       ] [3100/3626] Completed SUZ in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 3.0m
[2025-12-05T20:32:28.236433] [INFO ] [sig       ] [3101/3626] Forecasting SVC...
[2025-12-05T20:32:28.236462] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-05T20:32:28.236491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-05T20:32:28.247176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-05T20:32:28.247439] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-05T20:32:28.248253] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-05T20:32:28.248303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:28.248334] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:28.248360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:28.248420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:28.306275] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:28.306902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:28.306979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:28.307010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:28.425741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:28.425894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:28.425932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:28.425959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:28.429322] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-05T20:32:28.429638] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-05T20:32:28.429770] [INFO ] [sig       ] SVC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:28.567229] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SVC.txt
[2025-12-05T20:32:28.567383] [INFO ] [sig       ] [3101/3626] Completed SVC in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:28.567421] [INFO ] [sig       ] [3102/3626] Forecasting SVCO...
[2025-12-05T20:32:28.567450] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-05T20:32:28.567479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-05T20:32:28.578120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-05T20:32:28.578492] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-05T20:32:28.579248] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-05T20:32:28.579298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:28.579329] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:28.579355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:28.579414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:28.635394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:28.636236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:28.636317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:28.636349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:28.754116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:28.754268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:28.754307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:28.754334] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:28.757590] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=79.28%)
[2025-12-05T20:32:28.757885] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-05T20:32:28.758006] [INFO ] [sig       ] SVCO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:28.894967] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SVCO.txt
[2025-12-05T20:32:28.895087] [INFO ] [sig       ] [3102/3626] Completed SVCO in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:28.895124] [INFO ] [sig       ] [3103/3626] Forecasting SVRA...
[2025-12-05T20:32:28.895152] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-05T20:32:28.895182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-05T20:32:28.906152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-05T20:32:28.906435] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-05T20:32:28.907219] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-05T20:32:28.907270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:28.907301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:28.907328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:28.907402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:28.964674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:28.965292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:28.965368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:28.965401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:29.084809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:29.084915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:29.084954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:29.085009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:29.088482] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-05T20:32:29.088805] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-05T20:32:29.088948] [INFO ] [sig       ] SVRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:29.231073] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SVRA.txt
[2025-12-05T20:32:29.231193] [INFO ] [sig       ] [3103/3626] Completed SVRA in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:29.231230] [INFO ] [sig       ] [3104/3626] Forecasting SWBI...
[2025-12-05T20:32:29.231258] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-05T20:32:29.231288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-05T20:32:29.241406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-05T20:32:29.241697] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-05T20:32:29.242435] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-05T20:32:29.242484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:29.242514] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:29.242540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:29.242611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:29.299407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:29.300051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:29.300125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:29.300158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:29.418120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:29.418259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:29.418297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:29.418326] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:29.421745] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=63.61%)
[2025-12-05T20:32:29.422004] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-05T20:32:29.422122] [INFO ] [sig       ] SWBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:29.559711] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SWBI.txt
[2025-12-05T20:32:29.559874] [INFO ] [sig       ] [3104/3626] Completed SWBI in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:29.559929] [INFO ] [sig       ] [3105/3626] Forecasting SWIM...
[2025-12-05T20:32:29.559962] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-05T20:32:29.559994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-05T20:32:29.570237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-05T20:32:29.570533] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-05T20:32:29.571295] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-05T20:32:29.571358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:29.571389] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:29.571415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:29.571471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:29.628920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:29.629735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:29.629816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:29.629851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:29.747431] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:29.747611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:29.747654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:29.747685] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:29.751150] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=43.97%)
[2025-12-05T20:32:29.751438] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-05T20:32:29.751589] [INFO ] [sig       ] SWIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:29.890162] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SWIM.txt
[2025-12-05T20:32:29.890290] [INFO ] [sig       ] [3105/3626] Completed SWIM in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:29.890329] [INFO ] [sig       ] [3106/3626] Forecasting SWK...
[2025-12-05T20:32:29.890359] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-05T20:32:29.890390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-05T20:32:29.900352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-05T20:32:29.900641] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-05T20:32:29.901624] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-05T20:32:29.901679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:29.901719] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:29.901755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:29.901825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:29.959644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:29.960267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:29.960343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:29.960375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:30.079613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:30.079757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:30.079798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:30.079827] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:30.083146] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-05T20:32:30.083412] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-05T20:32:30.083537] [INFO ] [sig       ] SWK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:30.222644] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SWK.txt
[2025-12-05T20:32:30.222765] [INFO ] [sig       ] [3106/3626] Completed SWK in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:30.222802] [INFO ] [sig       ] [3107/3626] Forecasting SWKS...
[2025-12-05T20:32:30.222830] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-05T20:32:30.222859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-05T20:32:30.233041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-05T20:32:30.233330] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-05T20:32:30.234146] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-05T20:32:30.234198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:30.234230] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:30.234257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:30.234314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:30.292775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:30.293496] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:30.293600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:30.293634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:30.417928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:30.418066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:30.418105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:30.418133] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:30.421471] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-12-05T20:32:30.421748] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-05T20:32:30.421867] [INFO ] [sig       ] SWKS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:30.561964] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SWKS.txt
[2025-12-05T20:32:30.562089] [INFO ] [sig       ] [3107/3626] Completed SWKS in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:30.562126] [INFO ] [sig       ] [3108/3626] Forecasting SWX...
[2025-12-05T20:32:30.562154] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-05T20:32:30.562182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-05T20:32:30.572863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-05T20:32:30.573156] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-05T20:32:30.574004] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-05T20:32:30.574055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:30.574087] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:30.574114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:30.574171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:30.633059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:30.633739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:30.633814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:30.633847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:30.751432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:30.751564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:30.751619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:30.751647] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:30.754848] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-05T20:32:30.755109] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-05T20:32:30.755223] [INFO ] [sig       ] SWX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:30.898503] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SWX.txt
[2025-12-05T20:32:30.898684] [INFO ] [sig       ] [3108/3626] Completed SWX in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:30.898733] [INFO ] [sig       ] [3109/3626] Forecasting SWZ...
[2025-12-05T20:32:30.898766] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-05T20:32:30.898796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-05T20:32:30.909148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWZ'.
[2025-12-05T20:32:30.909440] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-05T20:32:30.910252] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-05T20:32:30.910304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:30.910335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:30.910362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:30.910420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:30.968892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:30.969482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:30.969784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:30.969819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:31.075420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:31.075562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:31.075618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:31.075647] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:31.078868] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-05T20:32:31.079123] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-05T20:32:31.079241] [INFO ] [sig       ] SWZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:31.217180] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SWZ.txt
[2025-12-05T20:32:31.217299] [INFO ] [sig       ] [3109/3626] Completed SWZ in 0.3s | 2.97 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-05T20:32:31.217335] [INFO ] [sig       ] [3110/3626] Forecasting SXC...
[2025-12-05T20:32:31.217364] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-05T20:32:31.217394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-05T20:32:31.229334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2025-12-05T20:32:31.229632] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-05T20:32:31.230428] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-05T20:32:31.230482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:31.230513] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:31.230541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:31.230625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:31.287717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:31.288319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:31.288421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:31.288461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:31.408696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:31.408831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:31.408869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:31.408897] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:31.412545] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=40.53%)
[2025-12-05T20:32:31.412847] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-05T20:32:31.412972] [INFO ] [sig       ] SXC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:31.553554] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SXC.txt
[2025-12-05T20:32:31.553696] [INFO ] [sig       ] [3110/3626] Completed SXC in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:31.553734] [INFO ] [sig       ] [3111/3626] Forecasting SXI...
[2025-12-05T20:32:31.553763] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-05T20:32:31.553792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-05T20:32:31.564824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-05T20:32:31.565088] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-05T20:32:31.565850] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-05T20:32:31.565900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:31.565931] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:31.565957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:31.566012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:31.623431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:31.624042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:31.624114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:31.624145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:31.745525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:31.745682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:31.745720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:31.745747] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:31.749027] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-05T20:32:31.749282] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-05T20:32:31.749400] [INFO ] [sig       ] SXI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:31.889737] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SXI.txt
[2025-12-05T20:32:31.889886] [INFO ] [sig       ] [3111/3626] Completed SXI in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:31.889925] [INFO ] [sig       ] [3112/3626] Forecasting SXTC...
[2025-12-05T20:32:31.889955] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-05T20:32:31.889984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-05T20:32:31.900678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-05T20:32:31.901026] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-05T20:32:31.901786] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-05T20:32:31.901835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:31.901865] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:31.901892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:31.901947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:31.957565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:31.958430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:31.958519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:31.958550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:32.075279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:32.075427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:32.075502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:32.075533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:32.078926] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=10.81%)
[2025-12-05T20:32:32.079185] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-05T20:32:32.079304] [INFO ] [sig       ] SXTC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:32.215213] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SXTC.txt
[2025-12-05T20:32:32.215333] [INFO ] [sig       ] [3112/3626] Completed SXTC in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:32.215371] [INFO ] [sig       ] [3113/3626] Forecasting SY...
[2025-12-05T20:32:32.215400] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-05T20:32:32.215429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-05T20:32:32.225480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2025-12-05T20:32:32.225769] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-05T20:32:32.226503] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-05T20:32:32.226551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:32.226599] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:32.226630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:32.226685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:32.282799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:32.283406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:32.283478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:32.283509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:32.398729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:32.398859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:32.398896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:32.398924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:32.402163] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=45.49%)
[2025-12-05T20:32:32.402419] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-05T20:32:32.402540] [INFO ] [sig       ] SY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:32.539219] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SY.txt
[2025-12-05T20:32:32.539358] [INFO ] [sig       ] [3113/3626] Completed SY in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:32.539395] [INFO ] [sig       ] [3114/3626] Forecasting SYF...
[2025-12-05T20:32:32.539424] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-05T20:32:32.539459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-05T20:32:32.549693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-05T20:32:32.549985] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-05T20:32:32.550757] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-05T20:32:32.550808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:32.550840] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:32.550866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:32.550922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:32.608688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:32.609315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:32.609391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:32.609424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:32.737420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:32.737599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:32.737641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:32.737671] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:32.741081] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-05T20:32:32.741343] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-05T20:32:32.741482] [INFO ] [sig       ] SYF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:32.879459] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SYF.txt
[2025-12-05T20:32:32.879622] [INFO ] [sig       ] [3114/3626] Completed SYF in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:32.879673] [INFO ] [sig       ] [3115/3626] Forecasting SYK...
[2025-12-05T20:32:32.879710] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-05T20:32:32.879745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-05T20:32:32.890434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-05T20:32:32.890727] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-05T20:32:32.891490] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-05T20:32:32.891541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:32.891596] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:32.891629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:32.891690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:32.950101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:32.950740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:32.950814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:32.950847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:33.068639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:33.068791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:33.068830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:33.068857] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:33.072169] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=94.18%)
[2025-12-05T20:32:33.072458] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-05T20:32:33.072609] [INFO ] [sig       ] SYK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:33.210874] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/SYK.txt
[2025-12-05T20:32:33.211003] [INFO ] [sig       ] [3115/3626] Completed SYK in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:33.211043] [INFO ] [sig       ] [3116/3626] Forecasting SYM...
[2025-12-05T20:32:33.211074] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-05T20:32:33.211104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-05T20:32:33.221349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-05T20:32:33.221640] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-05T20:32:33.222374] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-05T20:32:33.222423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:33.222466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:33.222493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:33.222549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:33.278997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:33.279614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:33.279687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:33.279718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:33.399141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:33.399268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:33.399306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:33.399334] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:33.402540] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-05T20:32:33.402811] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-05T20:32:33.402936] [INFO ] [sig       ] SYM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:33.545090] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SYM.txt
[2025-12-05T20:32:33.545207] [INFO ] [sig       ] [3116/3626] Completed SYM in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:33.545244] [INFO ] [sig       ] [3117/3626] Forecasting SYNA...
[2025-12-05T20:32:33.545273] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-05T20:32:33.545302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-05T20:32:33.555633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-05T20:32:33.555903] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-05T20:32:33.556657] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-05T20:32:33.556705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:33.556761] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:33.556788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:33.556844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:33.612703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:33.613334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:33.613407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:33.613438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:33.734517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:33.734664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:33.734702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:33.734729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:33.738058] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=5.94%)
[2025-12-05T20:32:33.738319] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-05T20:32:33.738443] [INFO ] [sig       ] SYNA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:33.876081] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SYNA.txt
[2025-12-05T20:32:33.876198] [INFO ] [sig       ] [3117/3626] Completed SYNA in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:33.876235] [INFO ] [sig       ] [3118/3626] Forecasting SYRE...
[2025-12-05T20:32:33.876263] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-05T20:32:33.876292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-05T20:32:33.886750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-05T20:32:33.887024] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-05T20:32:33.887781] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-05T20:32:33.887856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:33.887886] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:33.887913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:33.887968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:33.944538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:33.945146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:33.945218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:33.945249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:34.068719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:34.068850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:34.068887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:34.068915] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:34.072151] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-05T20:32:34.072405] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-05T20:32:34.072535] [INFO ] [sig       ] SYRE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:34.219103] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SYRE.txt
[2025-12-05T20:32:34.219252] [INFO ] [sig       ] [3118/3626] Completed SYRE in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.9m
[2025-12-05T20:32:34.219290] [INFO ] [sig       ] [3119/3626] Forecasting SYY...
[2025-12-05T20:32:34.219319] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-05T20:32:34.219350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-05T20:32:34.230919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-05T20:32:34.231238] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-05T20:32:34.232016] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-05T20:32:34.232066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:34.232098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:34.232124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:34.232183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:34.293340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:34.294393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:34.294472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:34.294505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:34.418479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:34.418646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:34.418687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:34.418716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:34.422065] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=44.63%)
[2025-12-05T20:32:34.422322] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-05T20:32:34.422440] [INFO ] [sig       ] SYY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:34.563240] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/SYY.txt
[2025-12-05T20:32:34.563387] [INFO ] [sig       ] [3119/3626] Completed SYY in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:34.563423] [INFO ] [sig       ] [3120/3626] Forecasting TAC...
[2025-12-05T20:32:34.563458] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-05T20:32:34.563490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-05T20:32:34.573821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-05T20:32:34.574091] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-05T20:32:34.574854] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-05T20:32:34.574902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:34.574932] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:34.574958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:34.575013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:34.631023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:34.631644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:34.631716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:34.631748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:34.747290] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:34.747415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:34.747451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:34.747514] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:34.750963] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=56.62%)
[2025-12-05T20:32:34.751230] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-05T20:32:34.751352] [INFO ] [sig       ] TAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:34.892161] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TAC.txt
[2025-12-05T20:32:34.892295] [INFO ] [sig       ] [3120/3626] Completed TAC in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:34.892333] [INFO ] [sig       ] [3121/3626] Forecasting TAK...
[2025-12-05T20:32:34.892361] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-05T20:32:34.892390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-05T20:32:34.906654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-05T20:32:34.906925] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-05T20:32:34.907694] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-05T20:32:34.907743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:34.907773] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:34.907799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:34.907894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:34.964087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:34.964682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:34.964753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:34.964784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:35.079949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:35.080095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:35.080132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:35.080159] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:35.083446] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-05T20:32:35.083748] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-05T20:32:35.083866] [INFO ] [sig       ] TAK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:35.228830] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TAK.txt
[2025-12-05T20:32:35.228977] [INFO ] [sig       ] [3121/3626] Completed TAK in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:35.229016] [INFO ] [sig       ] [3122/3626] Forecasting TAL...
[2025-12-05T20:32:35.229046] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-05T20:32:35.229075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-05T20:32:35.239851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-05T20:32:35.240207] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-05T20:32:35.240985] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-05T20:32:35.241035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:35.241065] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:35.241092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:35.241147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:35.297228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:35.298100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:35.298177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:35.298209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:35.414218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:35.414355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:35.414391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:35.414420] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:35.417652] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-05T20:32:35.417961] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-05T20:32:35.418093] [INFO ] [sig       ] TAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:35.554181] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TAL.txt
[2025-12-05T20:32:35.554293] [INFO ] [sig       ] [3122/3626] Completed TAL in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:35.554329] [INFO ] [sig       ] [3123/3626] Forecasting TALK...
[2025-12-05T20:32:35.554358] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-05T20:32:35.554387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-05T20:32:35.564674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-05T20:32:35.564923] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-05T20:32:35.565685] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-05T20:32:35.565733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:35.565763] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:35.565789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:35.565844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:35.621279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:35.621882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:35.621956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:35.621987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:35.739016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:35.739149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:35.739186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:35.739229] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:35.742471] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=2.51%)
[2025-12-05T20:32:35.742750] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-05T20:32:35.742867] [INFO ] [sig       ] TALK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:35.879412] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TALK.txt
[2025-12-05T20:32:35.879539] [INFO ] [sig       ] [3123/3626] Completed TALK in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:35.879596] [INFO ] [sig       ] [3124/3626] Forecasting TALO...
[2025-12-05T20:32:35.879627] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-05T20:32:35.879656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-05T20:32:35.889989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-05T20:32:35.890267] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-05T20:32:35.891015] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-05T20:32:35.891063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:35.891094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:35.891121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:35.891176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:35.947150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:35.947771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:35.948051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:35.948082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:36.068386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:36.068548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:36.068607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:36.068637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:36.072066] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2025-12-05T20:32:36.072384] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-05T20:32:36.072515] [INFO ] [sig       ] TALO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:36.211802] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TALO.txt
[2025-12-05T20:32:36.211948] [INFO ] [sig       ] [3124/3626] Completed TALO in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:36.211987] [INFO ] [sig       ] [3125/3626] Forecasting TAOP...
[2025-12-05T20:32:36.212016] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-05T20:32:36.212045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-05T20:32:36.222925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-05T20:32:36.223371] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-05T20:32:36.224252] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-05T20:32:36.224307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:36.224339] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:36.224364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:36.224420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:36.283383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:36.284482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:36.284567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:36.284638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:36.406146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:36.406311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:36.406351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:36.406379] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:36.409967] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: UP (p=90.90%)
[2025-12-05T20:32:36.410280] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-05T20:32:36.410424] [INFO ] [sig       ] TAOP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:36.550183] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TAOP.txt
[2025-12-05T20:32:36.550336] [INFO ] [sig       ] [3125/3626] Completed TAOP in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:36.550374] [INFO ] [sig       ] [3126/3626] Forecasting TAP...
[2025-12-05T20:32:36.550404] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-05T20:32:36.550434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-05T20:32:36.561480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-05T20:32:36.562050] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-05T20:32:36.562836] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-05T20:32:36.562886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:36.562916] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:36.562942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:36.562998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:36.623693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:36.624947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:36.625031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:36.625064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:36.752213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:36.752391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:36.752435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:36.752464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:36.755906] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-05T20:32:36.756189] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-05T20:32:36.756327] [INFO ] [sig       ] TAP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:36.902021] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TAP.txt
[2025-12-05T20:32:36.902164] [INFO ] [sig       ] [3126/3626] Completed TAP in 0.4s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:36.902202] [INFO ] [sig       ] [3127/3626] Forecasting TARA...
[2025-12-05T20:32:36.902231] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-05T20:32:36.902260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-05T20:32:36.912932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2025-12-05T20:32:36.913194] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-05T20:32:36.913989] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-05T20:32:36.914039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:36.914069] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:36.914096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:36.914167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:36.976678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:36.977497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:36.977624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:36.977659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:37.102433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:37.102623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:37.102666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:37.102694] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:37.106090] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-05T20:32:37.106348] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-05T20:32:37.106469] [INFO ] [sig       ] TARA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:37.243735] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TARA.txt
[2025-12-05T20:32:37.243849] [INFO ] [sig       ] [3127/3626] Completed TARA in 0.3s | 2.97 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-05T20:32:37.243886] [INFO ] [sig       ] [3128/3626] Forecasting TARK...
[2025-12-05T20:32:37.243913] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-05T20:32:37.243942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-05T20:32:37.254490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-05T20:32:37.254773] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-05T20:32:37.255509] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-05T20:32:37.255558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:37.255622] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:37.255654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:37.255713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:37.310969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:37.311550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:37.311639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:37.311672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:37.433852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:37.434000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:37.434038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:37.434065] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:37.437302] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2025-12-05T20:32:37.437556] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-05T20:32:37.437691] [INFO ] [sig       ] TARK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:37.574102] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TARK.txt
[2025-12-05T20:32:37.574228] [INFO ] [sig       ] [3128/3626] Completed TARK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:37.574266] [INFO ] [sig       ] [3129/3626] Forecasting TARS...
[2025-12-05T20:32:37.574295] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-05T20:32:37.574324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-05T20:32:37.585031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-05T20:32:37.585337] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-05T20:32:37.586104] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-05T20:32:37.586191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:37.586223] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:37.586248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:37.586303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:37.641810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:37.642381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:37.642453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:37.642485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:37.766836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:37.766982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:37.767020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:37.767048] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:37.770347] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-05T20:32:37.770622] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-05T20:32:37.770739] [INFO ] [sig       ] TARS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:37.916322] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TARS.txt
[2025-12-05T20:32:37.916478] [INFO ] [sig       ] [3129/3626] Completed TARS in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:37.916517] [INFO ] [sig       ] [3130/3626] Forecasting TASK...
[2025-12-05T20:32:37.916545] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-05T20:32:37.916600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-05T20:32:37.928743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-05T20:32:37.929250] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-05T20:32:37.930044] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-05T20:32:37.930104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:37.930139] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:37.930167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:37.930224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:37.990929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:37.991590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:37.991667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:37.991700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:38.117723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:38.117895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:38.117937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:38.117965] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:38.121603] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=64.36%)
[2025-12-05T20:32:38.121882] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-05T20:32:38.122006] [INFO ] [sig       ] TASK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:38.262329] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TASK.txt
[2025-12-05T20:32:38.262492] [INFO ] [sig       ] [3130/3626] Completed TASK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:38.262530] [INFO ] [sig       ] [3131/3626] Forecasting TBB...
[2025-12-05T20:32:38.262560] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-05T20:32:38.262612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-05T20:32:38.273131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-05T20:32:38.273429] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-05T20:32:38.274399] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-05T20:32:38.274449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:38.274480] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:38.274505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:38.274560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:38.330163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:38.330749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:38.330822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:38.330853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:38.445108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:38.445257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:38.445295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:38.445322] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:38.448605] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=76.36%)
[2025-12-05T20:32:38.448870] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-05T20:32:38.448989] [INFO ] [sig       ] TBB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:38.584654] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TBB.txt
[2025-12-05T20:32:38.584783] [INFO ] [sig       ] [3131/3626] Completed TBB in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:38.584821] [INFO ] [sig       ] [3132/3626] Forecasting TBBK...
[2025-12-05T20:32:38.585032] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-05T20:32:38.585062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-05T20:32:38.595532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-05T20:32:38.595849] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-05T20:32:38.596607] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-05T20:32:38.596656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:38.596687] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:38.596713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:38.596768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:38.653388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:38.653988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:38.654060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:38.654091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:38.773955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:38.774096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:38.774134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:38.774160] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:38.777440] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=76.55%)
[2025-12-05T20:32:38.777745] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-05T20:32:38.777886] [INFO ] [sig       ] TBBK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:38.913540] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TBBK.txt
[2025-12-05T20:32:38.913686] [INFO ] [sig       ] [3132/3626] Completed TBBK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:38.913725] [INFO ] [sig       ] [3133/3626] Forecasting TBI...
[2025-12-05T20:32:38.913754] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-05T20:32:38.913783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-05T20:32:38.924496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2025-12-05T20:32:38.924788] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-05T20:32:38.925526] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-05T20:32:38.925594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:38.925627] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:38.925653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:38.925708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:38.985305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:38.986087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:38.986177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:38.986210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:39.105921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:39.106068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:39.106107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:39.106135] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:39.109622] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2025-12-05T20:32:39.109901] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-05T20:32:39.110028] [INFO ] [sig       ] TBI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:39.249547] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TBI.txt
[2025-12-05T20:32:39.249699] [INFO ] [sig       ] [3133/3626] Completed TBI in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:39.249737] [INFO ] [sig       ] [3134/3626] Forecasting TBIL...
[2025-12-05T20:32:39.249766] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-05T20:32:39.249795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-05T20:32:39.262113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-05T20:32:39.262413] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-05T20:32:39.263215] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-05T20:32:39.263266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:39.263324] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:39.263352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:39.263411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:39.323536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:39.324174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:39.324249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:39.324282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:39.383299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:39.383432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:39.383468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:39.383496] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:39.387159] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=92.84%)
[2025-12-05T20:32:39.387435] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-05T20:32:39.387553] [INFO ] [sig       ] TBIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:39.526777] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TBIL.txt
[2025-12-05T20:32:39.526908] [INFO ] [sig       ] [3134/3626] Completed TBIL in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:39.526946] [INFO ] [sig       ] [3135/3626] Forecasting TBLA...
[2025-12-05T20:32:39.526975] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-05T20:32:39.527004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-05T20:32:39.537394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-05T20:32:39.537693] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-05T20:32:39.538457] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-05T20:32:39.538506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:39.538537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:39.538562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:39.538637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:39.596352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:39.597059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:39.597136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:39.597168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:39.725142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:39.725313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:39.725363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:39.725394] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:39.729136] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-05T20:32:39.729438] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-05T20:32:39.729594] [INFO ] [sig       ] TBLA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:39.871147] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TBLA.txt
[2025-12-05T20:32:39.871309] [INFO ] [sig       ] [3135/3626] Completed TBLA in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.8m
[2025-12-05T20:32:39.871347] [INFO ] [sig       ] [3136/3626] Forecasting TBLD...
[2025-12-05T20:32:39.871377] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-05T20:32:39.871406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-05T20:32:39.883454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-05T20:32:39.883943] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-05T20:32:39.884841] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-05T20:32:39.884895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:39.884928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:39.884956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:39.885012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:39.950281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:39.951247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:39.951334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:39.951367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:40.078968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:40.079141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:40.079184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:40.079213] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:40.083138] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-05T20:32:40.083434] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-05T20:32:40.083564] [INFO ] [sig       ] TBLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:40.224627] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TBLD.txt
[2025-12-05T20:32:40.224769] [INFO ] [sig       ] [3136/3626] Completed TBLD in 0.4s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:40.224808] [INFO ] [sig       ] [3137/3626] Forecasting TBPH...
[2025-12-05T20:32:40.224837] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-05T20:32:40.224868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-05T20:32:40.236390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-05T20:32:40.236723] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-05T20:32:40.237476] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-05T20:32:40.237526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:40.237557] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:40.237602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:40.237659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:40.294291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:40.294985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:40.295074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:40.295112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:40.415446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:40.415616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:40.415659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:40.415719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:40.419139] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-05T20:32:40.419409] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-05T20:32:40.419533] [INFO ] [sig       ] TBPH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:40.555459] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TBPH.txt
[2025-12-05T20:32:40.555604] [INFO ] [sig       ] [3137/3626] Completed TBPH in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:40.555643] [INFO ] [sig       ] [3138/3626] Forecasting TBRG...
[2025-12-05T20:32:40.555672] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-05T20:32:40.555702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-05T20:32:40.566922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2025-12-05T20:32:40.567273] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-05T20:32:40.568240] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-05T20:32:40.568290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:40.568321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:40.568346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:40.568402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:40.624912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:40.625632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:40.625711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:40.625743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:40.741725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:40.741889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:40.741929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:40.741956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:40.745246] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2025-12-05T20:32:40.745510] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-05T20:32:40.745650] [INFO ] [sig       ] TBRG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:40.882543] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TBRG.txt
[2025-12-05T20:32:40.882700] [INFO ] [sig       ] [3138/3626] Completed TBRG in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:40.882738] [INFO ] [sig       ] [3139/3626] Forecasting TCBI...
[2025-12-05T20:32:40.882767] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-05T20:32:40.882796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-05T20:32:40.894817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-05T20:32:40.895140] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-05T20:32:40.895909] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-05T20:32:40.895959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:40.895990] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:40.896015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:40.896070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:40.951780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:40.952589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:40.952667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:40.952698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:41.083449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:41.083664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:41.083725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:41.083769] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:41.088400] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-05T20:32:41.088884] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-05T20:32:41.089078] [INFO ] [sig       ] TCBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:41.231014] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TCBI.txt
[2025-12-05T20:32:41.231200] [INFO ] [sig       ] [3139/3626] Completed TCBI in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:41.231259] [INFO ] [sig       ] [3140/3626] Forecasting TCBIO...
[2025-12-05T20:32:41.231302] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-05T20:32:41.231351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-05T20:32:41.245087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-05T20:32:41.245404] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-05T20:32:41.246399] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-05T20:32:41.246480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:41.246515] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:41.246545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:41.246646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:41.309452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:41.310287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:41.310366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:41.310397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:41.420792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:41.420921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:41.420959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:41.420986] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:41.424188] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2025-12-05T20:32:41.424444] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-05T20:32:41.424562] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:41.560202] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TCBIO.txt
[2025-12-05T20:32:41.560319] [INFO ] [sig       ] [3140/3626] Completed TCBIO in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:41.560356] [INFO ] [sig       ] [3141/3626] Forecasting TCBK...
[2025-12-05T20:32:41.560385] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-05T20:32:41.560413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-05T20:32:41.573683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-05T20:32:41.574114] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-05T20:32:41.575157] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-05T20:32:41.575221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:41.575269] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:41.575307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:41.575384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:41.641591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:41.642514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:41.642622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:41.642655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:41.759648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:41.759819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:41.759859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:41.759887] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:41.763182] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-05T20:32:41.763446] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-05T20:32:41.763568] [INFO ] [sig       ] TCBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:41.900751] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TCBK.txt
[2025-12-05T20:32:41.900885] [INFO ] [sig       ] [3141/3626] Completed TCBK in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:41.900922] [INFO ] [sig       ] [3142/3626] Forecasting TCBX...
[2025-12-05T20:32:41.900951] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-05T20:32:41.900981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-05T20:32:41.911687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-05T20:32:41.911986] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-05T20:32:41.912744] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-05T20:32:41.912794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:41.912825] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:41.912851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:41.912910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:41.968358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:41.969035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:41.969109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:41.969141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:42.092366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:42.092532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:42.092588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:42.092619] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:42.096007] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-05T20:32:42.096262] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-05T20:32:42.096391] [INFO ] [sig       ] TCBX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:42.233072] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TCBX.txt
[2025-12-05T20:32:42.233201] [INFO ] [sig       ] [3142/3626] Completed TCBX in 0.3s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:42.233240] [INFO ] [sig       ] [3143/3626] Forecasting TCMD...
[2025-12-05T20:32:42.233268] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-05T20:32:42.233298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-05T20:32:42.245242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2025-12-05T20:32:42.245667] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-05T20:32:42.246538] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-05T20:32:42.246614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:42.246648] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:42.246676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:42.246733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:42.308420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:42.309302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:42.309384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:42.309418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:42.439628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:42.439792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:42.439832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:42.439860] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:42.443252] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=36.47%)
[2025-12-05T20:32:42.443532] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-05T20:32:42.443682] [INFO ] [sig       ] TCMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:42.641623] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TCMD.txt
[2025-12-05T20:32:42.641778] [INFO ] [sig       ] [3143/3626] Completed TCMD in 0.4s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:42.641822] [INFO ] [sig       ] [3144/3626] Forecasting TCOM...
[2025-12-05T20:32:42.641852] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-05T20:32:42.641884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-05T20:32:42.653361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-05T20:32:42.653712] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-05T20:32:42.654453] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-05T20:32:42.654502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:42.654532] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:42.654558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:42.654635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:42.710160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:42.710869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:42.710973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:42.711006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:42.837978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:42.838143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:42.838189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:42.838230] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:42.841836] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=98.55%)
[2025-12-05T20:32:42.842136] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-05T20:32:42.842280] [INFO ] [sig       ] TCOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:42.998818] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TCOM.txt
[2025-12-05T20:32:42.998968] [INFO ] [sig       ] [3144/3626] Completed TCOM in 0.4s | 2.97 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-05T20:32:42.999005] [INFO ] [sig       ] [3145/3626] Forecasting TCPC...
[2025-12-05T20:32:42.999035] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-05T20:32:42.999071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-05T20:32:43.012422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-05T20:32:43.012828] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-05T20:32:43.013654] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-05T20:32:43.013707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:43.013741] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:43.013769] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:43.013828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:43.074385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:43.075356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:43.075443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:43.075478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:43.197310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:43.197463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:43.197504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:43.197533] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:43.201143] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-05T20:32:43.201469] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-05T20:32:43.201621] [INFO ] [sig       ] TCPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:43.341524] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TCPC.txt
[2025-12-05T20:32:43.341715] [INFO ] [sig       ] [3145/3626] Completed TCPC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:43.341756] [INFO ] [sig       ] [3146/3626] Forecasting TCX...
[2025-12-05T20:32:43.341786] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-05T20:32:43.341814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-05T20:32:43.353240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-05T20:32:43.353605] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-05T20:32:43.354379] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-05T20:32:43.354429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:43.354460] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:43.354486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:43.354541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:43.410464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:43.411492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:43.411678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:43.411722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:43.521511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:43.521685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:43.521727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:43.521762] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:43.525132] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=7.29%)
[2025-12-05T20:32:43.525390] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-05T20:32:43.525508] [INFO ] [sig       ] TCX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:43.662027] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TCX.txt
[2025-12-05T20:32:43.662163] [INFO ] [sig       ] [3146/3626] Completed TCX in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:43.662199] [INFO ] [sig       ] [3147/3626] Forecasting TD...
[2025-12-05T20:32:43.662228] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-05T20:32:43.662257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-05T20:32:43.673945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-05T20:32:43.674368] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-05T20:32:43.675213] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-05T20:32:43.675266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:43.675298] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:43.675324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:43.675379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:43.735799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:43.736765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:43.736862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:43.736895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:43.858497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:43.858678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:43.858736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:43.858766] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:43.862216] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-05T20:32:43.862538] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-05T20:32:43.862687] [INFO ] [sig       ] TD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:44.002990] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TD.txt
[2025-12-05T20:32:44.003181] [INFO ] [sig       ] [3147/3626] Completed TD in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:44.003224] [INFO ] [sig       ] [3148/3626] Forecasting TDC...
[2025-12-05T20:32:44.003254] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-05T20:32:44.003283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-05T20:32:44.014663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-05T20:32:44.015038] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-05T20:32:44.015838] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-05T20:32:44.015889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:44.015921] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:44.015947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:44.016002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:44.073018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:44.073973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:44.074063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:44.074097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:44.198254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:44.198409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:44.198448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:44.198475] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:44.201781] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=46.08%)
[2025-12-05T20:32:44.202054] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-05T20:32:44.202177] [INFO ] [sig       ] TDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:44.339967] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDC.txt
[2025-12-05T20:32:44.340106] [INFO ] [sig       ] [3148/3626] Completed TDC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:44.340144] [INFO ] [sig       ] [3149/3626] Forecasting TDF...
[2025-12-05T20:32:44.340172] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-05T20:32:44.340204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-05T20:32:44.350618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-05T20:32:44.350989] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-05T20:32:44.351765] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-05T20:32:44.351815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:44.351847] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:44.351873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:44.351928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:44.407731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:44.408550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:44.408645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:44.408678] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:44.521020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:44.521175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:44.521215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:44.521242] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:44.524461] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: DOWN (p=19.55%)
[2025-12-05T20:32:44.524737] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-05T20:32:44.524855] [INFO ] [sig       ] TDF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:44.664488] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDF.txt
[2025-12-05T20:32:44.664657] [INFO ] [sig       ] [3149/3626] Completed TDF in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:44.664697] [INFO ] [sig       ] [3150/3626] Forecasting TDG...
[2025-12-05T20:32:44.664726] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-05T20:32:44.664755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-05T20:32:44.675374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2025-12-05T20:32:44.675670] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-05T20:32:44.676418] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-05T20:32:44.676467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:44.676498] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:44.676524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:44.676596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:44.734317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:44.735159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:44.735240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:44.735272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:44.852740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:44.852903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:44.852946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:44.852974] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:44.856208] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-05T20:32:44.856463] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-05T20:32:44.856599] [INFO ] [sig       ] TDG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:44.995369] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDG.txt
[2025-12-05T20:32:44.995519] [INFO ] [sig       ] [3150/3626] Completed TDG in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:44.995557] [INFO ] [sig       ] [3151/3626] Forecasting TDOC...
[2025-12-05T20:32:44.995607] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-05T20:32:44.995638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-05T20:32:45.006165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-05T20:32:45.006511] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-05T20:32:45.007278] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-05T20:32:45.007327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:45.007400] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:45.007429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:45.007485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:45.062988] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:45.063801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:45.063880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:45.063912] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:45.183846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:45.183996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:45.184034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:45.184061] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:45.187402] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2025-12-05T20:32:45.187691] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-05T20:32:45.187854] [INFO ] [sig       ] TDOC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:45.330211] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDOC.txt
[2025-12-05T20:32:45.330342] [INFO ] [sig       ] [3151/3626] Completed TDOC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:45.330379] [INFO ] [sig       ] [3152/3626] Forecasting TDS...
[2025-12-05T20:32:45.330407] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-05T20:32:45.330437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-05T20:32:45.341254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-05T20:32:45.341508] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-05T20:32:45.342286] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-05T20:32:45.342334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:45.342365] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:45.342391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:45.342450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:45.398891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:45.399716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:45.399796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:45.399834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:45.517828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:45.517975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:45.518014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:45.518042] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:45.521307] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=7.16%)
[2025-12-05T20:32:45.521605] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-05T20:32:45.521732] [INFO ] [sig       ] TDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:45.659490] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDS.txt
[2025-12-05T20:32:45.659661] [INFO ] [sig       ] [3152/3626] Completed TDS in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:45.659702] [INFO ] [sig       ] [3153/3626] Forecasting TDSC...
[2025-12-05T20:32:45.659731] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-05T20:32:45.659761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-05T20:32:45.669939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-05T20:32:45.670219] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-05T20:32:45.671011] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-05T20:32:45.671063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:45.671094] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:45.671120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:45.671174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:45.727760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:45.728647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:45.728727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:45.728758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:45.830522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:45.830693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:45.830734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:45.830761] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:45.834068] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-05T20:32:45.834339] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-05T20:32:45.834459] [INFO ] [sig       ] TDSC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:45.972354] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDSC.txt
[2025-12-05T20:32:45.972476] [INFO ] [sig       ] [3153/3626] Completed TDSC in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.7m
[2025-12-05T20:32:45.972512] [INFO ] [sig       ] [3154/3626] Forecasting TDUP...
[2025-12-05T20:32:45.972541] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-05T20:32:45.972587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-05T20:32:45.983111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2025-12-05T20:32:45.983468] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-05T20:32:45.984242] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-05T20:32:45.984292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:45.984323] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:45.984349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:45.984404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:46.044231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:46.045140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:46.045230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:46.045264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:46.161210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:46.161387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:46.161427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:46.161488] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:46.164893] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-05T20:32:46.165152] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-05T20:32:46.165271] [INFO ] [sig       ] TDUP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:46.303448] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TDUP.txt
[2025-12-05T20:32:46.303568] [INFO ] [sig       ] [3154/3626] Completed TDUP in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:46.303623] [INFO ] [sig       ] [3155/3626] Forecasting TDY...
[2025-12-05T20:32:46.303659] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-05T20:32:46.303696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-05T20:32:46.313771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-05T20:32:46.314039] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-05T20:32:46.314797] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-05T20:32:46.314849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:46.314879] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:46.314905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:46.314974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:46.370794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:46.371606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:46.371685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:46.371720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:46.488705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:46.488835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:46.488875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:46.488903] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:46.492197] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2025-12-05T20:32:46.492454] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-05T20:32:46.492587] [INFO ] [sig       ] TDY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:46.631482] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TDY.txt
[2025-12-05T20:32:46.631675] [INFO ] [sig       ] [3155/3626] Completed TDY in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:46.631735] [INFO ] [sig       ] [3156/3626] Forecasting TEAM...
[2025-12-05T20:32:46.631765] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-05T20:32:46.631796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-05T20:32:46.642323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-05T20:32:46.642607] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-05T20:32:46.643377] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-05T20:32:46.643433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:46.643465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:46.643491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:46.643548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:46.702069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:46.702787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:46.702863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:46.702895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:46.822379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:46.822513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:46.822551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:46.822598] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:46.825848] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-05T20:32:46.826109] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-05T20:32:46.826227] [INFO ] [sig       ] TEAM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:46.963667] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TEAM.txt
[2025-12-05T20:32:46.963786] [INFO ] [sig       ] [3156/3626] Completed TEAM in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:46.963825] [INFO ] [sig       ] [3157/3626] Forecasting TECH...
[2025-12-05T20:32:46.963854] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-05T20:32:46.963884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-05T20:32:46.974110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-05T20:32:46.974363] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-05T20:32:46.975132] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-05T20:32:46.975181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:46.975211] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:46.975237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:46.975291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:47.033168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:47.033773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:47.033850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:47.033882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:47.156964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:47.157127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:47.157184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:47.157242] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:47.160761] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-05T20:32:47.161037] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-05T20:32:47.161160] [INFO ] [sig       ] TECH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:47.301010] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TECH.txt
[2025-12-05T20:32:47.301146] [INFO ] [sig       ] [3157/3626] Completed TECH in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:47.301184] [INFO ] [sig       ] [3158/3626] Forecasting TECK...
[2025-12-05T20:32:47.301213] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-05T20:32:47.301244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-05T20:32:47.311013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2025-12-05T20:32:47.311272] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-05T20:32:47.312052] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-05T20:32:47.312101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:47.312131] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:47.312157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:47.312212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:47.369590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:47.370443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:47.370520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:47.370553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:47.494665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:47.494806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:47.494847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:47.494891] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:47.498408] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=80.46%)
[2025-12-05T20:32:47.498692] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-05T20:32:47.498814] [INFO ] [sig       ] TECK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:47.635905] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TECK.txt
[2025-12-05T20:32:47.636031] [INFO ] [sig       ] [3158/3626] Completed TECK in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:47.636068] [INFO ] [sig       ] [3159/3626] Forecasting TECX...
[2025-12-05T20:32:47.636096] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-05T20:32:47.636125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-05T20:32:47.646785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECX'.
[2025-12-05T20:32:47.647068] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-05T20:32:47.647853] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-05T20:32:47.647906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:47.647937] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:47.647963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:47.648017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:47.704396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:47.704995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:47.705068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:47.705100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:47.820338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:47.820468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:47.820514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:47.820540] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:47.823744] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=88.10%)
[2025-12-05T20:32:47.824008] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-05T20:32:47.824125] [INFO ] [sig       ] TECX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:47.960503] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TECX.txt
[2025-12-05T20:32:47.960630] [INFO ] [sig       ] [3159/3626] Completed TECX in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:47.960670] [INFO ] [sig       ] [3160/3626] Forecasting TEF...
[2025-12-05T20:32:47.960699] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-05T20:32:47.960728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-05T20:32:47.970716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-05T20:32:47.970962] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-05T20:32:47.971712] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-05T20:32:47.971761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:47.971791] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:47.971818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:47.971872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:48.026614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:48.027196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:48.027270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:48.027313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:48.147375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:48.147524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:48.147563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:48.147608] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:48.150968] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=46.93%)
[2025-12-05T20:32:48.151229] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-05T20:32:48.151348] [INFO ] [sig       ] TEF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:48.288440] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TEF.txt
[2025-12-05T20:32:48.288548] [INFO ] [sig       ] [3160/3626] Completed TEF in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:48.288602] [INFO ] [sig       ] [3161/3626] Forecasting TEI...
[2025-12-05T20:32:48.288632] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-05T20:32:48.288662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-05T20:32:48.300009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-05T20:32:48.300271] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-05T20:32:48.301027] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-05T20:32:48.301076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:48.301106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:48.301133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:48.301188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:48.361138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:48.361822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:48.361921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:48.361955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:48.478407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:48.478540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:48.478596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:48.478626] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:48.481934] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-05T20:32:48.482194] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-05T20:32:48.482314] [INFO ] [sig       ] TEI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:48.619701] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TEI.txt
[2025-12-05T20:32:48.619811] [INFO ] [sig       ] [3161/3626] Completed TEI in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:48.619855] [INFO ] [sig       ] [3162/3626] Forecasting TELO...
[2025-12-05T20:32:48.619889] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-05T20:32:48.619924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-05T20:32:48.631535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-05T20:32:48.631856] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-05T20:32:48.632607] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-05T20:32:48.632655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:48.632685] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:48.632725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:48.632781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:48.691403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:48.692345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:48.692421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:48.692453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:48.808442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:48.808611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:48.808654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:48.808683] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:48.812313] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=93.00%)
[2025-12-05T20:32:48.812596] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-05T20:32:48.812722] [INFO ] [sig       ] TELO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:48.954834] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TELO.txt
[2025-12-05T20:32:48.954983] [INFO ] [sig       ] [3162/3626] Completed TELO in 0.3s | 2.97 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-05T20:32:48.955022] [INFO ] [sig       ] [3163/3626] Forecasting TEM...
[2025-12-05T20:32:48.955052] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-05T20:32:48.955081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-05T20:32:48.965807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-05T20:32:48.966132] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-05T20:32:48.966897] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-05T20:32:48.966948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:48.966979] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:48.967005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:48.967060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:49.026201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:49.027167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:49.027246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:49.027277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:49.162440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:49.162641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:49.162700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:49.162737] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:49.166605] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=39.13%)
[2025-12-05T20:32:49.166990] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-05T20:32:49.167179] [INFO ] [sig       ] TEM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:49.339020] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TEM.txt
[2025-12-05T20:32:49.339240] [INFO ] [sig       ] [3163/3626] Completed TEM in 0.4s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:49.339298] [INFO ] [sig       ] [3164/3626] Forecasting TENB...
[2025-12-05T20:32:49.339343] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-05T20:32:49.339391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-05T20:32:49.357317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-05T20:32:49.357920] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-05T20:32:49.358970] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-05T20:32:49.359029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:49.359068] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:49.359100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:49.359177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:49.448050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:49.449242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:49.449365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:49.449418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:49.608909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:49.609100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:49.609167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:49.609218] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:49.614350] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=10.32%)
[2025-12-05T20:32:49.614827] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-05T20:32:49.615030] [INFO ] [sig       ] TENB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:49.774180] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TENB.txt
[2025-12-05T20:32:49.774388] [INFO ] [sig       ] [3164/3626] Completed TENB in 0.4s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:49.774431] [INFO ] [sig       ] [3165/3626] Forecasting TENX...
[2025-12-05T20:32:49.774460] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-05T20:32:49.774491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-05T20:32:49.786248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-05T20:32:49.786693] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-05T20:32:49.787635] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-05T20:32:49.787697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:49.787735] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:49.787766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:49.787870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:49.861944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:49.862995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:49.863092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:49.863133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:49.985499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:49.985684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:49.985728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:49.985757] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:49.989432] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: DOWN (p=36.67%)
[2025-12-05T20:32:49.989741] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-05T20:32:49.989879] [INFO ] [sig       ] TENX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:50.131437] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TENX.txt
[2025-12-05T20:32:50.131609] [INFO ] [sig       ] [3165/3626] Completed TENX in 0.4s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:50.131651] [INFO ] [sig       ] [3166/3626] Forecasting TEO...
[2025-12-05T20:32:50.131680] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-05T20:32:50.131717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-05T20:32:50.145064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-05T20:32:50.145625] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-05T20:32:50.146725] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-05T20:32:50.146783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:50.146817] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:50.146846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:50.146907] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:50.205450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:50.206421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:50.206514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:50.206547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:50.326457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:50.326624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:50.326668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:50.326696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:50.330240] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=38.35%)
[2025-12-05T20:32:50.330517] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-05T20:32:50.330687] [INFO ] [sig       ] TEO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:50.471203] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TEO.txt
[2025-12-05T20:32:50.471383] [INFO ] [sig       ] [3166/3626] Completed TEO in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:50.471442] [INFO ] [sig       ] [3167/3626] Forecasting TERN...
[2025-12-05T20:32:50.471487] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-05T20:32:50.471531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-05T20:32:50.484734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-05T20:32:50.485167] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-05T20:32:50.486177] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-05T20:32:50.486237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:50.486278] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:50.486312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:50.486389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:50.547596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:50.548422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:50.548502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:50.548535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:50.673930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:50.674106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:50.674157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:50.674193] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:50.678324] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=74.98%)
[2025-12-05T20:32:50.678613] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-05T20:32:50.678739] [INFO ] [sig       ] TERN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:50.816328] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TERN.txt
[2025-12-05T20:32:50.816456] [INFO ] [sig       ] [3167/3626] Completed TERN in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:50.816494] [INFO ] [sig       ] [3168/3626] Forecasting TEVA...
[2025-12-05T20:32:50.816523] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-05T20:32:50.816551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-05T20:32:50.833509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-05T20:32:50.834121] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-05T20:32:50.835423] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-05T20:32:50.835475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:50.835548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:50.835597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:50.835660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:50.907852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:50.909107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:50.909211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:50.909256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:51.037867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:51.038035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:51.038076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:51.038103] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:51.041521] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=70.66%)
[2025-12-05T20:32:51.041838] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-05T20:32:51.041972] [INFO ] [sig       ] TEVA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:51.177292] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TEVA.txt
[2025-12-05T20:32:51.177432] [INFO ] [sig       ] [3168/3626] Completed TEVA in 0.4s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:51.177471] [INFO ] [sig       ] [3169/3626] Forecasting TEX...
[2025-12-05T20:32:51.177502] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-05T20:32:51.177531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-05T20:32:51.193236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-05T20:32:51.193658] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-05T20:32:51.194421] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-05T20:32:51.194471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:51.194501] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:51.194527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:51.194601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:51.250433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:51.251301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:51.251381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:51.251413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:51.371301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:51.371465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:51.371504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:51.371532] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:51.374919] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2025-12-05T20:32:51.375179] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-05T20:32:51.375296] [INFO ] [sig       ] TEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:51.513386] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TEX.txt
[2025-12-05T20:32:51.514241] [INFO ] [sig       ] [3169/3626] Completed TEX in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:51.514284] [INFO ] [sig       ] [3170/3626] Forecasting TFC...
[2025-12-05T20:32:51.514313] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-05T20:32:51.514342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-05T20:32:51.527012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-05T20:32:51.527489] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-05T20:32:51.528418] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-05T20:32:51.528471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:51.528505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:51.528532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:51.528609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:51.587271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:51.588412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:51.588506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:51.588541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:51.713479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:51.713730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:51.713775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:51.713805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:51.718132] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=85.44%)
[2025-12-05T20:32:51.718554] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-05T20:32:51.718746] [INFO ] [sig       ] TFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:51.863405] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TFC.txt
[2025-12-05T20:32:51.863643] [INFO ] [sig       ] [3170/3626] Completed TFC in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:51.863696] [INFO ] [sig       ] [3171/3626] Forecasting TFII...
[2025-12-05T20:32:51.863726] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-05T20:32:51.863761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-05T20:32:51.876395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-05T20:32:51.876908] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-05T20:32:51.877935] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-05T20:32:51.877988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:51.878020] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:51.878047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:51.878105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:51.937732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:51.938765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:51.938857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:51.938890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:52.054219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:52.054396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:52.054437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:52.054495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:52.057895] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2025-12-05T20:32:52.058187] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-05T20:32:52.058308] [INFO ] [sig       ] TFII: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:52.196601] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TFII.txt
[2025-12-05T20:32:52.196755] [INFO ] [sig       ] [3171/3626] Completed TFII in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.6m
[2025-12-05T20:32:52.196794] [INFO ] [sig       ] [3172/3626] Forecasting TFIN...
[2025-12-05T20:32:52.196824] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-05T20:32:52.196854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-05T20:32:52.210053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-05T20:32:52.210460] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-05T20:32:52.211350] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-05T20:32:52.211402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:52.211435] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:52.211461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:52.211518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:52.271815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:52.272795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:52.272886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:52.272950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:52.389923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:52.390084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:52.390124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:52.390151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:52.393498] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=27.90%)
[2025-12-05T20:32:52.393783] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-05T20:32:52.393909] [INFO ] [sig       ] TFIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:52.532801] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TFIN.txt
[2025-12-05T20:32:52.532958] [INFO ] [sig       ] [3172/3626] Completed TFIN in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:52.532997] [INFO ] [sig       ] [3173/3626] Forecasting TFPM...
[2025-12-05T20:32:52.533026] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-05T20:32:52.533055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-05T20:32:52.544662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-05T20:32:52.544956] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-05T20:32:52.545730] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-05T20:32:52.545780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:52.545812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:52.545838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:52.545895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:52.601203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:52.601816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:52.601891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:52.601923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:52.724647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:52.724816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:52.724860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:52.724889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:52.728345] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-05T20:32:52.728655] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-05T20:32:52.728800] [INFO ] [sig       ] TFPM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:52.869560] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TFPM.txt
[2025-12-05T20:32:52.869720] [INFO ] [sig       ] [3173/3626] Completed TFPM in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:52.869757] [INFO ] [sig       ] [3174/3626] Forecasting TFSL...
[2025-12-05T20:32:52.869786] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-05T20:32:52.869816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-05T20:32:52.882410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-05T20:32:52.882749] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-05T20:32:52.883528] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-05T20:32:52.883596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:52.883630] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:52.883657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:52.883713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:52.941610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:52.942485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:52.942570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:52.942624] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:53.064383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:53.064534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:53.064595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:53.064634] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:53.068075] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2025-12-05T20:32:53.068343] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-05T20:32:53.068465] [INFO ] [sig       ] TFSL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:53.206622] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TFSL.txt
[2025-12-05T20:32:53.206759] [INFO ] [sig       ] [3174/3626] Completed TFSL in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:53.206796] [INFO ] [sig       ] [3175/3626] Forecasting TG...
[2025-12-05T20:32:53.206824] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-05T20:32:53.206853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-05T20:32:53.217248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-05T20:32:53.217524] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-05T20:32:53.218345] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-05T20:32:53.218408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:53.218442] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:53.218469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:53.218526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:53.276296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:53.277046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:53.277125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:53.277158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:53.398123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:53.398253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:53.398293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:53.398321] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:53.401654] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=58.13%)
[2025-12-05T20:32:53.401928] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-05T20:32:53.402051] [INFO ] [sig       ] TG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:53.539314] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TG.txt
[2025-12-05T20:32:53.539441] [INFO ] [sig       ] [3175/3626] Completed TG in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:53.539479] [INFO ] [sig       ] [3176/3626] Forecasting TGLS...
[2025-12-05T20:32:53.539508] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-05T20:32:53.539536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-05T20:32:53.549775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-05T20:32:53.550070] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-05T20:32:53.550872] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-05T20:32:53.550924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:53.550956] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:53.550983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:53.551040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:53.611318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:53.612224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:53.612320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:53.612361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:53.738027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:53.738181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:53.738221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:53.738250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:53.741619] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-05T20:32:53.741897] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-05T20:32:53.742021] [INFO ] [sig       ] TGLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:53.878324] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TGLS.txt
[2025-12-05T20:32:53.878446] [INFO ] [sig       ] [3176/3626] Completed TGLS in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:53.878482] [INFO ] [sig       ] [3177/3626] Forecasting TGNA...
[2025-12-05T20:32:53.878510] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-05T20:32:53.878538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-05T20:32:53.889386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-05T20:32:53.889691] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-05T20:32:53.890455] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-05T20:32:53.890504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:53.890534] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:53.890560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:53.890644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:53.947377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:53.948011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:53.948084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:53.948115] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:54.066925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:54.067079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:54.067118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:54.067145] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:54.070818] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2025-12-05T20:32:54.071079] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-05T20:32:54.071386] [INFO ] [sig       ] TGNA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:54.210077] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TGNA.txt
[2025-12-05T20:32:54.210199] [INFO ] [sig       ] [3177/3626] Completed TGNA in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:54.210236] [INFO ] [sig       ] [3178/3626] Forecasting TGS...
[2025-12-05T20:32:54.210263] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-05T20:32:54.210293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-05T20:32:54.221719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-05T20:32:54.222010] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-05T20:32:54.222783] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-05T20:32:54.222832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:54.222863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:54.222889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:54.222944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:54.280260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:54.281043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:54.281154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:54.281188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:54.399335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:54.399506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:54.399546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:54.399591] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:54.402938] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: DOWN (p=5.57%)
[2025-12-05T20:32:54.403207] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-05T20:32:54.403328] [INFO ] [sig       ] TGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:54.541298] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TGS.txt
[2025-12-05T20:32:54.541433] [INFO ] [sig       ] [3178/3626] Completed TGS in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:54.541477] [INFO ] [sig       ] [3179/3626] Forecasting TGTX...
[2025-12-05T20:32:54.541508] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-05T20:32:54.541537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-05T20:32:54.553696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-05T20:32:54.554014] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-05T20:32:54.554798] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-05T20:32:54.554848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:54.554880] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:54.554906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:54.554962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:54.612236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:54.613012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:54.613091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:54.613124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:54.737018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:54.737175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:54.737216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:54.737243] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:54.740676] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=91.34%)
[2025-12-05T20:32:54.740951] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-05T20:32:54.741074] [INFO ] [sig       ] TGTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:54.881459] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TGTX.txt
[2025-12-05T20:32:54.881611] [INFO ] [sig       ] [3179/3626] Completed TGTX in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:54.881652] [INFO ] [sig       ] [3180/3626] Forecasting TH...
[2025-12-05T20:32:54.881682] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-05T20:32:54.881710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-05T20:32:54.892645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-05T20:32:54.892898] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-05T20:32:54.893675] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-05T20:32:54.893725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:54.893755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:54.893780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:54.893834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:54.950529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:54.951226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:54.951306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:54.951338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:55.073691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:55.073852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:55.073892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:55.073920] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:55.077261] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-05T20:32:55.077520] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-05T20:32:55.077678] [INFO ] [sig       ] TH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:55.218605] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TH.txt
[2025-12-05T20:32:55.218758] [INFO ] [sig       ] [3180/3626] Completed TH in 0.3s | 2.97 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-05T20:32:55.218796] [INFO ] [sig       ] [3181/3626] Forecasting THC...
[2025-12-05T20:32:55.218824] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-05T20:32:55.218854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-05T20:32:55.230498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-05T20:32:55.230873] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-05T20:32:55.231667] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-05T20:32:55.231718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:55.231749] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:55.231776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:55.231831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:55.288634] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:55.289385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:55.289464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:55.289495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:55.415773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:55.415928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:55.415970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:55.416000] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:55.419545] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2025-12-05T20:32:55.419840] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-05T20:32:55.419967] [INFO ] [sig       ] THC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:55.571437] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/THC.txt
[2025-12-05T20:32:55.571637] [INFO ] [sig       ] [3181/3626] Completed THC in 0.4s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:55.571680] [INFO ] [sig       ] [3182/3626] Forecasting THFF...
[2025-12-05T20:32:55.571708] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-05T20:32:55.571739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-05T20:32:55.584891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-05T20:32:55.585490] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-05T20:32:55.586776] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-05T20:32:55.586844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:55.586891] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:55.586928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:55.587002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:55.649859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:55.650976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:55.651074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:55.651109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:55.776938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:55.777212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:55.777288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:55.777317] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:55.781504] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2025-12-05T20:32:55.781838] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-05T20:32:55.782007] [INFO ] [sig       ] THFF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:55.926371] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/THFF.txt
[2025-12-05T20:32:55.926553] [INFO ] [sig       ] [3182/3626] Completed THFF in 0.4s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:55.926611] [INFO ] [sig       ] [3183/3626] Forecasting THG...
[2025-12-05T20:32:55.926643] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-05T20:32:55.926675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-05T20:32:55.939799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-05T20:32:55.940208] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-05T20:32:55.941054] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-05T20:32:55.941106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:55.941138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:55.941166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:55.941223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:55.997259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:55.998141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:55.998224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:55.998257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:56.119064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:56.119220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:56.119263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:56.119292] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:56.122717] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2025-12-05T20:32:56.122986] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-05T20:32:56.123111] [INFO ] [sig       ] THG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:56.266545] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/THG.txt
[2025-12-05T20:32:56.266693] [INFO ] [sig       ] [3183/3626] Completed THG in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:56.266731] [INFO ] [sig       ] [3184/3626] Forecasting THO...
[2025-12-05T20:32:56.266760] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-05T20:32:56.266790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-05T20:32:56.280096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-05T20:32:56.280678] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-05T20:32:56.281724] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-05T20:32:56.281781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:56.281816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:56.281843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:56.281904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:56.340427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:56.341490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:56.341622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:56.341659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:56.463095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:56.463262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:56.463302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:56.463333] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:56.466811] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-05T20:32:56.467093] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-05T20:32:56.467222] [INFO ] [sig       ] THO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:56.612148] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/THO.txt
[2025-12-05T20:32:56.612307] [INFO ] [sig       ] [3184/3626] Completed THO in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:56.612345] [INFO ] [sig       ] [3185/3626] Forecasting THQ...
[2025-12-05T20:32:56.612373] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-05T20:32:56.612404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-05T20:32:56.625007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-05T20:32:56.625398] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-05T20:32:56.626236] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-05T20:32:56.626290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:56.626351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:56.626379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:56.626436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:56.683759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:56.684558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:56.684654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:56.684688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:56.804392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:56.804560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:56.804620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:56.804650] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:56.808148] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=22.68%)
[2025-12-05T20:32:56.808430] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-05T20:32:56.808558] [INFO ] [sig       ] THQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:56.946945] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/THQ.txt
[2025-12-05T20:32:56.947106] [INFO ] [sig       ] [3185/3626] Completed THQ in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:56.947145] [INFO ] [sig       ] [3186/3626] Forecasting THRM...
[2025-12-05T20:32:56.947174] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-05T20:32:56.947205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-05T20:32:56.960982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-05T20:32:56.961490] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-05T20:32:56.962448] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-05T20:32:56.962508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:56.962562] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:56.962612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:56.962671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:57.019444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:57.020214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:57.020294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:57.020329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:57.142260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:57.142414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:57.142454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:57.142480] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:57.145758] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: UP (p=72.12%)
[2025-12-05T20:32:57.146014] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-05T20:32:57.146130] [INFO ] [sig       ] THRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:57.283198] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/THRM.txt
[2025-12-05T20:32:57.283320] [INFO ] [sig       ] [3186/3626] Completed THRM in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:57.283357] [INFO ] [sig       ] [3187/3626] Forecasting THRY...
[2025-12-05T20:32:57.283385] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-05T20:32:57.283421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-05T20:32:57.294401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-05T20:32:57.294721] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-05T20:32:57.295483] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-05T20:32:57.295535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:57.295585] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:57.295617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:57.295687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:57.357751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:57.358615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:57.358696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:57.358728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:57.479704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:57.479848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:57.479886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:57.479913] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:57.483276] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=75.48%)
[2025-12-05T20:32:57.483551] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-05T20:32:57.483694] [INFO ] [sig       ] THRY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:57.621652] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/THRY.txt
[2025-12-05T20:32:57.621776] [INFO ] [sig       ] [3187/3626] Completed THRY in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:57.621812] [INFO ] [sig       ] [3188/3626] Forecasting THS...
[2025-12-05T20:32:57.621842] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-05T20:32:57.621871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-05T20:32:57.633000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-05T20:32:57.633314] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-05T20:32:57.634116] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-05T20:32:57.634167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:57.634200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:57.634226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:57.634283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:57.691485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:57.692222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:57.692307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:57.692340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:57.816706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:57.816875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:57.816916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:57.816976] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:57.820405] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=14.69%)
[2025-12-05T20:32:57.820706] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-05T20:32:57.820834] [INFO ] [sig       ] THS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:57.959248] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/THS.txt
[2025-12-05T20:32:57.959371] [INFO ] [sig       ] [3188/3626] Completed THS in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:57.959408] [INFO ] [sig       ] [3189/3626] Forecasting TIGO...
[2025-12-05T20:32:57.959437] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-05T20:32:57.959465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-05T20:32:57.970121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-05T20:32:57.970391] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-05T20:32:57.971162] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-05T20:32:57.971213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:57.971243] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:57.971268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:57.971324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:58.026949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:58.027673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:58.027748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:58.027780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:58.147935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:58.148085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:58.148129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:58.148157] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:58.151473] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-05T20:32:58.151755] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-05T20:32:58.151878] [INFO ] [sig       ] TIGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:32:58.294035] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TIGO.txt
[2025-12-05T20:32:58.294187] [INFO ] [sig       ] [3189/3626] Completed TIGO in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.5m
[2025-12-05T20:32:58.294251] [INFO ] [sig       ] [3190/3626] Forecasting TIL...
[2025-12-05T20:32:58.294287] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-05T20:32:58.294324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-05T20:32:58.305312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2025-12-05T20:32:58.305664] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-05T20:32:58.306442] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-05T20:32:58.306492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:58.306524] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:58.306551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:58.306626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:58.363497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:58.364186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:58.364263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:58.364297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:58.483959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:58.484099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:58.484137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:58.484165] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:58.487409] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=65.68%)
[2025-12-05T20:32:58.487699] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-05T20:32:58.487863] [INFO ] [sig       ] TIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:58.624644] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TIL.txt
[2025-12-05T20:32:58.624771] [INFO ] [sig       ] [3190/3626] Completed TIL in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:32:58.624808] [INFO ] [sig       ] [3191/3626] Forecasting TILE...
[2025-12-05T20:32:58.624837] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-05T20:32:58.624866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-05T20:32:58.635236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-05T20:32:58.635496] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-05T20:32:58.636253] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-05T20:32:58.636303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:58.636333] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:58.636358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:58.636414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:58.693188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:58.693822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:58.693897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:58.693930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:58.813909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:58.814060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:58.814104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:58.814144] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:58.817527] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=93.83%)
[2025-12-05T20:32:58.817833] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-05T20:32:58.817960] [INFO ] [sig       ] TILE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:58.955087] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TILE.txt
[2025-12-05T20:32:58.955236] [INFO ] [sig       ] [3191/3626] Completed TILE in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:32:58.955273] [INFO ] [sig       ] [3192/3626] Forecasting TIMB...
[2025-12-05T20:32:58.955301] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-05T20:32:58.955331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-05T20:32:58.965630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-05T20:32:58.965902] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-05T20:32:58.966659] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-05T20:32:58.966709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:58.966739] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:58.966764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:58.966818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:59.021593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:59.022252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:59.022326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:59.022357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:59.139151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:59.139299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:59.139339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:59.139366] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:59.142634] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=97.68%)
[2025-12-05T20:32:59.142893] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-05T20:32:59.143009] [INFO ] [sig       ] TIMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:59.279633] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TIMB.txt
[2025-12-05T20:32:59.279772] [INFO ] [sig       ] [3192/3626] Completed TIMB in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:32:59.279809] [INFO ] [sig       ] [3193/3626] Forecasting TITN...
[2025-12-05T20:32:59.279837] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-05T20:32:59.279866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-05T20:32:59.290384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-05T20:32:59.290716] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-05T20:32:59.291459] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-05T20:32:59.291509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:59.291539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:59.291565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:59.291647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:59.351479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:59.352316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:59.352396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:59.352430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:59.471263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:59.471419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:59.471459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:59.471505] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:59.474871] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-05T20:32:59.475157] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-05T20:32:59.475282] [INFO ] [sig       ] TITN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:59.617273] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TITN.txt
[2025-12-05T20:32:59.617422] [INFO ] [sig       ] [3193/3626] Completed TITN in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:32:59.617461] [INFO ] [sig       ] [3194/3626] Forecasting TJX...
[2025-12-05T20:32:59.617491] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-05T20:32:59.617520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-05T20:32:59.628171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2025-12-05T20:32:59.628453] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-05T20:32:59.629217] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-05T20:32:59.629267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:59.629297] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:59.629322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:59.629378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:32:59.684990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:32:59.685821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:32:59.685900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:32:59.685931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:32:59.808415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:32:59.808588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:32:59.808630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:32:59.808659] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:32:59.811962] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=68.47%)
[2025-12-05T20:32:59.812224] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-05T20:32:59.812345] [INFO ] [sig       ] TJX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:32:59.949961] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TJX.txt
[2025-12-05T20:32:59.950114] [INFO ] [sig       ] [3194/3626] Completed TJX in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:32:59.950156] [INFO ] [sig       ] [3195/3626] Forecasting TK...
[2025-12-05T20:32:59.950186] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-05T20:32:59.950217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-05T20:32:59.961107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-05T20:32:59.961401] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-05T20:32:59.962190] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-05T20:32:59.962242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:32:59.962273] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:32:59.962300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:32:59.962357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:00.019309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:00.020028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:00.020134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:00.020166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:00.144824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:00.144984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:00.145023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:00.145051] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:00.148535] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-05T20:33:00.148815] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-05T20:33:00.148936] [INFO ] [sig       ] TK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:00.288251] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TK.txt
[2025-12-05T20:33:00.288389] [INFO ] [sig       ] [3195/3626] Completed TK in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:33:00.288427] [INFO ] [sig       ] [3196/3626] Forecasting TKC...
[2025-12-05T20:33:00.288457] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-05T20:33:00.288486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-05T20:33:00.299358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2025-12-05T20:33:00.299683] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-05T20:33:00.300468] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-05T20:33:00.300519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:00.300550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:00.300597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:00.300656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:00.357899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:00.358753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:00.358837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:00.358869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:00.479921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:00.480078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:00.480118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:00.480148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:00.483466] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=67.32%)
[2025-12-05T20:33:00.483762] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-05T20:33:00.483886] [INFO ] [sig       ] TKC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:00.622967] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TKC.txt
[2025-12-05T20:33:00.623120] [INFO ] [sig       ] [3196/3626] Completed TKC in 0.3s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:33:00.623158] [INFO ] [sig       ] [3197/3626] Forecasting TKNO...
[2025-12-05T20:33:00.623187] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-05T20:33:00.623217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-05T20:33:00.634314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-05T20:33:00.634729] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-05T20:33:00.635588] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-05T20:33:00.635641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:00.635674] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:00.635702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:00.635761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:00.696773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:00.697793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:00.697922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:00.697964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:00.823014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:00.823126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:00.823166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:00.823197] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:00.826757] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=32.75%)
[2025-12-05T20:33:00.827054] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-05T20:33:00.827191] [INFO ] [sig       ] TKNO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:00.973661] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TKNO.txt
[2025-12-05T20:33:00.973809] [INFO ] [sig       ] [3197/3626] Completed TKNO in 0.4s | 2.97 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-05T20:33:00.973849] [INFO ] [sig       ] [3198/3626] Forecasting TKO...
[2025-12-05T20:33:00.973885] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-05T20:33:00.973930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-05T20:33:00.985161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2025-12-05T20:33:00.985486] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-05T20:33:00.986278] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-05T20:33:00.986331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:00.986372] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:00.986401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:00.986462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:01.045239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:01.046024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:01.046107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:01.046139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:01.174382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:01.174491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:01.174531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:01.174559] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:01.178122] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=52.27%)
[2025-12-05T20:33:01.178422] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-05T20:33:01.178556] [INFO ] [sig       ] TKO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:01.326709] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TKO.txt
[2025-12-05T20:33:01.326876] [INFO ] [sig       ] [3198/3626] Completed TKO in 0.4s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:01.326924] [INFO ] [sig       ] [3199/3626] Forecasting TLK...
[2025-12-05T20:33:01.326967] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-05T20:33:01.327010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-05T20:33:01.338427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-05T20:33:01.338723] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-05T20:33:01.339513] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-05T20:33:01.339607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:01.339643] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:01.339670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:01.339727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:01.400262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:01.401018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:01.401117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:01.401155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:01.527121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:01.527278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:01.527319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:01.527348] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:01.530850] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-05T20:33:01.531117] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-05T20:33:01.531248] [INFO ] [sig       ] TLK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:01.675869] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TLK.txt
[2025-12-05T20:33:01.676022] [INFO ] [sig       ] [3199/3626] Completed TLK in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:01.676066] [INFO ] [sig       ] [3200/3626] Forecasting TLN...
[2025-12-05T20:33:01.676098] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-05T20:33:01.676133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-05T20:33:01.686877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2025-12-05T20:33:01.687189] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-05T20:33:01.688005] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-05T20:33:01.688058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:01.688091] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:01.688120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:01.688177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:01.747618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:01.748346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:01.748424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:01.748459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:01.874284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:01.874447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:01.874494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:01.874524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:01.877983] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-05T20:33:01.878255] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-05T20:33:01.878393] [INFO ] [sig       ] TLN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:02.020495] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TLN.txt
[2025-12-05T20:33:02.020675] [INFO ] [sig       ] [3200/3626] Completed TLN in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:02.020727] [INFO ] [sig       ] [3201/3626] Forecasting TLS...
[2025-12-05T20:33:02.020766] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-05T20:33:02.020805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-05T20:33:02.031750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-05T20:33:02.032052] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-05T20:33:02.032864] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-05T20:33:02.032916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:02.032950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:02.032978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:02.033036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:02.095260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:02.096036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:02.096141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:02.096179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:02.219844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:02.219995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:02.220035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:02.220063] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:02.223547] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: DOWN (p=28.20%)
[2025-12-05T20:33:02.223836] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-05T20:33:02.223960] [INFO ] [sig       ] TLS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:02.368641] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TLS.txt
[2025-12-05T20:33:02.368780] [INFO ] [sig       ] [3201/3626] Completed TLS in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:02.368820] [INFO ] [sig       ] [3202/3626] Forecasting TLSA...
[2025-12-05T20:33:02.368850] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-05T20:33:02.368880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-05T20:33:02.379465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-05T20:33:02.379784] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-05T20:33:02.380706] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-05T20:33:02.380766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:02.380854] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:02.380894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:02.380968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:02.441215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:02.442073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:02.442156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:02.442192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:02.569005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:02.569153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:02.569193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:02.569227] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:02.572653] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=22.69%)
[2025-12-05T20:33:02.572936] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-05T20:33:02.573074] [INFO ] [sig       ] TLSA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:02.714373] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TLSA.txt
[2025-12-05T20:33:02.714519] [INFO ] [sig       ] [3202/3626] Completed TLSA in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:02.714567] [INFO ] [sig       ] [3203/3626] Forecasting TLSI...
[2025-12-05T20:33:02.714626] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-05T20:33:02.714658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-05T20:33:02.725058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-05T20:33:02.725383] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-05T20:33:02.726215] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-05T20:33:02.726276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:02.726312] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:02.726348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:02.726415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:02.786378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:02.787203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:02.787288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:02.787321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:02.908057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:02.908210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:02.908250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:02.908280] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:02.912133] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-05T20:33:02.912444] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-05T20:33:02.912594] [INFO ] [sig       ] TLSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:03.057256] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TLSI.txt
[2025-12-05T20:33:03.057396] [INFO ] [sig       ] [3203/3626] Completed TLSI in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:03.057438] [INFO ] [sig       ] [3204/3626] Forecasting TLYS...
[2025-12-05T20:33:03.057479] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-05T20:33:03.057521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-05T20:33:03.068387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-05T20:33:03.068854] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-05T20:33:03.069679] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-05T20:33:03.069732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:03.069767] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:03.069794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:03.069853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:03.128507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:03.129370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:03.129453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:03.129487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:03.250633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:03.250791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:03.250831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:03.250859] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:03.254378] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2025-12-05T20:33:03.254690] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-05T20:33:03.254819] [INFO ] [sig       ] TLYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:03.396727] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TLYS.txt
[2025-12-05T20:33:03.396873] [INFO ] [sig       ] [3204/3626] Completed TLYS in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:03.396912] [INFO ] [sig       ] [3205/3626] Forecasting TM...
[2025-12-05T20:33:03.396940] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-05T20:33:03.396971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-05T20:33:03.411174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-05T20:33:03.411534] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-05T20:33:03.412323] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-05T20:33:03.412373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:03.412404] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:03.412430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:03.412484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:03.468400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:03.469198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:03.469275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:03.469308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:03.587772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:03.587944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:03.587984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:03.588038] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:03.591321] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-05T20:33:03.591595] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-05T20:33:03.591723] [INFO ] [sig       ] TM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:03.727103] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TM.txt
[2025-12-05T20:33:03.727220] [INFO ] [sig       ] [3205/3626] Completed TM in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:03.727258] [INFO ] [sig       ] [3206/3626] Forecasting TMC...
[2025-12-05T20:33:03.727285] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-05T20:33:03.727313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-05T20:33:03.738166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-05T20:33:03.738434] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-05T20:33:03.739182] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-05T20:33:03.739230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:03.739260] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:03.739286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:03.739342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:03.794165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:03.794829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:03.794901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:03.794933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:03.910780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:03.910920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:03.910974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:03.911002] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:03.914242] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-05T20:33:03.914498] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-05T20:33:03.914633] [INFO ] [sig       ] TMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:04.049837] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TMC.txt
[2025-12-05T20:33:04.049963] [INFO ] [sig       ] [3206/3626] Completed TMC in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:04.049999] [INFO ] [sig       ] [3207/3626] Forecasting TMCI...
[2025-12-05T20:33:04.050027] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-05T20:33:04.050056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-05T20:33:04.060271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2025-12-05T20:33:04.060566] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-05T20:33:04.061315] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-05T20:33:04.061364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:04.061394] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:04.061420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:04.061475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:04.116381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:04.117002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:04.117076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:04.117107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:04.239142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:04.239296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:04.239334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:04.239362] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:04.242699] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2025-12-05T20:33:04.242958] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-05T20:33:04.243080] [INFO ] [sig       ] TMCI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:04.377717] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TMCI.txt
[2025-12-05T20:33:04.377871] [INFO ] [sig       ] [3207/3626] Completed TMCI in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.4m
[2025-12-05T20:33:04.377910] [INFO ] [sig       ] [3208/3626] Forecasting TMDX...
[2025-12-05T20:33:04.377938] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-05T20:33:04.377967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-05T20:33:04.388281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-05T20:33:04.388564] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-05T20:33:04.389327] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-05T20:33:04.389376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:04.389406] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:04.389431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:04.389486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:04.444354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:04.445024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:04.445102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:04.445134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:04.561177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:04.561321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:04.561360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:04.561387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:04.564648] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=1.05%)
[2025-12-05T20:33:04.564905] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-05T20:33:04.565020] [INFO ] [sig       ] TMDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:04.700319] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TMDX.txt
[2025-12-05T20:33:04.700440] [INFO ] [sig       ] [3208/3626] Completed TMDX in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:04.700477] [INFO ] [sig       ] [3209/3626] Forecasting TME...
[2025-12-05T20:33:04.700506] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-05T20:33:04.700534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-05T20:33:04.710909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-05T20:33:04.711197] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-05T20:33:04.711961] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-05T20:33:04.712011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:04.712042] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:04.712068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:04.712123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:04.767037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:04.767701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:04.767775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:04.767823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:04.888967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:04.889134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:04.889178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:04.889209] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:04.892726] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=36.26%)
[2025-12-05T20:33:04.893024] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-05T20:33:04.893157] [INFO ] [sig       ] TME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:05.034326] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TME.txt
[2025-12-05T20:33:05.034477] [INFO ] [sig       ] [3209/3626] Completed TME in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:05.034517] [INFO ] [sig       ] [3210/3626] Forecasting TMHC...
[2025-12-05T20:33:05.034545] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-05T20:33:05.034593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-05T20:33:05.045566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-05T20:33:05.045889] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-05T20:33:05.046647] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-05T20:33:05.046696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:05.046741] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:05.046768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:05.046823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:05.102874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:05.103722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:05.103841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:05.103875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:05.221032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:05.221183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:05.221222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:05.221250] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:05.224567] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-05T20:33:05.224840] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-05T20:33:05.224960] [INFO ] [sig       ] TMHC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:05.365250] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TMHC.txt
[2025-12-05T20:33:05.365402] [INFO ] [sig       ] [3210/3626] Completed TMHC in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:05.365440] [INFO ] [sig       ] [3211/3626] Forecasting TMUS...
[2025-12-05T20:33:05.365470] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-05T20:33:05.365499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-05T20:33:05.376076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-05T20:33:05.376436] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-05T20:33:05.377275] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-05T20:33:05.377327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:05.377359] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:05.377385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:05.377442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:05.435126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:05.435930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:05.436009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:05.436043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:05.557171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:05.557332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:05.557371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:05.557399] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:05.560853] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=94.98%)
[2025-12-05T20:33:05.561134] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-05T20:33:05.561262] [INFO ] [sig       ] TMUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:05.701137] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TMUS.txt
[2025-12-05T20:33:05.701260] [INFO ] [sig       ] [3211/3626] Completed TMUS in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:05.701298] [INFO ] [sig       ] [3212/3626] Forecasting TNC...
[2025-12-05T20:33:05.701326] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-05T20:33:05.701357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-05T20:33:05.711664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-05T20:33:05.712040] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-05T20:33:05.712883] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-05T20:33:05.712935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:05.712966] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:05.712991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:05.713048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:05.769063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:05.769889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:05.769994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:05.770027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:05.884738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:05.884885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:05.884925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:05.884952] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:05.888244] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=33.24%)
[2025-12-05T20:33:05.888526] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-05T20:33:05.888662] [INFO ] [sig       ] TNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:06.029589] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TNC.txt
[2025-12-05T20:33:06.029754] [INFO ] [sig       ] [3212/3626] Completed TNC in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:06.029799] [INFO ] [sig       ] [3213/3626] Forecasting TNDM...
[2025-12-05T20:33:06.029831] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-05T20:33:06.029862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-05T20:33:06.040876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-05T20:33:06.041125] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-05T20:33:06.041876] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-05T20:33:06.041925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:06.041955] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:06.041981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:06.042037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:06.098212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:06.099063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:06.099143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:06.099175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:06.219169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:06.219335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:06.219381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:06.219412] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:06.222708] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2025-12-05T20:33:06.222961] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-05T20:33:06.223078] [INFO ] [sig       ] TNDM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:06.361059] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TNDM.txt
[2025-12-05T20:33:06.361212] [INFO ] [sig       ] [3213/3626] Completed TNDM in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:06.361250] [INFO ] [sig       ] [3214/3626] Forecasting TNGX...
[2025-12-05T20:33:06.361290] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-05T20:33:06.361320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-05T20:33:06.372089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-05T20:33:06.372442] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-05T20:33:06.373222] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-05T20:33:06.373273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:06.373304] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:06.373330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:06.373385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:06.429265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:06.430084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:06.430163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:06.430195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:06.547309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:06.547462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:06.547501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:06.547530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:06.550848] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: DOWN (p=41.81%)
[2025-12-05T20:33:06.551119] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-05T20:33:06.551244] [INFO ] [sig       ] TNGX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:06.688492] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TNGX.txt
[2025-12-05T20:33:06.688632] [INFO ] [sig       ] [3214/3626] Completed TNGX in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:06.688673] [INFO ] [sig       ] [3215/3626] Forecasting TNK...
[2025-12-05T20:33:06.688701] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-05T20:33:06.688730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-05T20:33:06.699078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-05T20:33:06.699341] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-05T20:33:06.700097] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-05T20:33:06.700147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:06.700178] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:06.700204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:06.700260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:06.755528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:06.756147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:06.756220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:06.756251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:06.874441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:06.874585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:06.874634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:06.874671] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:06.877877] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=22.21%)
[2025-12-05T20:33:06.878129] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-05T20:33:06.878245] [INFO ] [sig       ] TNK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:07.013596] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TNK.txt
[2025-12-05T20:33:07.013726] [INFO ] [sig       ] [3215/3626] Completed TNK in 0.3s | 2.97 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-05T20:33:07.013763] [INFO ] [sig       ] [3216/3626] Forecasting TNL...
[2025-12-05T20:33:07.013791] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-05T20:33:07.013820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-05T20:33:07.023765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-05T20:33:07.024021] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-05T20:33:07.024786] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-05T20:33:07.024835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:07.024866] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:07.024892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:07.024948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:07.083656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:07.084274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:07.084354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:07.084386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:07.208529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:07.208689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:07.208727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:07.208754] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:07.212004] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-05T20:33:07.212257] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-05T20:33:07.212373] [INFO ] [sig       ] TNL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:07.347715] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TNL.txt
[2025-12-05T20:33:07.347841] [INFO ] [sig       ] [3216/3626] Completed TNL in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:07.347880] [INFO ] [sig       ] [3217/3626] Forecasting TNON...
[2025-12-05T20:33:07.347909] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-05T20:33:07.347938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-05T20:33:07.358354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-05T20:33:07.358622] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-05T20:33:07.359358] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-05T20:33:07.359407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:07.359437] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:07.359463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:07.359519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:07.415586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:07.416159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:07.416233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:07.416264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:07.535707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:07.535846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:07.535882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:07.535924] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:07.539122] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=50.36%)
[2025-12-05T20:33:07.539405] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-05T20:33:07.539532] [INFO ] [sig       ] TNON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:07.677192] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TNON.txt
[2025-12-05T20:33:07.677344] [INFO ] [sig       ] [3217/3626] Completed TNON in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:07.677382] [INFO ] [sig       ] [3218/3626] Forecasting TNXP...
[2025-12-05T20:33:07.677410] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-05T20:33:07.677440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-05T20:33:07.687931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-05T20:33:07.688305] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-05T20:33:07.689124] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-05T20:33:07.689176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:07.689208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:07.689234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:07.689289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:07.745094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:07.745941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:07.746032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:07.746066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:07.870042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:07.870262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:07.870314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:07.870357] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:07.874278] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-05T20:33:07.874705] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-05T20:33:07.874856] [INFO ] [sig       ] TNXP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:08.020717] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TNXP.txt
[2025-12-05T20:33:08.020860] [INFO ] [sig       ] [3218/3626] Completed TNXP in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:08.020898] [INFO ] [sig       ] [3219/3626] Forecasting TNYA...
[2025-12-05T20:33:08.020927] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-05T20:33:08.020956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-05T20:33:08.031736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-05T20:33:08.032005] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-05T20:33:08.032764] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-05T20:33:08.032813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:08.032868] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:08.032896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:08.032951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:08.087537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:08.088251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:08.088326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:08.088373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:08.210155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:08.210293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:08.210331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:08.210361] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:08.213641] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=19.76%)
[2025-12-05T20:33:08.213899] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-05T20:33:08.214015] [INFO ] [sig       ] TNYA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:08.350746] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TNYA.txt
[2025-12-05T20:33:08.350873] [INFO ] [sig       ] [3219/3626] Completed TNYA in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:08.350911] [INFO ] [sig       ] [3220/3626] Forecasting TOI...
[2025-12-05T20:33:08.350941] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-05T20:33:08.350970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-05T20:33:08.366163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-05T20:33:08.366439] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-05T20:33:08.367182] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-05T20:33:08.367232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:08.367262] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:08.367287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:08.367342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:08.422553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:08.423165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:08.423237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:08.423269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:08.539654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:08.539799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:08.539837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:08.539866] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:08.543109] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2025-12-05T20:33:08.543366] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-05T20:33:08.543481] [INFO ] [sig       ] TOI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:08.680740] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TOI.txt
[2025-12-05T20:33:08.680872] [INFO ] [sig       ] [3220/3626] Completed TOI in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:08.680910] [INFO ] [sig       ] [3221/3626] Forecasting TOL...
[2025-12-05T20:33:08.680939] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-05T20:33:08.680967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-05T20:33:08.692224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-05T20:33:08.692507] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-05T20:33:08.693251] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-05T20:33:08.693300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:08.693331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:08.693362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:08.693430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:08.748168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:08.748832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:08.748911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:08.748942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:08.865488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:08.865654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:08.865694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:08.865721] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:08.869050] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=61.86%)
[2025-12-05T20:33:08.869312] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-05T20:33:08.869436] [INFO ] [sig       ] TOL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:09.004996] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TOL.txt
[2025-12-05T20:33:09.005134] [INFO ] [sig       ] [3221/3626] Completed TOL in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:09.005171] [INFO ] [sig       ] [3222/3626] Forecasting TORO...
[2025-12-05T20:33:09.005200] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-05T20:33:09.005230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-05T20:33:09.016601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2025-12-05T20:33:09.017030] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-05T20:33:09.017971] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-05T20:33:09.018026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:09.018059] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:09.018087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:09.018145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:09.078502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:09.079410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:09.079526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:09.079562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:09.211224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:09.211374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:09.211415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:09.211478] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:09.214902] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-12-05T20:33:09.215180] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-05T20:33:09.215308] [INFO ] [sig       ] TORO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:09.351456] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TORO.txt
[2025-12-05T20:33:09.351601] [INFO ] [sig       ] [3222/3626] Completed TORO in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:09.351642] [INFO ] [sig       ] [3223/3626] Forecasting TOWN...
[2025-12-05T20:33:09.351671] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-05T20:33:09.351700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-05T20:33:09.362879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-05T20:33:09.363225] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-05T20:33:09.364037] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-05T20:33:09.364087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:09.364120] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:09.364147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:09.364203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:09.419043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:09.419803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:09.419884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:09.419915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:09.540662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:09.540818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:09.540858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:09.540886] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:09.544218] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2025-12-05T20:33:09.544480] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-05T20:33:09.544619] [INFO ] [sig       ] TOWN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:09.686063] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TOWN.txt
[2025-12-05T20:33:09.686226] [INFO ] [sig       ] [3223/3626] Completed TOWN in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:09.686267] [INFO ] [sig       ] [3224/3626] Forecasting TOYO...
[2025-12-05T20:33:09.686295] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-05T20:33:09.686329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-05T20:33:09.697200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-05T20:33:09.697550] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-05T20:33:09.698341] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-05T20:33:09.698391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:09.698421] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:09.698446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:09.698502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:09.754459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:09.755240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:09.755318] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:09.755353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:09.865667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:09.865824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:09.865863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:09.865892] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:09.869169] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-05T20:33:09.869434] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-05T20:33:09.869553] [INFO ] [sig       ] TOYO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:10.006105] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TOYO.txt
[2025-12-05T20:33:10.006258] [INFO ] [sig       ] [3224/3626] Completed TOYO in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:10.006295] [INFO ] [sig       ] [3225/3626] Forecasting TPB...
[2025-12-05T20:33:10.006325] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-05T20:33:10.006384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-05T20:33:10.019366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-05T20:33:10.020025] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-05T20:33:10.020968] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-05T20:33:10.021021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:10.021056] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:10.021084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:10.021161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:10.080656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:10.081732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:10.081829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:10.081863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:10.201388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:10.201552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:10.201610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:10.201640] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:10.204972] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=36.79%)
[2025-12-05T20:33:10.205233] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-05T20:33:10.205355] [INFO ] [sig       ] TPB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:10.341444] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TPB.txt
[2025-12-05T20:33:10.341656] [INFO ] [sig       ] [3225/3626] Completed TPB in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.3m
[2025-12-05T20:33:10.341707] [INFO ] [sig       ] [3226/3626] Forecasting TPC...
[2025-12-05T20:33:10.341737] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-05T20:33:10.341767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-05T20:33:10.352152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-05T20:33:10.352430] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-05T20:33:10.353198] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-05T20:33:10.353247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:10.353277] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:10.353304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:10.353359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:10.411267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:10.412078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:10.412157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:10.412190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:10.531624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:10.531777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:10.531816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:10.531844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:10.535120] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-12-05T20:33:10.535376] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-05T20:33:10.535495] [INFO ] [sig       ] TPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:10.676218] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TPC.txt
[2025-12-05T20:33:10.676412] [INFO ] [sig       ] [3226/3626] Completed TPC in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:10.676462] [INFO ] [sig       ] [3227/3626] Forecasting TPG...
[2025-12-05T20:33:10.676495] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-05T20:33:10.676524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-05T20:33:10.687785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-05T20:33:10.688096] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-05T20:33:10.688911] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-05T20:33:10.688962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:10.688994] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:10.689020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:10.689076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:10.746347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:10.747159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:10.747238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:10.747271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:10.869435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:10.869627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:10.869680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:10.869710] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:10.873098] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: DOWN (p=41.97%)
[2025-12-05T20:33:10.873369] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-05T20:33:10.873502] [INFO ] [sig       ] TPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:11.010773] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TPG.txt
[2025-12-05T20:33:11.010902] [INFO ] [sig       ] [3227/3626] Completed TPG in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:11.010939] [INFO ] [sig       ] [3228/3626] Forecasting TPGXL...
[2025-12-05T20:33:11.010968] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-05T20:33:11.010997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-05T20:33:11.084857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-05T20:33:11.085130] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-05T20:33:11.085870] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-05T20:33:11.085919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:11.085950] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:11.085975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:11.086031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:11.141411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:11.142133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:11.142207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:11.142239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:11.255296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:11.255449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:11.255489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:11.255517] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:11.258986] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=68.56%)
[2025-12-05T20:33:11.259305] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-05T20:33:11.259437] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:11.395434] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TPGXL.txt
[2025-12-05T20:33:11.395562] [INFO ] [sig       ] [3228/3626] Completed TPGXL in 0.4s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:11.395620] [INFO ] [sig       ] [3229/3626] Forecasting TPH...
[2025-12-05T20:33:11.395648] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-05T20:33:11.395677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-05T20:33:11.405948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2025-12-05T20:33:11.406219] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-05T20:33:11.406987] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-05T20:33:11.407036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:11.407067] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:11.407094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:11.407149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:11.462942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:11.463711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:11.463814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:11.463849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:11.578930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:11.579082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:11.579122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:11.579151] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:11.582445] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-05T20:33:11.582724] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-05T20:33:11.582845] [INFO ] [sig       ] TPH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:11.719883] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TPH.txt
[2025-12-05T20:33:11.720015] [INFO ] [sig       ] [3229/3626] Completed TPH in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:11.720052] [INFO ] [sig       ] [3230/3626] Forecasting TPL...
[2025-12-05T20:33:11.720083] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-05T20:33:11.720112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-05T20:33:11.730824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-05T20:33:11.731095] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-05T20:33:11.731849] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-05T20:33:11.731898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:11.731929] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:11.731955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:11.732011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:11.788313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:11.789005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:11.789080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:11.789111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:11.912709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:11.912906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:11.912967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:11.912998] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:11.916610] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-05T20:33:11.916884] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-05T20:33:11.917019] [INFO ] [sig       ] TPL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:12.057422] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TPL.txt
[2025-12-05T20:33:12.057597] [INFO ] [sig       ] [3230/3626] Completed TPL in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:12.057639] [INFO ] [sig       ] [3231/3626] Forecasting TPVG...
[2025-12-05T20:33:12.057671] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-05T20:33:12.057702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-05T20:33:12.068707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-05T20:33:12.069072] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-05T20:33:12.069869] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-05T20:33:12.069920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:12.069952] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:12.069979] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:12.070036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:12.128718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:12.129565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:12.129675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:12.129710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:12.254265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:12.254425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:12.254466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:12.254495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:12.258022] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-05T20:33:12.258306] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-05T20:33:12.258436] [INFO ] [sig       ] TPVG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:12.399010] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TPVG.txt
[2025-12-05T20:33:12.399169] [INFO ] [sig       ] [3231/3626] Completed TPVG in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:12.399209] [INFO ] [sig       ] [3232/3626] Forecasting TPYP...
[2025-12-05T20:33:12.399242] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-05T20:33:12.399273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-05T20:33:12.410355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-05T20:33:12.410776] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-05T20:33:12.411563] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-05T20:33:12.411634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:12.411666] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:12.411693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:12.411750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:12.468682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:12.469472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:12.469548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:12.469600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:12.581705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:12.581868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:12.581908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:12.581935] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:12.585277] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-12-05T20:33:12.585565] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-05T20:33:12.585719] [INFO ] [sig       ] TPYP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:12.723983] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TPYP.txt
[2025-12-05T20:33:12.724148] [INFO ] [sig       ] [3232/3626] Completed TPYP in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:12.724188] [INFO ] [sig       ] [3233/3626] Forecasting TPZ...
[2025-12-05T20:33:12.724218] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-05T20:33:12.724247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-05T20:33:12.735055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-05T20:33:12.735452] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-05T20:33:12.736250] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-05T20:33:12.736303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:12.736335] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:12.736363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:12.736420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:12.797655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:12.798699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:12.798796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:12.798834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:12.908086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:12.908237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:12.908276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:12.908310] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:12.911706] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-05T20:33:12.911988] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-05T20:33:12.912115] [INFO ] [sig       ] TPZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:13.050899] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TPZ.txt
[2025-12-05T20:33:13.051047] [INFO ] [sig       ] [3233/3626] Completed TPZ in 0.3s | 2.97 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-05T20:33:13.051085] [INFO ] [sig       ] [3234/3626] Forecasting TQQQ...
[2025-12-05T20:33:13.051114] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-05T20:33:13.051144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-05T20:33:13.061898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-05T20:33:13.062218] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-05T20:33:13.062973] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-05T20:33:13.063035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:13.063066] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:13.063093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:13.063148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:13.119140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:13.119975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:13.120054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:13.120086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:13.239985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:13.240138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:13.240177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:13.240204] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:13.243465] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=31.95%)
[2025-12-05T20:33:13.243739] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-05T20:33:13.243857] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:13.383434] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TQQQ.txt
[2025-12-05T20:33:13.383560] [INFO ] [sig       ] [3234/3626] Completed TQQQ in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:13.383615] [INFO ] [sig       ] [3235/3626] Forecasting TRC...
[2025-12-05T20:33:13.383645] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-05T20:33:13.383674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-05T20:33:13.394226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-05T20:33:13.394478] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-05T20:33:13.395232] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-05T20:33:13.395280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:13.395311] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:13.395337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:13.395392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:13.451790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:13.452388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:13.452462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:13.452493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:13.565408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:13.565555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:13.565611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:13.565640] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:13.568924] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-05T20:33:13.569188] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-05T20:33:13.569305] [INFO ] [sig       ] TRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:13.706617] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRC.txt
[2025-12-05T20:33:13.706770] [INFO ] [sig       ] [3235/3626] Completed TRC in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:13.706809] [INFO ] [sig       ] [3236/3626] Forecasting TRDA...
[2025-12-05T20:33:13.706837] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-05T20:33:13.706865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-05T20:33:13.717144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-05T20:33:13.717419] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-05T20:33:13.718206] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-05T20:33:13.718256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:13.718312] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:13.718339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:13.718393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:13.775217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:13.776085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:13.776181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:13.776213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:13.895545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:13.895718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:13.895758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:13.895787] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:13.899303] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=58.48%)
[2025-12-05T20:33:13.899656] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-05T20:33:13.899807] [INFO ] [sig       ] TRDA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:14.047938] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRDA.txt
[2025-12-05T20:33:14.048150] [INFO ] [sig       ] [3236/3626] Completed TRDA in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:14.048203] [INFO ] [sig       ] [3237/3626] Forecasting TREE...
[2025-12-05T20:33:14.048246] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-05T20:33:14.048291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-05T20:33:14.062641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-05T20:33:14.063095] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-05T20:33:14.064207] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-05T20:33:14.064272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:14.064319] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:14.064359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:14.064447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:14.125633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:14.126466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:14.126546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:14.126598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:14.249880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:14.250042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:14.250081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:14.250109] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:14.253415] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-05T20:33:14.253711] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-05T20:33:14.253835] [INFO ] [sig       ] TREE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:14.392980] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TREE.txt
[2025-12-05T20:33:14.393136] [INFO ] [sig       ] [3237/3626] Completed TREE in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:14.393179] [INFO ] [sig       ] [3238/3626] Forecasting TREX...
[2025-12-05T20:33:14.393209] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-05T20:33:14.393239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-05T20:33:14.403827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-05T20:33:14.404214] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-05T20:33:14.405106] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-05T20:33:14.405163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:14.405196] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:14.405223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:14.405280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:14.462052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:14.462899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:14.462975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:14.463007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:14.588613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:14.588771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:14.588810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:14.588837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:14.592153] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-05T20:33:14.592416] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-05T20:33:14.592536] [INFO ] [sig       ] TREX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:14.730923] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TREX.txt
[2025-12-05T20:33:14.731057] [INFO ] [sig       ] [3238/3626] Completed TREX in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:14.731095] [INFO ] [sig       ] [3239/3626] Forecasting TRGP...
[2025-12-05T20:33:14.731123] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-05T20:33:14.731153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-05T20:33:14.741925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-05T20:33:14.742285] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-05T20:33:14.743090] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-05T20:33:14.743138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:14.743169] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:14.743195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:14.743251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:14.799545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:14.800327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:14.800405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:14.800436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:14.917213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:14.917361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:14.917401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:14.917467] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:14.920879] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=48.40%)
[2025-12-05T20:33:14.921139] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-05T20:33:14.921275] [INFO ] [sig       ] TRGP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:15.059592] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRGP.txt
[2025-12-05T20:33:15.059719] [INFO ] [sig       ] [3239/3626] Completed TRGP in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:15.059756] [INFO ] [sig       ] [3240/3626] Forecasting TRI...
[2025-12-05T20:33:15.059785] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-05T20:33:15.059813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-05T20:33:15.071002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-05T20:33:15.071241] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-05T20:33:15.071991] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-05T20:33:15.072039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:15.072069] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:15.072095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:15.072150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:15.131355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:15.132024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:15.132097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:15.132129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:15.252287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:15.252401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:15.252436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:15.252464] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:15.256035] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: UP (p=87.36%)
[2025-12-05T20:33:15.256294] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-05T20:33:15.256411] [INFO ] [sig       ] TRI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:15.394234] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRI.txt
[2025-12-05T20:33:15.394342] [INFO ] [sig       ] [3240/3626] Completed TRI in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:15.394380] [INFO ] [sig       ] [3241/3626] Forecasting TRIN...
[2025-12-05T20:33:15.394408] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-05T20:33:15.394436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-05T20:33:15.404616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-05T20:33:15.404874] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-05T20:33:15.405619] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-05T20:33:15.405668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:15.405698] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:15.405724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:15.405780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:15.463755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:15.464339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:15.464415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:15.464448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:15.582564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:15.582694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:15.582743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:15.582772] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:15.585869] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=7.08%)
[2025-12-05T20:33:15.586124] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-05T20:33:15.586245] [INFO ] [sig       ] TRIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:15.723824] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRIN.txt
[2025-12-05T20:33:15.723930] [INFO ] [sig       ] [3241/3626] Completed TRIN in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:15.723966] [INFO ] [sig       ] [3242/3626] Forecasting TRIP...
[2025-12-05T20:33:15.723993] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-05T20:33:15.724022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-05T20:33:15.735502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-05T20:33:15.735877] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-05T20:33:15.736667] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-05T20:33:15.736717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:15.736747] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:15.736773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:15.736828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:15.793497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:15.794363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:15.794479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:15.794532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:15.914260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:15.914421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:15.914461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:15.914489] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:15.917937] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: DOWN (p=5.36%)
[2025-12-05T20:33:15.918209] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-05T20:33:15.918336] [INFO ] [sig       ] TRIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:16.056361] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRIP.txt
[2025-12-05T20:33:16.056526] [INFO ] [sig       ] [3242/3626] Completed TRIP in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.2m
[2025-12-05T20:33:16.056592] [INFO ] [sig       ] [3243/3626] Forecasting TRMB...
[2025-12-05T20:33:16.056631] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-05T20:33:16.056662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-05T20:33:16.067406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-05T20:33:16.067734] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-05T20:33:16.068512] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-05T20:33:16.068561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:16.068625] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:16.068656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:16.068710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:16.125122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:16.125940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:16.126018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:16.126048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:16.249876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:16.250074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:16.250115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:16.250143] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:16.253523] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=97.32%)
[2025-12-05T20:33:16.253802] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-05T20:33:16.253920] [INFO ] [sig       ] TRMB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:16.394218] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRMB.txt
[2025-12-05T20:33:16.394391] [INFO ] [sig       ] [3243/3626] Completed TRMB in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:16.394445] [INFO ] [sig       ] [3244/3626] Forecasting TRMD...
[2025-12-05T20:33:16.394479] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-05T20:33:16.394510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-05T20:33:16.406083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2025-12-05T20:33:16.406395] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-05T20:33:16.407158] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-05T20:33:16.407208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:16.407239] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:16.407264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:16.407318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:16.463106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:16.463783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:16.463865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:16.463896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:16.580675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:16.580834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:16.580875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:16.580902] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:16.584348] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-05T20:33:16.584637] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-05T20:33:16.584762] [INFO ] [sig       ] TRMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:16.718249] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRMD.txt
[2025-12-05T20:33:16.718349] [INFO ] [sig       ] [3244/3626] Completed TRMD in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:16.718386] [INFO ] [sig       ] [3245/3626] Forecasting TRMK...
[2025-12-05T20:33:16.718414] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-05T20:33:16.718443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-05T20:33:16.729344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-05T20:33:16.729597] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-05T20:33:16.730327] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-05T20:33:16.730376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:16.730418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:16.730445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:16.730499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:16.785259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:16.785839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:16.785913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:16.785943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:16.897381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:16.897500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:16.897536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:16.897562] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:16.900715] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-05T20:33:16.900976] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-05T20:33:16.901098] [INFO ] [sig       ] TRMK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:17.036161] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRMK.txt
[2025-12-05T20:33:17.036265] [INFO ] [sig       ] [3245/3626] Completed TRMK in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:17.036301] [INFO ] [sig       ] [3246/3626] Forecasting TRN...
[2025-12-05T20:33:17.036328] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-05T20:33:17.036356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-05T20:33:17.047375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-05T20:33:17.047618] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-05T20:33:17.048367] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-05T20:33:17.048416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:17.048446] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:17.048473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:17.048528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:17.103140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:17.103778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:17.103893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:17.103926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:17.219908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:17.219985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:17.220018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:17.220048] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:17.222971] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=33.20%)
[2025-12-05T20:33:17.223219] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-05T20:33:17.223338] [INFO ] [sig       ] TRN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:17.359322] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRN.txt
[2025-12-05T20:33:17.359424] [INFO ] [sig       ] [3246/3626] Completed TRN in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:17.359461] [INFO ] [sig       ] [3247/3626] Forecasting TRNO...
[2025-12-05T20:33:17.359489] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-05T20:33:17.359518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-05T20:33:17.370114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2025-12-05T20:33:17.370366] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-05T20:33:17.371113] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-05T20:33:17.371162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:17.371192] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:17.371218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:17.371273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:17.425991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:17.426543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:17.426633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:17.426665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:17.541858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:17.541951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:17.541985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:17.542011] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:17.544995] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-05T20:33:17.545246] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-05T20:33:17.545361] [INFO ] [sig       ] TRNO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:17.681308] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRNO.txt
[2025-12-05T20:33:17.681424] [INFO ] [sig       ] [3247/3626] Completed TRNO in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:17.681462] [INFO ] [sig       ] [3248/3626] Forecasting TRNS...
[2025-12-05T20:33:17.681490] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-05T20:33:17.681520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-05T20:33:17.691630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2025-12-05T20:33:17.691862] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-05T20:33:17.692633] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-05T20:33:17.692681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:17.692712] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:17.692738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:17.692794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:17.747503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:17.748100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:17.748174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:17.748205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:17.863092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:17.863172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:17.863205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:17.863230] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:17.866204] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2025-12-05T20:33:17.866449] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-05T20:33:17.866564] [INFO ] [sig       ] TRNS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:18.001042] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRNS.txt
[2025-12-05T20:33:18.001146] [INFO ] [sig       ] [3248/3626] Completed TRNS in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:18.001182] [INFO ] [sig       ] [3249/3626] Forecasting TROX...
[2025-12-05T20:33:18.001216] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-05T20:33:18.001245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-05T20:33:18.012916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-05T20:33:18.013271] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-05T20:33:18.014131] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-05T20:33:18.014182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:18.014215] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:18.014242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:18.014298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:18.072344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:18.073111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:18.073196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:18.073228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:18.190911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:18.191085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:18.191128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:18.191157] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:18.194736] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2025-12-05T20:33:18.195014] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-05T20:33:18.195158] [INFO ] [sig       ] TROX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:18.333917] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TROX.txt
[2025-12-05T20:33:18.334088] [INFO ] [sig       ] [3249/3626] Completed TROX in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:18.334129] [INFO ] [sig       ] [3250/3626] Forecasting TRP...
[2025-12-05T20:33:18.334159] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-05T20:33:18.334189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-05T20:33:18.344777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-05T20:33:18.345071] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-05T20:33:18.345895] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-05T20:33:18.345946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:18.345978] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:18.346005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:18.346060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:18.403909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:18.404604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:18.404684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:18.404716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:18.526885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:18.527066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:18.527117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:18.527148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:18.530808] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=80.82%)
[2025-12-05T20:33:18.531097] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-05T20:33:18.531232] [INFO ] [sig       ] TRP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:18.668718] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRP.txt
[2025-12-05T20:33:18.668857] [INFO ] [sig       ] [3250/3626] Completed TRP in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:18.668894] [INFO ] [sig       ] [3251/3626] Forecasting TRS...
[2025-12-05T20:33:18.668922] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-05T20:33:18.668952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-05T20:33:18.679979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-05T20:33:18.680268] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-05T20:33:18.681039] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-05T20:33:18.681088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:18.681118] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:18.681144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:18.681198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:18.736440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:18.737122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:18.737201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:18.737232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:18.856038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:18.856192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:18.856230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:18.856258] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:18.859535] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=96.91%)
[2025-12-05T20:33:18.859807] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-05T20:33:18.859925] [INFO ] [sig       ] TRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:18.997139] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRS.txt
[2025-12-05T20:33:18.997282] [INFO ] [sig       ] [3251/3626] Completed TRS in 0.3s | 2.97 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-05T20:33:18.997321] [INFO ] [sig       ] [3252/3626] Forecasting TRTX...
[2025-12-05T20:33:18.997351] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-05T20:33:18.997380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-05T20:33:19.007840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-05T20:33:19.008122] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-05T20:33:19.008867] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-05T20:33:19.008915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:19.008946] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:19.008972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:19.009027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:19.065196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:19.065852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:19.065927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:19.065958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:19.184757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:19.184912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:19.184952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:19.184997] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:19.188288] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=25.04%)
[2025-12-05T20:33:19.188545] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-05T20:33:19.188686] [INFO ] [sig       ] TRTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:19.324838] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRTX.txt
[2025-12-05T20:33:19.324970] [INFO ] [sig       ] [3252/3626] Completed TRTX in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:19.325008] [INFO ] [sig       ] [3253/3626] Forecasting TRUE...
[2025-12-05T20:33:19.325036] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-05T20:33:19.325065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-05T20:33:19.336152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUE'.
[2025-12-05T20:33:19.336466] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-05T20:33:19.337235] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-05T20:33:19.337284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:19.337344] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:19.337370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:19.337430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:19.393963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:19.394639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:19.394716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:19.394749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:19.513624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:19.513769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:19.513807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:19.513834] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:19.517076] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-05T20:33:19.517335] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-05T20:33:19.517452] [INFO ] [sig       ] TRUE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:19.655599] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRUE.txt
[2025-12-05T20:33:19.655734] [INFO ] [sig       ] [3253/3626] Completed TRUE in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:19.655772] [INFO ] [sig       ] [3254/3626] Forecasting TRUP...
[2025-12-05T20:33:19.655799] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-05T20:33:19.655828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-05T20:33:19.667350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2025-12-05T20:33:19.667764] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-05T20:33:19.668685] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-05T20:33:19.668736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:19.668767] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:19.668792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:19.668847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:19.729353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:19.730283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:19.730364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:19.730412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:19.850643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:19.850803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:19.850841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:19.850870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:19.854194] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2025-12-05T20:33:19.854449] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-05T20:33:19.854566] [INFO ] [sig       ] TRUP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:19.990144] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TRUP.txt
[2025-12-05T20:33:19.990267] [INFO ] [sig       ] [3254/3626] Completed TRUP in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:19.990303] [INFO ] [sig       ] [3255/3626] Forecasting TRVG...
[2025-12-05T20:33:19.990331] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-05T20:33:19.990359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-05T20:33:20.001803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-05T20:33:20.002186] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-05T20:33:20.003030] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-05T20:33:20.003082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:20.003125] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:20.003157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:20.003214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:20.061929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:20.062684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:20.062766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:20.062798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:20.181347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:20.181495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:20.181534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:20.181561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:20.184830] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=70.64%)
[2025-12-05T20:33:20.185086] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-05T20:33:20.185201] [INFO ] [sig       ] TRVG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:20.321101] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TRVG.txt
[2025-12-05T20:33:20.321228] [INFO ] [sig       ] [3255/3626] Completed TRVG in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:20.321265] [INFO ] [sig       ] [3256/3626] Forecasting TS...
[2025-12-05T20:33:20.321293] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-05T20:33:20.321323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-05T20:33:20.331385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-05T20:33:20.331694] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-05T20:33:20.332423] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-05T20:33:20.332472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:20.332503] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:20.332543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:20.332631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:20.387514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:20.388152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:20.388225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:20.388257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:20.505077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:20.505219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:20.505258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:20.505315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:20.508614] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-05T20:33:20.508877] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-05T20:33:20.508995] [INFO ] [sig       ] TS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:20.644734] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TS.txt
[2025-12-05T20:33:20.644855] [INFO ] [sig       ] [3256/3626] Completed TS in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:20.644892] [INFO ] [sig       ] [3257/3626] Forecasting TSBK...
[2025-12-05T20:33:20.644921] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-05T20:33:20.644949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-05T20:33:20.655764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-05T20:33:20.656136] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-05T20:33:20.656990] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-05T20:33:20.657043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:20.657076] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:20.657102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:20.657159] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:20.716249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:20.716958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:20.717042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:20.717074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:20.815304] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:20.815458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:20.815496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:20.815524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:20.818883] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-05T20:33:20.819148] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-05T20:33:20.819270] [INFO ] [sig       ] TSBK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:20.957683] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSBK.txt
[2025-12-05T20:33:20.957858] [INFO ] [sig       ] [3257/3626] Completed TSBK in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:20.957898] [INFO ] [sig       ] [3258/3626] Forecasting TSCO...
[2025-12-05T20:33:20.957927] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-05T20:33:20.957956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-05T20:33:20.969478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-05T20:33:20.969831] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-05T20:33:20.970632] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-05T20:33:20.970682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:20.970713] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:20.970741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:20.970797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:21.026855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:21.027488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:21.027563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:21.027615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:21.156028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:21.156274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:21.156323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:21.156354] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:21.160467] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-05T20:33:21.160817] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-05T20:33:21.160967] [INFO ] [sig       ] TSCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:21.307381] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSCO.txt
[2025-12-05T20:33:21.308031] [INFO ] [sig       ] [3258/3626] Completed TSCO in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:21.308095] [INFO ] [sig       ] [3259/3626] Forecasting TSDD...
[2025-12-05T20:33:21.308132] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-05T20:33:21.308166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-05T20:33:21.322279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-05T20:33:21.322807] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-05T20:33:21.323829] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-05T20:33:21.323892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:21.323928] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:21.323955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:21.324014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:21.384031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:21.385109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:21.385203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:21.385236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:21.511135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:21.511318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:21.511361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:21.511390] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:21.514935] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=13.57%)
[2025-12-05T20:33:21.515207] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-05T20:33:21.515334] [INFO ] [sig       ] TSDD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:21.664637] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSDD.txt
[2025-12-05T20:33:21.664808] [INFO ] [sig       ] [3259/3626] Completed TSDD in 0.4s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:21.664848] [INFO ] [sig       ] [3260/3626] Forecasting TSEM...
[2025-12-05T20:33:21.664890] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-05T20:33:21.664933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-05T20:33:21.675333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2025-12-05T20:33:21.675655] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-05T20:33:21.676421] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-05T20:33:21.676473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:21.676508] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:21.676537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:21.676616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:21.737982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:21.739057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:21.739157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:21.739205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:21.860614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:21.860772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:21.860812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:21.860841] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:21.864120] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-12-05T20:33:21.864379] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-05T20:33:21.864497] [INFO ] [sig       ] TSEM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:22.002319] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSEM.txt
[2025-12-05T20:33:22.002477] [INFO ] [sig       ] [3260/3626] Completed TSEM in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.1m
[2025-12-05T20:33:22.002519] [INFO ] [sig       ] [3261/3626] Forecasting TSHA...
[2025-12-05T20:33:22.002550] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-05T20:33:22.002603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-05T20:33:22.012958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-05T20:33:22.013261] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-05T20:33:22.014056] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-05T20:33:22.014108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:22.014140] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:22.014166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:22.014222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:22.069210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:22.069922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:22.069998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:22.070031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:22.187056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:22.187219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:22.187259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:22.187287] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:22.190747] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=52.50%)
[2025-12-05T20:33:22.191029] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-05T20:33:22.191158] [INFO ] [sig       ] TSHA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:22.327090] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSHA.txt
[2025-12-05T20:33:22.327235] [INFO ] [sig       ] [3261/3626] Completed TSHA in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:22.327273] [INFO ] [sig       ] [3262/3626] Forecasting TSI...
[2025-12-05T20:33:22.327301] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-05T20:33:22.327333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-05T20:33:22.338397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-05T20:33:22.338861] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-05T20:33:22.339777] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-05T20:33:22.339830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:22.339869] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:22.339908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:22.339969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:22.395732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:22.396412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:22.396488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:22.396520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:22.513978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:22.514149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:22.514199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:22.514231] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:22.517818] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-12-05T20:33:22.518124] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-05T20:33:22.518258] [INFO ] [sig       ] TSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:22.667295] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSI.txt
[2025-12-05T20:33:22.667418] [INFO ] [sig       ] [3262/3626] Completed TSI in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:22.667455] [INFO ] [sig       ] [3263/3626] Forecasting TSL...
[2025-12-05T20:33:22.667484] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-05T20:33:22.667513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-05T20:33:22.677924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-05T20:33:22.678206] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-05T20:33:22.678959] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-05T20:33:22.679008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:22.679039] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:22.679065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:22.679121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:22.735069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:22.735688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:22.735796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:22.735829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:22.850992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:22.851145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:22.851185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:22.851212] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:22.854532] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=50.94%)
[2025-12-05T20:33:22.854810] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-05T20:33:22.854930] [INFO ] [sig       ] TSL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:22.992926] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSL.txt
[2025-12-05T20:33:22.993060] [INFO ] [sig       ] [3263/3626] Completed TSL in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:22.993097] [INFO ] [sig       ] [3264/3626] Forecasting TSLA...
[2025-12-05T20:33:22.993126] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-05T20:33:22.993156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-05T20:33:23.004373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-05T20:33:23.004767] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-05T20:33:23.005523] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-05T20:33:23.005594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:23.005629] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:23.005654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:23.005709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:23.060540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:23.061391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:23.061474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:23.061506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:23.179252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:23.179408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:23.179445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:23.179474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:23.182771] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2025-12-05T20:33:23.183027] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-05T20:33:23.183144] [INFO ] [sig       ] TSLA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:23.319688] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSLA.txt
[2025-12-05T20:33:23.319859] [INFO ] [sig       ] [3264/3626] Completed TSLA in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:23.319899] [INFO ] [sig       ] [3265/3626] Forecasting TSLL...
[2025-12-05T20:33:23.319928] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-05T20:33:23.319958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-05T20:33:23.331358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-05T20:33:23.331720] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-05T20:33:23.332463] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-05T20:33:23.332513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:23.332546] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:23.332594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:23.332659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:23.390875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:23.391679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:23.391764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:23.391797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:23.513911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:23.514067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:23.514105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:23.514132] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:23.517428] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=31.56%)
[2025-12-05T20:33:23.517703] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-05T20:33:23.517836] [INFO ] [sig       ] TSLL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:23.656658] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSLL.txt
[2025-12-05T20:33:23.656820] [INFO ] [sig       ] [3265/3626] Completed TSLL in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:23.657055] [INFO ] [sig       ] [3266/3626] Forecasting TSLQ...
[2025-12-05T20:33:23.657085] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-05T20:33:23.657114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-05T20:33:23.669096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-05T20:33:23.669363] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-05T20:33:23.670119] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-05T20:33:23.670168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:23.670200] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:23.670226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:23.670281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:23.726996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:23.727761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:23.727861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:23.727893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:23.845491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:23.845660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:23.845700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:23.845729] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:23.852017] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2025-12-05T20:33:23.852347] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-05T20:33:23.852476] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:23.990189] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSLQ.txt
[2025-12-05T20:33:23.990395] [INFO ] [sig       ] [3266/3626] Completed TSLQ in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:23.990437] [INFO ] [sig       ] [3267/3626] Forecasting TSLS...
[2025-12-05T20:33:23.990467] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-05T20:33:23.990520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-05T20:33:24.001040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-05T20:33:24.001420] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-05T20:33:24.002212] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-05T20:33:24.002261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:24.002293] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:24.002319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:24.002390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:24.057767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:24.058691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:24.058778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:24.058810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:24.177680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:24.177847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:24.177886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:24.177915] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:24.181414] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2025-12-05T20:33:24.181700] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-05T20:33:24.182010] [INFO ] [sig       ] TSLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:24.319311] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSLS.txt
[2025-12-05T20:33:24.319460] [INFO ] [sig       ] [3267/3626] Completed TSLS in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:24.319499] [INFO ] [sig       ] [3268/3626] Forecasting TSLX...
[2025-12-05T20:33:24.319528] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-05T20:33:24.319558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-05T20:33:24.330191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-05T20:33:24.330491] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-05T20:33:24.331263] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-05T20:33:24.331312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:24.331342] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:24.331368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:24.331423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:24.386419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:24.387277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:24.387357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:24.387388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:24.502464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:24.502629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:24.502670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:24.502697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:24.505933] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=89.98%)
[2025-12-05T20:33:24.506210] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-05T20:33:24.506332] [INFO ] [sig       ] TSLX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:24.644652] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSLX.txt
[2025-12-05T20:33:24.644796] [INFO ] [sig       ] [3268/3626] Completed TSLX in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:24.644840] [INFO ] [sig       ] [3269/3626] Forecasting TSM...
[2025-12-05T20:33:24.644871] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-05T20:33:24.644906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-05T20:33:24.655981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-05T20:33:24.656247] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-05T20:33:24.657012] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-05T20:33:24.657076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:24.657118] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:24.657147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:24.657211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:24.712021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:24.712859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:24.712942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:24.712974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:24.833475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:24.833641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:24.833682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:24.833711] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:24.836993] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-05T20:33:24.837255] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-05T20:33:24.837376] [INFO ] [sig       ] TSM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:24.971792] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSM.txt
[2025-12-05T20:33:24.971929] [INFO ] [sig       ] [3269/3626] Completed TSM in 0.3s | 2.97 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-05T20:33:24.971965] [INFO ] [sig       ] [3270/3626] Forecasting TSN...
[2025-12-05T20:33:24.971994] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-05T20:33:24.972024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-05T20:33:24.982512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2025-12-05T20:33:24.982830] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-05T20:33:24.983586] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-05T20:33:24.983636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:24.983691] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:24.983718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:24.983774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:25.038497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:25.039269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:25.039347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:25.039379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:25.172562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:25.172736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:25.172777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:25.172805] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:25.176215] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: UP (p=89.40%)
[2025-12-05T20:33:25.176526] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-05T20:33:25.176682] [INFO ] [sig       ] TSN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:25.313373] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TSN.txt
[2025-12-05T20:33:25.313515] [INFO ] [sig       ] [3270/3626] Completed TSN in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:25.313554] [INFO ] [sig       ] [3271/3626] Forecasting TSQ...
[2025-12-05T20:33:25.313603] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-05T20:33:25.313634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-05T20:33:25.324756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-05T20:33:25.325103] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-05T20:33:25.325908] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-05T20:33:25.325966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:25.326000] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:25.326025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:25.326080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:25.393817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:25.394910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:25.395018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:25.395074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:25.518614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:25.518749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:25.518796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:25.518826] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:25.522141] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=29.56%)
[2025-12-05T20:33:25.522399] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-05T20:33:25.522518] [INFO ] [sig       ] TSQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:25.661295] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TSQ.txt
[2025-12-05T20:33:25.661442] [INFO ] [sig       ] [3271/3626] Completed TSQ in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:25.661479] [INFO ] [sig       ] [3272/3626] Forecasting TTC...
[2025-12-05T20:33:25.661507] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-05T20:33:25.661538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-05T20:33:25.672130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-05T20:33:25.672493] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-05T20:33:25.673302] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-05T20:33:25.673355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:25.673387] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:25.673414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:25.673471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:25.732249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:25.733119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:25.733200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:25.733233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:25.852483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:25.852654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:25.852696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:25.852723] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:25.856018] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=98.92%)
[2025-12-05T20:33:25.856288] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-05T20:33:25.856408] [INFO ] [sig       ] TTC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:26.000411] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TTC.txt
[2025-12-05T20:33:26.000566] [INFO ] [sig       ] [3272/3626] Completed TTC in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:26.000667] [INFO ] [sig       ] [3273/3626] Forecasting TTD...
[2025-12-05T20:33:26.000703] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-05T20:33:26.000734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-05T20:33:26.012195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-05T20:33:26.012593] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-05T20:33:26.013381] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-05T20:33:26.013434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:26.013466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:26.013493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:26.013550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:26.071207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:26.072060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:26.072143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:26.072176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:26.188378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:26.188526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:26.188565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:26.188612] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:26.191964] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2025-12-05T20:33:26.192285] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-05T20:33:26.192421] [INFO ] [sig       ] TTD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:26.333736] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTD.txt
[2025-12-05T20:33:26.333882] [INFO ] [sig       ] [3273/3626] Completed TTD in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:26.333920] [INFO ] [sig       ] [3274/3626] Forecasting TTE...
[2025-12-05T20:33:26.333950] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-05T20:33:26.333979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-05T20:33:26.344231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2025-12-05T20:33:26.344518] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-05T20:33:26.345277] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-05T20:33:26.345326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:26.345357] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:26.345382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:26.345437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:26.407271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:26.408225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:26.408304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:26.408337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:26.528991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:26.529141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:26.529180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:26.529207] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:26.532488] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-05T20:33:26.532761] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-05T20:33:26.532895] [INFO ] [sig       ] TTE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:26.731816] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TTE.txt
[2025-12-05T20:33:26.731979] [INFO ] [sig       ] [3274/3626] Completed TTE in 0.4s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:26.732018] [INFO ] [sig       ] [3275/3626] Forecasting TTEC...
[2025-12-05T20:33:26.732048] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-05T20:33:26.732078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-05T20:33:26.742544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-05T20:33:26.742829] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-05T20:33:26.743569] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-05T20:33:26.743642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:26.743673] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:26.743699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:26.743759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:26.798991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:26.799634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:26.799707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:26.799738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:26.915269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:26.915392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:26.915429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:26.915455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:26.918825] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-05T20:33:26.919086] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-05T20:33:26.919207] [INFO ] [sig       ] TTEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:27.056829] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTEC.txt
[2025-12-05T20:33:27.056957] [INFO ] [sig       ] [3275/3626] Completed TTEC in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:27.056994] [INFO ] [sig       ] [3276/3626] Forecasting TTEK...
[2025-12-05T20:33:27.057023] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-05T20:33:27.057051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-05T20:33:27.068448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-05T20:33:27.068889] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-05T20:33:27.069708] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-05T20:33:27.069758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:27.069789] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:27.069815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:27.069870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:27.126501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:27.127362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:27.127445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:27.127477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:27.249796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:27.249957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:27.250013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:27.250041] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:27.253330] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=29.79%)
[2025-12-05T20:33:27.253602] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-05T20:33:27.253723] [INFO ] [sig       ] TTEK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:27.392255] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTEK.txt
[2025-12-05T20:33:27.392406] [INFO ] [sig       ] [3276/3626] Completed TTEK in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:27.392447] [INFO ] [sig       ] [3277/3626] Forecasting TTI...
[2025-12-05T20:33:27.392476] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-05T20:33:27.392505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-05T20:33:27.403198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-05T20:33:27.403566] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-05T20:33:27.404363] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-05T20:33:27.404413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:27.404445] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:27.404470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:27.404527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:27.460353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:27.461136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:27.461212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:27.461244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:27.584191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:27.584344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:27.584385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:27.584415] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:27.590741] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=29.98%)
[2025-12-05T20:33:27.591200] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-05T20:33:27.591359] [INFO ] [sig       ] TTI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:27.729530] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTI.txt
[2025-12-05T20:33:27.729678] [INFO ] [sig       ] [3277/3626] Completed TTI in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:27.729717] [INFO ] [sig       ] [3278/3626] Forecasting TTMI...
[2025-12-05T20:33:27.729748] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-05T20:33:27.729780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-05T20:33:27.740952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-05T20:33:27.741281] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-05T20:33:27.742041] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-05T20:33:27.742090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:27.742120] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:27.742144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:27.742198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:27.797740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:27.798422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:27.798495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:27.798526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:27.914019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:27.914202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:27.914254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:27.914293] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:27.917788] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=73.03%)
[2025-12-05T20:33:27.918125] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-05T20:33:27.918258] [INFO ] [sig       ] TTMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:28.056661] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TTMI.txt
[2025-12-05T20:33:28.056807] [INFO ] [sig       ] [3278/3626] Completed TTMI in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 2.0m
[2025-12-05T20:33:28.056846] [INFO ] [sig       ] [3279/3626] Forecasting TTSH...
[2025-12-05T20:33:28.056876] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-05T20:33:28.056905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-05T20:33:28.068167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-05T20:33:28.068477] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-05T20:33:28.069246] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-05T20:33:28.069296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:28.069327] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:28.069353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:28.069408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:28.124278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:28.124974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:28.125049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:28.125080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:28.238122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:28.238242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:28.238278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:28.238305] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:28.241564] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-05T20:33:28.241841] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-05T20:33:28.241959] [INFO ] [sig       ] TTSH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:28.377790] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTSH.txt
[2025-12-05T20:33:28.377928] [INFO ] [sig       ] [3279/3626] Completed TTSH in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:28.377965] [INFO ] [sig       ] [3280/3626] Forecasting TTWO...
[2025-12-05T20:33:28.377993] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-05T20:33:28.378021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-05T20:33:28.388306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-05T20:33:28.388600] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-05T20:33:28.389360] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-05T20:33:28.389410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:28.389456] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:28.389486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:28.389543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:28.445166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:28.445766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:28.445864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:28.445896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:28.563191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:28.563322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:28.563358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:28.563387] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:28.566649] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=1.66%)
[2025-12-05T20:33:28.566907] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-05T20:33:28.567025] [INFO ] [sig       ] TTWO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:28.714821] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TTWO.txt
[2025-12-05T20:33:28.714986] [INFO ] [sig       ] [3280/3626] Completed TTWO in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:28.715026] [INFO ] [sig       ] [3281/3626] Forecasting TUGN...
[2025-12-05T20:33:28.715056] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-05T20:33:28.715088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-05T20:33:28.726485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2025-12-05T20:33:28.726840] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-05T20:33:28.727675] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-05T20:33:28.727725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:28.727757] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:28.727789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:28.727877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:28.786122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:28.786970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:28.787061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:28.787095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:28.911324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:28.911483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:28.911524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:28.911552] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:28.915051] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2025-12-05T20:33:28.915327] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-05T20:33:28.915453] [INFO ] [sig       ] TUGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:29.056659] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TUGN.txt
[2025-12-05T20:33:29.056802] [INFO ] [sig       ] [3281/3626] Completed TUGN in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:29.056841] [INFO ] [sig       ] [3282/3626] Forecasting TUSK...
[2025-12-05T20:33:29.056872] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-05T20:33:29.056901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-05T20:33:29.068401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-05T20:33:29.068768] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-05T20:33:29.069556] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-05T20:33:29.069632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:29.069664] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:29.069690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:29.069745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:29.129145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:29.129911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:29.129990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:29.130023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:29.253788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:29.253940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:29.253980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:29.254009] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:29.257461] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=33.97%)
[2025-12-05T20:33:29.257747] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-05T20:33:29.257901] [INFO ] [sig       ] TUSK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:29.402153] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TUSK.txt
[2025-12-05T20:33:29.402303] [INFO ] [sig       ] [3282/3626] Completed TUSK in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:29.402355] [INFO ] [sig       ] [3283/3626] Forecasting TVC...
[2025-12-05T20:33:29.402398] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-05T20:33:29.402433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-05T20:33:29.413719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-05T20:33:29.414083] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-05T20:33:29.414859] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-05T20:33:29.414909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:29.414940] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:29.414966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:29.415021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:29.471762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:29.472605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:29.472688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:29.472720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:29.585225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:29.585384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:29.585425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:29.585454] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:29.588886] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=90.01%)
[2025-12-05T20:33:29.589167] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-05T20:33:29.589290] [INFO ] [sig       ] TVC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:29.727154] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TVC.txt
[2025-12-05T20:33:29.727306] [INFO ] [sig       ] [3283/3626] Completed TVC in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:29.727344] [INFO ] [sig       ] [3284/3626] Forecasting TVE...
[2025-12-05T20:33:29.727380] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-05T20:33:29.727410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-05T20:33:29.737261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-05T20:33:29.737609] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-05T20:33:29.738379] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-05T20:33:29.738428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:29.738458] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:29.738485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:29.738540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:29.795032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:29.795655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:29.795728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:29.795763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:29.898566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:29.898734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:29.898772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:29.898801] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:29.902100] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=30.66%)
[2025-12-05T20:33:29.902355] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-05T20:33:29.902471] [INFO ] [sig       ] TVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:30.039995] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TVE.txt
[2025-12-05T20:33:30.040118] [INFO ] [sig       ] [3284/3626] Completed TVE in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:30.040155] [INFO ] [sig       ] [3285/3626] Forecasting TVTX...
[2025-12-05T20:33:30.040183] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-05T20:33:30.040212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-05T20:33:30.052098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-05T20:33:30.052485] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-05T20:33:30.053335] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-05T20:33:30.053387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:30.053418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:30.053446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:30.053502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:30.111944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:30.112722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:30.112802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:30.112835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:30.237971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:30.238128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:30.238169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:30.238197] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:30.241532] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=96.82%)
[2025-12-05T20:33:30.241817] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-05T20:33:30.241944] [INFO ] [sig       ] TVTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:30.384789] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TVTX.txt
[2025-12-05T20:33:30.384924] [INFO ] [sig       ] [3285/3626] Completed TVTX in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:30.384962] [INFO ] [sig       ] [3286/3626] Forecasting TWFG...
[2025-12-05T20:33:30.384992] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-05T20:33:30.385020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-05T20:33:30.395873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-05T20:33:30.396212] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-05T20:33:30.397038] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-05T20:33:30.397089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:30.397121] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:30.397147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:30.397203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:30.461838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:30.462882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:30.462981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:30.463027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:30.594261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:30.594416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:30.594459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:30.594487] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:30.597896] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-05T20:33:30.598165] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-05T20:33:30.598287] [INFO ] [sig       ] TWFG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:30.741198] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TWFG.txt
[2025-12-05T20:33:30.741336] [INFO ] [sig       ] [3286/3626] Completed TWFG in 0.4s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:30.741378] [INFO ] [sig       ] [3287/3626] Forecasting TWG...
[2025-12-05T20:33:30.741420] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-05T20:33:30.741464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-05T20:33:30.752407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-05T20:33:30.752758] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-05T20:33:30.753514] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-05T20:33:30.753565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:30.753647] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:30.753677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:30.753734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:30.815485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:30.816321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:30.816418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:30.816455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:30.936586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:30.936737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:30.936779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:30.936844] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:30.940218] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=40.13%)
[2025-12-05T20:33:30.940483] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-05T20:33:30.940624] [INFO ] [sig       ] TWG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:31.081842] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TWG.txt
[2025-12-05T20:33:31.081986] [INFO ] [sig       ] [3287/3626] Completed TWG in 0.3s | 2.97 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-05T20:33:31.082037] [INFO ] [sig       ] [3288/3626] Forecasting TWI...
[2025-12-05T20:33:31.082081] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-05T20:33:31.082119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-05T20:33:31.093675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-05T20:33:31.094007] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-05T20:33:31.094771] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-05T20:33:31.094820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:31.094854] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:31.094881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:31.094935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:31.152787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:31.153435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:31.153513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:31.153546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:31.267759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:31.267937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:31.267978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:31.268005] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:31.271241] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=5.21%)
[2025-12-05T20:33:31.271496] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-05T20:33:31.271643] [INFO ] [sig       ] TWI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:31.411461] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TWI.txt
[2025-12-05T20:33:31.411600] [INFO ] [sig       ] [3288/3626] Completed TWI in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:31.411639] [INFO ] [sig       ] [3289/3626] Forecasting TWIN...
[2025-12-05T20:33:31.411667] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-05T20:33:31.411697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-05T20:33:31.422959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-05T20:33:31.423283] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-05T20:33:31.424134] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-05T20:33:31.424185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:31.424218] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:31.424245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:31.424301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:31.483255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:31.484174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:31.484258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:31.484310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:31.608235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:31.608401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:31.608442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:31.608469] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:31.611917] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=6.86%)
[2025-12-05T20:33:31.612182] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-05T20:33:31.612302] [INFO ] [sig       ] TWIN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:31.754597] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TWIN.txt
[2025-12-05T20:33:31.754748] [INFO ] [sig       ] [3289/3626] Completed TWIN in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:31.754786] [INFO ] [sig       ] [3290/3626] Forecasting TWLO...
[2025-12-05T20:33:31.754815] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-05T20:33:31.754847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-05T20:33:31.766665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2025-12-05T20:33:31.767052] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-05T20:33:31.767864] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-05T20:33:31.767915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:31.767946] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:31.767971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:31.768025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:31.826059] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:31.826920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:31.827003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:31.827036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:31.952116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:31.952276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:31.952319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:31.952378] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:31.955836] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2025-12-05T20:33:31.956100] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-05T20:33:31.956223] [INFO ] [sig       ] TWLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:32.094406] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TWLO.txt
[2025-12-05T20:33:32.094523] [INFO ] [sig       ] [3290/3626] Completed TWLO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:32.094560] [INFO ] [sig       ] [3291/3626] Forecasting TWO...
[2025-12-05T20:33:32.094608] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-05T20:33:32.094639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-05T20:33:32.105250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2025-12-05T20:33:32.105507] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-05T20:33:32.106252] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-05T20:33:32.106302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:32.106332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:32.106373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:32.106436] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:32.163848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:32.164639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:32.164719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:32.164753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:32.279960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:32.280109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:32.280148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:32.280176] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:32.283409] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2025-12-05T20:33:32.283682] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-05T20:33:32.283799] [INFO ] [sig       ] TWO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:32.421057] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TWO.txt
[2025-12-05T20:33:32.421184] [INFO ] [sig       ] [3291/3626] Completed TWO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:32.421222] [INFO ] [sig       ] [3292/3626] Forecasting TX...
[2025-12-05T20:33:32.421252] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-05T20:33:32.421281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-05T20:33:32.432611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-05T20:33:32.432948] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-05T20:33:32.433732] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-05T20:33:32.433782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:32.433814] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:32.433841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:32.433898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:32.490150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:32.491055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:32.491140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:32.491172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:32.608908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:32.609067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:32.609109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:32.609138] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:32.612513] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-05T20:33:32.612805] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-05T20:33:32.612950] [INFO ] [sig       ] TX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:32.749645] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TX.txt
[2025-12-05T20:33:32.749768] [INFO ] [sig       ] [3292/3626] Completed TX in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:32.749806] [INFO ] [sig       ] [3293/3626] Forecasting TXG...
[2025-12-05T20:33:32.749836] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-05T20:33:32.749873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-05T20:33:32.761842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-05T20:33:32.762233] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-05T20:33:32.763070] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-05T20:33:32.763138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:32.763170] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:32.763196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:32.763253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:32.822348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:32.823292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:32.823376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:32.823408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:32.940791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:32.940952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:32.940999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:32.941028] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:32.944339] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-05T20:33:32.944610] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-05T20:33:32.944730] [INFO ] [sig       ] TXG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:33.083936] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TXG.txt
[2025-12-05T20:33:33.084061] [INFO ] [sig       ] [3293/3626] Completed TXG in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:33.084097] [INFO ] [sig       ] [3294/3626] Forecasting TXMD...
[2025-12-05T20:33:33.084125] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-05T20:33:33.084155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-05T20:33:33.094509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2025-12-05T20:33:33.094827] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-05T20:33:33.095592] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-05T20:33:33.095643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:33.095676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:33.095703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:33.095759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:33.151253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:33.151879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:33.151965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:33.152003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:33.264149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:33.264300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:33.264338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:33.264366] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:33.267639] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=28.14%)
[2025-12-05T20:33:33.267929] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-05T20:33:33.268057] [INFO ] [sig       ] TXMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:33.404675] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TXMD.txt
[2025-12-05T20:33:33.404800] [INFO ] [sig       ] [3294/3626] Completed TXMD in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:33.404838] [INFO ] [sig       ] [3295/3626] Forecasting TXN...
[2025-12-05T20:33:33.404867] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-05T20:33:33.404895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-05T20:33:33.416327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-05T20:33:33.416674] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-05T20:33:33.417470] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-05T20:33:33.417519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:33.417549] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:33.417591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:33.417649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:33.473371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:33.474000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:33.474083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:33.474114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:33.590932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:33.591082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:33.591120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:33.591148] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:33.594433] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-05T20:33:33.594721] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-05T20:33:33.594838] [INFO ] [sig       ] TXN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:33.734862] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TXN.txt
[2025-12-05T20:33:33.734999] [INFO ] [sig       ] [3295/3626] Completed TXN in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:33.735036] [INFO ] [sig       ] [3296/3626] Forecasting TXO...
[2025-12-05T20:33:33.735065] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-05T20:33:33.735094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-05T20:33:33.746860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-05T20:33:33.747287] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-05T20:33:33.748126] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-05T20:33:33.748177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:33.748208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:33.748233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:33.748288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:33.805597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:33.806441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:33.806526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:33.806567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:33.926333] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:33.926478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:33.926519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:33.926547] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:33.929895] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=98.40%)
[2025-12-05T20:33:33.930178] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-05T20:33:33.930295] [INFO ] [sig       ] TXO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:34.068352] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TXO.txt
[2025-12-05T20:33:34.068473] [INFO ] [sig       ] [3296/3626] Completed TXO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.9m
[2025-12-05T20:33:34.068511] [INFO ] [sig       ] [3297/3626] Forecasting TXRH...
[2025-12-05T20:33:34.068540] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-05T20:33:34.068584] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-05T20:33:34.079749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-05T20:33:34.080034] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-05T20:33:34.080790] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-05T20:33:34.080839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:34.080875] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:34.080908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:34.080975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:34.136865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:34.137424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:34.137521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:34.137554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:34.260438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:34.260597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:34.260639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:34.260668] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:34.264018] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=62.27%)
[2025-12-05T20:33:34.264294] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-05T20:33:34.264415] [INFO ] [sig       ] TXRH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:34.402896] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TXRH.txt
[2025-12-05T20:33:34.403018] [INFO ] [sig       ] [3297/3626] Completed TXRH in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:34.403055] [INFO ] [sig       ] [3298/3626] Forecasting TY...
[2025-12-05T20:33:34.403084] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-05T20:33:34.403114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-05T20:33:34.415562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-05T20:33:34.415980] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-05T20:33:34.416784] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-05T20:33:34.416836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:34.416868] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:34.416896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:34.416954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:34.479442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:34.480330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:34.480411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:34.480444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:34.600182] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:34.600346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:34.600389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:34.600417] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:34.603880] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=31.65%)
[2025-12-05T20:33:34.604170] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-05T20:33:34.604296] [INFO ] [sig       ] TY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:34.747213] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TY.txt
[2025-12-05T20:33:34.747350] [INFO ] [sig       ] [3298/3626] Completed TY in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:34.747389] [INFO ] [sig       ] [3299/3626] Forecasting TYG...
[2025-12-05T20:33:34.747417] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-05T20:33:34.747446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-05T20:33:34.758553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-05T20:33:34.758970] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-05T20:33:34.759809] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-05T20:33:34.759861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:34.759892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:34.759920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:34.759979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:34.823419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:34.824438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:34.824528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:34.824561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:34.951047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:34.951214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:34.951262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:34.951292] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:34.954851] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=7.46%)
[2025-12-05T20:33:34.955122] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-05T20:33:34.955247] [INFO ] [sig       ] TYG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:35.106251] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TYG.txt
[2025-12-05T20:33:35.106451] [INFO ] [sig       ] [3299/3626] Completed TYG in 0.4s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:35.106512] [INFO ] [sig       ] [3300/3626] Forecasting TYGO...
[2025-12-05T20:33:35.106551] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-05T20:33:35.106611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-05T20:33:35.117948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-05T20:33:35.118384] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-05T20:33:35.119198] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-05T20:33:35.119250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:35.119290] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:35.119330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:35.119410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:35.180611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:35.181445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:35.181526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:35.181558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:35.298549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:35.298736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:35.298778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:35.298811] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:35.302247] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2025-12-05T20:33:35.302532] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-05T20:33:35.302682] [INFO ] [sig       ] TYGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:35.451525] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TYGO.txt
[2025-12-05T20:33:35.451707] [INFO ] [sig       ] [3300/3626] Completed TYGO in 0.3s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:35.451749] [INFO ] [sig       ] [3301/3626] Forecasting TYL...
[2025-12-05T20:33:35.451780] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-05T20:33:35.451810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-05T20:33:35.466479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-05T20:33:35.467378] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-05T20:33:35.468617] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-05T20:33:35.468685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:35.468775] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:35.468821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:35.468892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:35.530736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:35.532182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:35.532340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:35.532391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:35.667099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:35.667326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:35.667377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:35.667409] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:35.671732] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-12-05T20:33:35.672215] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-05T20:33:35.672384] [INFO ] [sig       ] TYL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:35.834857] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TYL.txt
[2025-12-05T20:33:35.835072] [INFO ] [sig       ] [3301/3626] Completed TYL in 0.4s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:35.835118] [INFO ] [sig       ] [3302/3626] Forecasting TYRA...
[2025-12-05T20:33:35.835156] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-05T20:33:35.835196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-05T20:33:35.848409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-05T20:33:35.848908] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-05T20:33:35.849817] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-05T20:33:35.849869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:35.849904] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:35.849934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:35.849993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:35.914700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:35.916018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:35.916138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:35.916185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:36.044189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:36.044410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:36.044453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:36.044481] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:36.048431] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2025-12-05T20:33:36.048816] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-05T20:33:36.048961] [INFO ] [sig       ] TYRA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:36.198796] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/TYRA.txt
[2025-12-05T20:33:36.198989] [INFO ] [sig       ] [3302/3626] Completed TYRA in 0.4s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:36.199030] [INFO ] [sig       ] [3303/3626] Forecasting TZOO...
[2025-12-05T20:33:36.199062] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-05T20:33:36.199094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-05T20:33:36.212135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-05T20:33:36.212620] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-05T20:33:36.213457] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-05T20:33:36.213507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:36.213538] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:36.213563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:36.213642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:36.270298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:36.271417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:36.271513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:36.271547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:36.398654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:36.398881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:36.398928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:36.398959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:36.403114] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-05T20:33:36.403538] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-05T20:33:36.403720] [INFO ] [sig       ] TZOO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:36.566466] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/TZOO.txt
[2025-12-05T20:33:36.566712] [INFO ] [sig       ] [3303/3626] Completed TZOO in 0.4s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:36.566758] [INFO ] [sig       ] [3304/3626] Forecasting UAA...
[2025-12-05T20:33:36.566791] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-05T20:33:36.566824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-05T20:33:36.580849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-05T20:33:36.581435] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-05T20:33:36.582476] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-05T20:33:36.582536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:36.582737] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:36.582775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:36.582851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:36.649890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:36.651059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:36.651178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:36.651213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:36.798906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:36.799149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:36.799206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:36.799246] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:36.804770] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=27.09%)
[2025-12-05T20:33:36.805290] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-05T20:33:36.805513] [INFO ] [sig       ] UAA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:36.999467] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UAA.txt
[2025-12-05T20:33:36.999780] [INFO ] [sig       ] [3304/3626] Completed UAA in 0.4s | 2.97 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-05T20:33:36.999848] [INFO ] [sig       ] [3305/3626] Forecasting UAE...
[2025-12-05T20:33:36.999898] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-05T20:33:36.999949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-05T20:33:37.019238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-05T20:33:37.019987] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-05T20:33:37.021243] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-05T20:33:37.021302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:37.021337] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:37.021367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:37.021427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:37.109364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:37.110947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:37.111135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:37.111194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:37.290643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:37.290835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:37.290891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:37.290928] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:37.294952] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2025-12-05T20:33:37.295392] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-05T20:33:37.295566] [INFO ] [sig       ] UAE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:37.511497] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UAE.txt
[2025-12-05T20:33:37.511743] [INFO ] [sig       ] [3305/3626] Completed UAE in 0.5s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:37.511813] [INFO ] [sig       ] [3306/3626] Forecasting UAL...
[2025-12-05T20:33:37.511858] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-05T20:33:37.511901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-05T20:33:37.524451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-05T20:33:37.524966] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-05T20:33:37.526031] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-05T20:33:37.526099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:37.526133] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:37.526159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:37.526217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:37.588042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:37.589209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:37.589335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:37.589385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:37.741890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:37.742081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:37.742136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:37.742174] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:37.745850] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=81.91%)
[2025-12-05T20:33:37.746177] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-05T20:33:37.746318] [INFO ] [sig       ] UAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:37.903477] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UAL.txt
[2025-12-05T20:33:37.903655] [INFO ] [sig       ] [3306/3626] Completed UAL in 0.4s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:37.903698] [INFO ] [sig       ] [3307/3626] Forecasting UBFO...
[2025-12-05T20:33:37.903729] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-05T20:33:37.903768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-05T20:33:37.915401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-05T20:33:37.915905] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-05T20:33:37.916806] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-05T20:33:37.916858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:37.916892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:37.916919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:37.916979] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:37.977319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:37.978226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:37.978311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:37.978345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:38.099481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:38.099651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:38.099693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:38.099757] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:38.103258] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-05T20:33:38.103557] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-05T20:33:38.103706] [INFO ] [sig       ] UBFO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:38.249378] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UBFO.txt
[2025-12-05T20:33:38.249530] [INFO ] [sig       ] [3307/3626] Completed UBFO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:38.249597] [INFO ] [sig       ] [3308/3626] Forecasting UBND...
[2025-12-05T20:33:38.249629] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-05T20:33:38.249658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-05T20:33:38.261078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2025-12-05T20:33:38.261434] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-05T20:33:38.262320] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-05T20:33:38.262378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:38.262411] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:38.262442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:38.262525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:38.322253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:38.323039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:38.323131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:38.323181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:38.455736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:38.455888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:38.455928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:38.455960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:38.462271] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=96.47%)
[2025-12-05T20:33:38.462594] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-05T20:33:38.462724] [INFO ] [sig       ] UBND: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:38.605749] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UBND.txt
[2025-12-05T20:33:38.605880] [INFO ] [sig       ] [3308/3626] Completed UBND in 0.4s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:38.605917] [INFO ] [sig       ] [3309/3626] Forecasting UBRL...
[2025-12-05T20:33:38.605946] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-05T20:33:38.605977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-05T20:33:38.617208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-05T20:33:38.617530] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-05T20:33:38.618327] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-05T20:33:38.618376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:38.618406] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:38.618432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:38.618487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:38.675044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:38.675747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:38.675823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:38.675855] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:38.800537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:38.800708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:38.800749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:38.800778] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:38.804098] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2025-12-05T20:33:38.804370] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-05T20:33:38.804509] [INFO ] [sig       ] UBRL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:38.944919] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UBRL.txt
[2025-12-05T20:33:38.945056] [INFO ] [sig       ] [3309/3626] Completed UBRL in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:38.945093] [INFO ] [sig       ] [3310/3626] Forecasting UBS...
[2025-12-05T20:33:38.945122] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-05T20:33:38.945152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-05T20:33:38.958187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-05T20:33:38.958538] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-05T20:33:38.959359] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-05T20:33:38.959412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:38.959443] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:38.959470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:38.959525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:39.026286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:39.027045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:39.027123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:39.027155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:39.149228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:39.149385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:39.149424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:39.149453] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:39.152838] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=92.13%)
[2025-12-05T20:33:39.153096] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-05T20:33:39.153216] [INFO ] [sig       ] UBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:39.289216] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UBS.txt
[2025-12-05T20:33:39.289337] [INFO ] [sig       ] [3310/3626] Completed UBS in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:39.289374] [INFO ] [sig       ] [3311/3626] Forecasting UBSI...
[2025-12-05T20:33:39.289402] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-05T20:33:39.289431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-05T20:33:39.299651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-05T20:33:39.299933] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-05T20:33:39.300701] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-05T20:33:39.300750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:39.300781] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:39.300807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:39.300862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:39.356362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:39.356951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:39.357022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:39.357053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:39.470076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:39.470213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:39.470249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:39.470294] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:39.473528] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=28.47%)
[2025-12-05T20:33:39.473802] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-05T20:33:39.473918] [INFO ] [sig       ] UBSI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:39.611028] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UBSI.txt
[2025-12-05T20:33:39.611159] [INFO ] [sig       ] [3311/3626] Completed UBSI in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:39.611197] [INFO ] [sig       ] [3312/3626] Forecasting UDMY...
[2025-12-05T20:33:39.611226] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-05T20:33:39.611255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-05T20:33:39.621478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-05T20:33:39.621752] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-05T20:33:39.622486] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-05T20:33:39.622535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:39.622565] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:39.622619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:39.622681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:39.679005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:39.679613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:39.679688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:39.679721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:39.793631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:39.793741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:39.793777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:39.793804] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:39.796887] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=76.49%)
[2025-12-05T20:33:39.797140] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-05T20:33:39.797256] [INFO ] [sig       ] UDMY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:39.933428] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UDMY.txt
[2025-12-05T20:33:39.933545] [INFO ] [sig       ] [3312/3626] Completed UDMY in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:39.933597] [INFO ] [sig       ] [3313/3626] Forecasting UE...
[2025-12-05T20:33:39.933628] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-05T20:33:39.933658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-05T20:33:39.943908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-05T20:33:39.944159] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-05T20:33:39.944924] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-05T20:33:39.944974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:39.945004] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:39.945029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:39.945084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:40.000145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:40.000737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:40.000840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:40.000874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:40.115496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:40.115616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:40.115651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:40.115678] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:40.118804] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=31.79%)
[2025-12-05T20:33:40.119064] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-05T20:33:40.119186] [INFO ] [sig       ] UE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:40.256124] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UE.txt
[2025-12-05T20:33:40.256227] [INFO ] [sig       ] [3313/3626] Completed UE in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:40.256262] [INFO ] [sig       ] [3314/3626] Forecasting UEIC...
[2025-12-05T20:33:40.256291] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-05T20:33:40.256319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-05T20:33:40.266203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-05T20:33:40.266471] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-05T20:33:40.267222] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-05T20:33:40.267271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:40.267301] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:40.267328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:40.267384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:40.323625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:40.324297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:40.324397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:40.324431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:40.443909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:40.444029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:40.444069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:40.444100] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:40.447409] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-05T20:33:40.447690] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-05T20:33:40.447830] [INFO ] [sig       ] UEIC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:40.584516] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UEIC.txt
[2025-12-05T20:33:40.584675] [INFO ] [sig       ] [3314/3626] Completed UEIC in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.8m
[2025-12-05T20:33:40.584713] [INFO ] [sig       ] [3315/3626] Forecasting UFCS...
[2025-12-05T20:33:40.584744] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-05T20:33:40.584774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-05T20:33:40.595481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-05T20:33:40.595883] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-05T20:33:40.596736] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-05T20:33:40.596789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:40.596823] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:40.596868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:40.596927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:40.654410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:40.655274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:40.655356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:40.655390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:40.775435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:40.775600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:40.775643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:40.775671] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:40.778937] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-05T20:33:40.779228] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-05T20:33:40.779350] [INFO ] [sig       ] UFCS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:40.915381] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UFCS.txt
[2025-12-05T20:33:40.915485] [INFO ] [sig       ] [3315/3626] Completed UFCS in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:40.915520] [INFO ] [sig       ] [3316/3626] Forecasting UFI...
[2025-12-05T20:33:40.915548] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-05T20:33:40.915593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-05T20:33:40.925911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-05T20:33:40.926176] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-05T20:33:40.926925] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-05T20:33:40.926975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:40.927006] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:40.927032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:40.927092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:40.981804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:40.982356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:40.982430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:40.982460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:41.097235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:41.097319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:41.097354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:41.097380] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:41.100352] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-05T20:33:41.100615] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-05T20:33:41.100731] [INFO ] [sig       ] UFI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:41.239332] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UFI.txt
[2025-12-05T20:33:41.239456] [INFO ] [sig       ] [3316/3626] Completed UFI in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:41.239493] [INFO ] [sig       ] [3317/3626] Forecasting UFO...
[2025-12-05T20:33:41.239521] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-05T20:33:41.239549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-05T20:33:41.250323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-05T20:33:41.250562] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-05T20:33:41.251323] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-05T20:33:41.251371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:41.251401] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:41.251426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:41.251483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:41.307129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:41.307710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:41.307781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:41.307836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:41.423289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:41.423428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:41.423467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:41.423495] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:41.426799] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2025-12-05T20:33:41.427054] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-05T20:33:41.427172] [INFO ] [sig       ] UFO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:41.563943] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UFO.txt
[2025-12-05T20:33:41.564069] [INFO ] [sig       ] [3317/3626] Completed UFO in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:41.564108] [INFO ] [sig       ] [3318/3626] Forecasting UFPI...
[2025-12-05T20:33:41.564139] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-05T20:33:41.564169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-05T20:33:41.574510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-05T20:33:41.574780] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-05T20:33:41.575501] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-05T20:33:41.575551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:41.575607] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:41.575638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:41.575693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:41.630799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:41.631348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:41.631420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:41.631451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:41.746613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:41.746710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:41.746747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:41.746774] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:41.749993] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=72.49%)
[2025-12-05T20:33:41.750249] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-05T20:33:41.750364] [INFO ] [sig       ] UFPI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:41.886235] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UFPI.txt
[2025-12-05T20:33:41.886366] [INFO ] [sig       ] [3318/3626] Completed UFPI in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:41.886403] [INFO ] [sig       ] [3319/3626] Forecasting UGI...
[2025-12-05T20:33:41.886432] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-05T20:33:41.886469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-05T20:33:41.899064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-05T20:33:41.899447] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-05T20:33:41.900303] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-05T20:33:41.900369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:41.900418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:41.900456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:41.900523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:41.978828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:41.979787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:41.979892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:41.979927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:42.110510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:42.110691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:42.110734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:42.110763] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:42.114332] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2025-12-05T20:33:42.114642] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-05T20:33:42.114777] [INFO ] [sig       ] UGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:42.251705] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UGI.txt
[2025-12-05T20:33:42.251855] [INFO ] [sig       ] [3319/3626] Completed UGI in 0.4s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:42.251894] [INFO ] [sig       ] [3320/3626] Forecasting UGP...
[2025-12-05T20:33:42.251922] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-05T20:33:42.251952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-05T20:33:42.262814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-05T20:33:42.263064] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-05T20:33:42.263828] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-05T20:33:42.263877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:42.263909] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:42.263935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:42.263991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:42.319501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:42.320237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:42.320317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:42.320350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:42.441701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:42.441865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:42.441907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:42.441937] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:42.445885] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-05T20:33:42.446254] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-05T20:33:42.446424] [INFO ] [sig       ] UGP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:42.603520] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UGP.txt
[2025-12-05T20:33:42.603705] [INFO ] [sig       ] [3320/3626] Completed UGP in 0.4s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:42.603746] [INFO ] [sig       ] [3321/3626] Forecasting UHAL...
[2025-12-05T20:33:42.603777] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-05T20:33:42.603807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-05T20:33:42.615096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-05T20:33:42.615460] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-05T20:33:42.616238] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-05T20:33:42.616287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:42.616347] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:42.616374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:42.616429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:42.671200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:42.672081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:42.672165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:42.672196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:42.794384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:42.794533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:42.794591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:42.794622] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:42.797938] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: UP (p=90.30%)
[2025-12-05T20:33:42.798216] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-05T20:33:42.798345] [INFO ] [sig       ] UHAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:42.940059] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UHAL.txt
[2025-12-05T20:33:42.940187] [INFO ] [sig       ] [3321/3626] Completed UHAL in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:42.940224] [INFO ] [sig       ] [3322/3626] Forecasting UHG...
[2025-12-05T20:33:42.940253] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-05T20:33:42.940281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-05T20:33:42.954938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-05T20:33:42.955467] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-05T20:33:42.956607] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-05T20:33:42.956672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:42.956717] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:42.956757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:42.956840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:43.015057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:43.015934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:43.016015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:43.016049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:43.134303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:43.134454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:43.134496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:43.134524] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:43.138031] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-05T20:33:43.138356] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-05T20:33:43.138511] [INFO ] [sig       ] UHG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:43.274075] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UHG.txt
[2025-12-05T20:33:43.274216] [INFO ] [sig       ] [3322/3626] Completed UHG in 0.3s | 2.97 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-05T20:33:43.274254] [INFO ] [sig       ] [3323/3626] Forecasting UHS...
[2025-12-05T20:33:43.274283] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-05T20:33:43.274312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-05T20:33:43.285256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-05T20:33:43.285617] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-05T20:33:43.286360] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-05T20:33:43.286409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:43.286441] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:43.286467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:43.286523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:43.343145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:43.344001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:43.344081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:43.344120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:43.464826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:43.464962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:43.465001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:43.465028] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:43.468337] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=47.43%)
[2025-12-05T20:33:43.468626] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-05T20:33:43.468750] [INFO ] [sig       ] UHS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:43.606428] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UHS.txt
[2025-12-05T20:33:43.606543] [INFO ] [sig       ] [3323/3626] Completed UHS in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:43.606598] [INFO ] [sig       ] [3324/3626] Forecasting UI...
[2025-12-05T20:33:43.606628] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-05T20:33:43.606658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-05T20:33:43.616969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2025-12-05T20:33:43.617230] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-05T20:33:43.617998] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-05T20:33:43.618047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:43.618077] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:43.618102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:43.618162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:43.673434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:43.674021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:43.674092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:43.674123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:43.789146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:43.789296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:43.789333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:43.789360] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:43.792628] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=90.74%)
[2025-12-05T20:33:43.792888] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-05T20:33:43.793005] [INFO ] [sig       ] UI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:43.934137] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UI.txt
[2025-12-05T20:33:43.934258] [INFO ] [sig       ] [3324/3626] Completed UI in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:43.934294] [INFO ] [sig       ] [3325/3626] Forecasting UIS...
[2025-12-05T20:33:43.934323] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-05T20:33:43.934352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-05T20:33:43.944262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-05T20:33:43.944519] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-05T20:33:43.945269] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-05T20:33:43.945318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:43.945347] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:43.945373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:43.945428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:44.001145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:44.001945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:44.002023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:44.002055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:44.134515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:44.134688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:44.134729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:44.134756] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:44.138081] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-05T20:33:44.138356] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-05T20:33:44.138495] [INFO ] [sig       ] UIS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:44.275743] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UIS.txt
[2025-12-05T20:33:44.275864] [INFO ] [sig       ] [3325/3626] Completed UIS in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:44.275901] [INFO ] [sig       ] [3326/3626] Forecasting UITB...
[2025-12-05T20:33:44.275930] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-05T20:33:44.275958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-05T20:33:44.286336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-05T20:33:44.286615] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-05T20:33:44.287394] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-05T20:33:44.287444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:44.287476] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:44.287503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:44.287559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:44.345188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:44.345790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:44.345865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:44.345898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:44.460635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:44.460758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:44.460796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:44.460823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:44.464212] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=7.52%)
[2025-12-05T20:33:44.464639] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-05T20:33:44.464756] [INFO ] [sig       ] UITB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:44.603331] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UITB.txt
[2025-12-05T20:33:44.603444] [INFO ] [sig       ] [3326/3626] Completed UITB in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:44.603481] [INFO ] [sig       ] [3327/3626] Forecasting UL...
[2025-12-05T20:33:44.603509] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-05T20:33:44.603537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-05T20:33:44.613966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-05T20:33:44.614244] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-05T20:33:44.615032] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-05T20:33:44.615082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:44.615113] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:44.615139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:44.615194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:44.674046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:44.674657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:44.674733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:44.674766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:44.801626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:44.801729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:44.801767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:44.801794] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:44.805044] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-05T20:33:44.805305] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-05T20:33:44.805425] [INFO ] [sig       ] UL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:44.942516] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UL.txt
[2025-12-05T20:33:44.942683] [INFO ] [sig       ] [3327/3626] Completed UL in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:44.942724] [INFO ] [sig       ] [3328/3626] Forecasting ULBI...
[2025-12-05T20:33:44.942754] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-05T20:33:44.942783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-05T20:33:44.952975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2025-12-05T20:33:44.953318] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-05T20:33:44.954342] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-05T20:33:44.954405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:44.954463] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:44.954506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:44.954606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:45.013403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:45.014025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:45.014100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:45.014133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:45.129476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:45.129643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:45.129684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:45.129711] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:45.132942] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: DOWN (p=16.63%)
[2025-12-05T20:33:45.133196] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-05T20:33:45.133315] [INFO ] [sig       ] ULBI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:45.275134] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ULBI.txt
[2025-12-05T20:33:45.275274] [INFO ] [sig       ] [3328/3626] Completed ULBI in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:45.275313] [INFO ] [sig       ] [3329/3626] Forecasting ULCC...
[2025-12-05T20:33:45.275342] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-05T20:33:45.275370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-05T20:33:45.285905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-05T20:33:45.286184] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-05T20:33:45.286966] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-05T20:33:45.287017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:45.287051] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:45.287081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:45.287139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:45.345911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:45.346700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:45.346781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:45.346814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:45.471815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:45.471965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:45.472005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:45.472032] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:45.475480] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=18.38%)
[2025-12-05T20:33:45.475784] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-05T20:33:45.475923] [INFO ] [sig       ] ULCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:45.615252] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ULCC.txt
[2025-12-05T20:33:45.615391] [INFO ] [sig       ] [3329/3626] Completed ULCC in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:45.615432] [INFO ] [sig       ] [3330/3626] Forecasting ULH...
[2025-12-05T20:33:45.615462] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-05T20:33:45.615493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-05T20:33:45.625973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-05T20:33:45.626277] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-05T20:33:45.627064] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-05T20:33:45.627116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:45.627149] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:45.627176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:45.627234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:45.684289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:45.684967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:45.685042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:45.685076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:45.805828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:45.805978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:45.806017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:45.806045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:45.809341] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-05T20:33:45.809618] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-05T20:33:45.809736] [INFO ] [sig       ] ULH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:45.947237] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ULH.txt
[2025-12-05T20:33:45.947359] [INFO ] [sig       ] [3330/3626] Completed ULH in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:45.947396] [INFO ] [sig       ] [3331/3626] Forecasting ULTA...
[2025-12-05T20:33:45.947425] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-05T20:33:45.947453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-05T20:33:45.961007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-05T20:33:45.961752] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-05T20:33:45.963012] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-05T20:33:45.963076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:45.963119] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:45.963155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:45.963242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:46.035177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:46.036474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:46.036595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:46.036632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:46.155965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:46.156193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:46.156241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:46.156270] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:46.160646] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=10.19%)
[2025-12-05T20:33:46.161131] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-05T20:33:46.161294] [INFO ] [sig       ] ULTA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:46.306848] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ULTA.txt
[2025-12-05T20:33:46.307051] [INFO ] [sig       ] [3331/3626] Completed ULTA in 0.4s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:46.307103] [INFO ] [sig       ] [3332/3626] Forecasting ULY...
[2025-12-05T20:33:46.307134] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-05T20:33:46.307167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-05T20:33:46.320175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-05T20:33:46.320668] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-05T20:33:46.321669] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-05T20:33:46.321722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:46.321756] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:46.321785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:46.321843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:46.382263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:46.383488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:46.383600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:46.383638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:46.505246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:46.505474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:46.505519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:46.505548] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:46.509544] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: UP (p=72.40%)
[2025-12-05T20:33:46.509915] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-05T20:33:46.510063] [INFO ] [sig       ] ULY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:46.654712] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ULY.txt
[2025-12-05T20:33:46.654878] [INFO ] [sig       ] [3332/3626] Completed ULY in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.7m
[2025-12-05T20:33:46.654920] [INFO ] [sig       ] [3333/3626] Forecasting UMBF...
[2025-12-05T20:33:46.654948] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-05T20:33:46.654977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-05T20:33:46.666337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-05T20:33:46.666637] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-05T20:33:46.667395] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-05T20:33:46.667454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:46.667491] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:46.667524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:46.667624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:46.723289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:46.724165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:46.724272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:46.724306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:46.839753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:46.839893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:46.839932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:46.839959] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:46.843239] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-05T20:33:46.843515] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-05T20:33:46.843671] [INFO ] [sig       ] UMBF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:46.978980] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UMBF.txt
[2025-12-05T20:33:46.979113] [INFO ] [sig       ] [3333/3626] Completed UMBF in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:46.979150] [INFO ] [sig       ] [3334/3626] Forecasting UMC...
[2025-12-05T20:33:46.979178] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-05T20:33:46.979207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-05T20:33:46.990242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-05T20:33:46.990550] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-05T20:33:46.991325] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-05T20:33:46.991375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:46.991405] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:46.991431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:46.991486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:47.047321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:47.048162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:47.048250] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:47.048281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:47.168746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:47.168915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:47.168959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:47.168986] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:47.172289] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=35.90%)
[2025-12-05T20:33:47.172558] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-05T20:33:47.172695] [INFO ] [sig       ] UMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:47.310324] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UMC.txt
[2025-12-05T20:33:47.310447] [INFO ] [sig       ] [3334/3626] Completed UMC in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:47.310509] [INFO ] [sig       ] [3335/3626] Forecasting UMH...
[2025-12-05T20:33:47.310538] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-05T20:33:47.310568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-05T20:33:47.321471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-05T20:33:47.321762] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-05T20:33:47.322527] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-05T20:33:47.322599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:47.322632] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:47.322658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:47.322713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:47.378418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:47.379025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:47.379097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:47.379128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:47.493185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:47.493341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:47.493380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:47.493426] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:47.496722] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-05T20:33:47.496982] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-05T20:33:47.497099] [INFO ] [sig       ] UMH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:47.633298] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UMH.txt
[2025-12-05T20:33:47.633455] [INFO ] [sig       ] [3335/3626] Completed UMH in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:47.633496] [INFO ] [sig       ] [3336/3626] Forecasting UMMA...
[2025-12-05T20:33:47.633524] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-05T20:33:47.633552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-05T20:33:47.644764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2025-12-05T20:33:47.645083] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-05T20:33:47.645842] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-05T20:33:47.645892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:47.645931] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:47.645957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:47.646012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:47.704147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:47.704836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:47.704915] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:47.704947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:47.825600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:47.825764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:47.825813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:47.825842] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:47.829337] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: UP (p=51.09%)
[2025-12-05T20:33:47.829677] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-05T20:33:47.829815] [INFO ] [sig       ] UMMA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:47.968972] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UMMA.txt
[2025-12-05T20:33:47.969095] [INFO ] [sig       ] [3336/3626] Completed UMMA in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:47.969134] [INFO ] [sig       ] [3337/3626] Forecasting UNCY...
[2025-12-05T20:33:47.969162] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-05T20:33:47.969191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-05T20:33:47.980159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-05T20:33:47.980446] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-05T20:33:47.981208] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-05T20:33:47.981257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:47.981287] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:47.981313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:47.981368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:48.036310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:48.036944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:48.037032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:48.037064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:48.154517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:48.154686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:48.154726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:48.154753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:48.158028] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=34.12%)
[2025-12-05T20:33:48.158286] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-05T20:33:48.158407] [INFO ] [sig       ] UNCY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:48.294412] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNCY.txt
[2025-12-05T20:33:48.294538] [INFO ] [sig       ] [3337/3626] Completed UNCY in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:48.294591] [INFO ] [sig       ] [3338/3626] Forecasting UNF...
[2025-12-05T20:33:48.294622] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-05T20:33:48.294651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-05T20:33:48.305336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-05T20:33:48.305650] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-05T20:33:48.306385] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-05T20:33:48.306434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:48.306465] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:48.306518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:48.306593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:48.361466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:48.362133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:48.362206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:48.362239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:48.479843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:48.480001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:48.480041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:48.480068] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:48.483367] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2025-12-05T20:33:48.483649] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-05T20:33:48.483769] [INFO ] [sig       ] UNF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:48.621062] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNF.txt
[2025-12-05T20:33:48.621193] [INFO ] [sig       ] [3338/3626] Completed UNF in 0.3s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:48.621231] [INFO ] [sig       ] [3339/3626] Forecasting UNFI...
[2025-12-05T20:33:48.621259] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-05T20:33:48.621288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-05T20:33:48.632999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-05T20:33:48.633313] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-05T20:33:48.634146] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-05T20:33:48.634196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:48.634242] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:48.634269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:48.634328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:48.700105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:48.701025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:48.701108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:48.701140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:48.830118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:48.830278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:48.830330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:48.830377] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:48.833725] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2025-12-05T20:33:48.833981] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-05T20:33:48.834101] [INFO ] [sig       ] UNFI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:48.975536] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNFI.txt
[2025-12-05T20:33:48.975686] [INFO ] [sig       ] [3339/3626] Completed UNFI in 0.4s | 2.97 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-05T20:33:48.975728] [INFO ] [sig       ] [3340/3626] Forecasting UNH...
[2025-12-05T20:33:48.975756] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-05T20:33:48.975784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-05T20:33:48.986558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-05T20:33:48.986863] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-05T20:33:48.987637] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-05T20:33:48.987688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:48.987719] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:48.987745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:48.987802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:49.046605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:49.047320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:49.047398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:49.047430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:49.163896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:49.164056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:49.164096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:49.164123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:49.167436] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2025-12-05T20:33:49.167713] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-05T20:33:49.170815] [INFO ] [sig       ] UNH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:49.305716] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UNH.txt
[2025-12-05T20:33:49.305843] [INFO ] [sig       ] [3340/3626] Completed UNH in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:49.305886] [INFO ] [sig       ] [3341/3626] Forecasting UNM...
[2025-12-05T20:33:49.305916] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-05T20:33:49.305944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-05T20:33:49.316850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-05T20:33:49.317141] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-05T20:33:49.317914] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-05T20:33:49.317964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:49.317994] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:49.318020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:49.318075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:49.372503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:49.373256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:49.373351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:49.373385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:49.491867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:49.492027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:49.492067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:49.492095] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:49.495460] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=3.55%)
[2025-12-05T20:33:49.495746] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-05T20:33:49.495868] [INFO ] [sig       ] UNM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:49.631640] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNM.txt
[2025-12-05T20:33:49.631789] [INFO ] [sig       ] [3341/3626] Completed UNM in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:49.631827] [INFO ] [sig       ] [3342/3626] Forecasting UNMA...
[2025-12-05T20:33:49.631855] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-05T20:33:49.631884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-05T20:33:49.642366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-05T20:33:49.642742] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-05T20:33:49.643525] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-05T20:33:49.643594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:49.643628] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:49.643654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:49.643709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:49.700749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:49.701626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:49.701706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:49.701738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:49.806647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:49.806812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:49.806850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:49.806877] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:49.810293] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=41.69%)
[2025-12-05T20:33:49.810590] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-05T20:33:49.810722] [INFO ] [sig       ] UNMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:49.948567] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNMA.txt
[2025-12-05T20:33:49.948746] [INFO ] [sig       ] [3342/3626] Completed UNMA in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:49.948786] [INFO ] [sig       ] [3343/3626] Forecasting UNP...
[2025-12-05T20:33:49.948821] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-05T20:33:49.948851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-05T20:33:49.960143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2025-12-05T20:33:49.960542] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-05T20:33:49.961347] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-05T20:33:49.961398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:49.961430] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:49.961455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:49.961510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:50.018047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:50.018924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:50.019005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:50.019039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:50.140583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:50.140735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:50.140778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:50.140806] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:50.144285] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-05T20:33:50.144560] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-05T20:33:50.144709] [INFO ] [sig       ] UNP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:50.288854] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNP.txt
[2025-12-05T20:33:50.289002] [INFO ] [sig       ] [3343/3626] Completed UNP in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:50.289041] [INFO ] [sig       ] [3344/3626] Forecasting UNTY...
[2025-12-05T20:33:50.289070] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-05T20:33:50.289098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-05T20:33:50.299067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2025-12-05T20:33:50.299361] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-05T20:33:50.300146] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-05T20:33:50.300197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:50.300227] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:50.300252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:50.300306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:50.357352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:50.358181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:50.358258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:50.358292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:50.479108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:50.479259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:50.479313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:50.479384] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:50.482860] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=46.61%)
[2025-12-05T20:33:50.483126] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-05T20:33:50.483249] [INFO ] [sig       ] UNTY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:50.624608] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UNTY.txt
[2025-12-05T20:33:50.624761] [INFO ] [sig       ] [3344/3626] Completed UNTY in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:50.624800] [INFO ] [sig       ] [3345/3626] Forecasting UONE...
[2025-12-05T20:33:50.624829] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-05T20:33:50.624858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-05T20:33:50.635373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-05T20:33:50.635754] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-05T20:33:50.636504] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-05T20:33:50.636554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:50.636613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:50.636641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:50.636697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:50.693210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:50.694048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:50.694126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:50.694158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:50.798983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:50.799139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:50.799179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:50.799208] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:50.802921] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2025-12-05T20:33:50.803197] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-05T20:33:50.803325] [INFO ] [sig       ] UONE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:50.941258] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UONE.txt
[2025-12-05T20:33:50.941407] [INFO ] [sig       ] [3345/3626] Completed UONE in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:50.941447] [INFO ] [sig       ] [3346/3626] Forecasting UPBD...
[2025-12-05T20:33:50.941475] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-05T20:33:50.941505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-05T20:33:50.952862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-05T20:33:50.953209] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-05T20:33:50.954029] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-05T20:33:50.954081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:50.954114] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:50.954142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:50.954198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:51.011373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:51.012243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:51.012323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:51.012355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:51.132973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:51.133131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:51.133170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:51.133214] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:51.136603] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=80.86%)
[2025-12-05T20:33:51.136870] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-05T20:33:51.136992] [INFO ] [sig       ] UPBD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:51.278958] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UPBD.txt
[2025-12-05T20:33:51.279126] [INFO ] [sig       ] [3346/3626] Completed UPBD in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:51.279171] [INFO ] [sig       ] [3347/3626] Forecasting UPC...
[2025-12-05T20:33:51.279202] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-05T20:33:51.279232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-05T20:33:51.289729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-05T20:33:51.290102] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-05T20:33:51.290897] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-05T20:33:51.290957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:51.290996] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:51.291023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:51.291079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:51.348388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:51.349209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:51.349292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:51.349326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:51.469099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:51.469258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:51.469299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:51.469333] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:51.472824] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=17.43%)
[2025-12-05T20:33:51.473125] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-05T20:33:51.473254] [INFO ] [sig       ] UPC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:51.613220] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UPC.txt
[2025-12-05T20:33:51.613389] [INFO ] [sig       ] [3347/3626] Completed UPC in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:51.613429] [INFO ] [sig       ] [3348/3626] Forecasting UPLD...
[2025-12-05T20:33:51.613459] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-05T20:33:51.613488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-05T20:33:51.624082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-05T20:33:51.624357] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-05T20:33:51.625129] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-05T20:33:51.625178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:51.625208] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:51.625233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:51.625288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:51.681693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:51.682306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:51.682411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:51.682444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:51.798764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:51.798916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:51.798957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:51.798985] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:51.802386] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-05T20:33:51.802675] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-05T20:33:51.802804] [INFO ] [sig       ] UPLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:51.943089] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UPLD.txt
[2025-12-05T20:33:51.943246] [INFO ] [sig       ] [3348/3626] Completed UPLD in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:51.943285] [INFO ] [sig       ] [3349/3626] Forecasting UPS...
[2025-12-05T20:33:51.943315] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-05T20:33:51.943347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-05T20:33:51.954853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-05T20:33:51.955224] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-05T20:33:51.956073] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-05T20:33:51.956131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:51.956173] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:51.956207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:51.956264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:52.012930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:52.013815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:52.013916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:52.013948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:52.139873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:52.140034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:52.140074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:52.140102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:52.143418] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=68.36%)
[2025-12-05T20:33:52.143710] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-05T20:33:52.143837] [INFO ] [sig       ] UPS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:52.281408] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UPS.txt
[2025-12-05T20:33:52.281558] [INFO ] [sig       ] [3349/3626] Completed UPS in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.6m
[2025-12-05T20:33:52.281616] [INFO ] [sig       ] [3350/3626] Forecasting UPWK...
[2025-12-05T20:33:52.281649] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-05T20:33:52.281679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-05T20:33:52.292510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2025-12-05T20:33:52.292924] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-05T20:33:52.293732] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-05T20:33:52.293781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:52.293811] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:52.293837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:52.293909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:52.349413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:52.350245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:52.350324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:52.350355] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:52.479712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:52.479884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:52.479927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:52.479957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:52.483512] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=72.26%)
[2025-12-05T20:33:52.483865] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-05T20:33:52.484007] [INFO ] [sig       ] UPWK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:52.629288] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UPWK.txt
[2025-12-05T20:33:52.629434] [INFO ] [sig       ] [3350/3626] Completed UPWK in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:52.629472] [INFO ] [sig       ] [3351/3626] Forecasting UPXI...
[2025-12-05T20:33:52.629501] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-05T20:33:52.629530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-05T20:33:52.639940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-05T20:33:52.640279] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-05T20:33:52.641095] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-05T20:33:52.641145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:52.641178] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:52.641205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:52.641262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:52.699160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:52.699994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:52.700076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:52.700108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:52.818538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:52.818703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:52.818743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:52.818773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:52.822103] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: UP (p=63.23%)
[2025-12-05T20:33:52.822368] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-05T20:33:52.822492] [INFO ] [sig       ] UPXI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:52.974786] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UPXI.txt
[2025-12-05T20:33:52.974971] [INFO ] [sig       ] [3351/3626] Completed UPXI in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:52.975012] [INFO ] [sig       ] [3352/3626] Forecasting URBN...
[2025-12-05T20:33:52.975041] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-05T20:33:52.975071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-05T20:33:52.985619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-05T20:33:52.985931] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-05T20:33:52.986715] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-05T20:33:52.986788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:52.986822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:52.986849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:52.986905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:53.042008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:53.042631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:53.042705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:53.042737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:53.165823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:53.165972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:53.166012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:53.166041] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:53.169493] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=23.37%)
[2025-12-05T20:33:53.169800] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-05T20:33:53.169929] [INFO ] [sig       ] URBN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:53.306693] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/URBN.txt
[2025-12-05T20:33:53.306814] [INFO ] [sig       ] [3352/3626] Completed URBN in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:53.306852] [INFO ] [sig       ] [3353/3626] Forecasting URGN...
[2025-12-05T20:33:53.306884] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-05T20:33:53.306918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-05T20:33:53.317413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-05T20:33:53.317699] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-05T20:33:53.318469] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-05T20:33:53.318518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:53.318548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:53.318598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:53.318658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:53.375664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:53.376294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:53.376370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:53.376402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:53.496216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:53.496360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:53.496409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:53.496443] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:53.499942] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=76.51%)
[2025-12-05T20:33:53.500205] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-05T20:33:53.500326] [INFO ] [sig       ] URGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:53.653793] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/URGN.txt
[2025-12-05T20:33:53.653946] [INFO ] [sig       ] [3353/3626] Completed URGN in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:53.653985] [INFO ] [sig       ] [3354/3626] Forecasting URI...
[2025-12-05T20:33:53.654013] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-05T20:33:53.654044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-05T20:33:53.664414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-05T20:33:53.664706] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-05T20:33:53.665485] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-05T20:33:53.665539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:53.665592] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:53.665622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:53.665678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:53.722690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:53.723372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:53.723450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:53.723482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:53.845456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:53.845558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:53.845613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:53.845641] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:53.848972] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-05T20:33:53.849234] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-05T20:33:53.849360] [INFO ] [sig       ] URI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:53.986074] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/URI.txt
[2025-12-05T20:33:53.986190] [INFO ] [sig       ] [3354/3626] Completed URI in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:53.986227] [INFO ] [sig       ] [3355/3626] Forecasting URNJ...
[2025-12-05T20:33:53.986256] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-05T20:33:53.986285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-05T20:33:54.000146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-05T20:33:54.000541] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-05T20:33:54.001533] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-05T20:33:54.001619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:54.001700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:54.001741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:54.001822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:54.064952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:54.065779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:54.065857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:54.065889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:54.188521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:54.188677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:54.188715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:54.188742] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:54.192678] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2025-12-05T20:33:54.192950] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-05T20:33:54.193069] [INFO ] [sig       ] URNJ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:54.330804] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/URNJ.txt
[2025-12-05T20:33:54.330957] [INFO ] [sig       ] [3355/3626] Completed URNJ in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:54.330997] [INFO ] [sig       ] [3356/3626] Forecasting UROY...
[2025-12-05T20:33:54.331026] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-05T20:33:54.331055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-05T20:33:54.341545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-05T20:33:54.341859] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-05T20:33:54.342610] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-05T20:33:54.342659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:54.342690] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:54.342717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:54.342771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:54.399366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:54.400203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:54.400280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:54.400312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:54.529067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:54.529223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:54.529262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:54.529290] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:54.532633] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-05T20:33:54.532895] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-05T20:33:54.533013] [INFO ] [sig       ] UROY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:54.670262] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UROY.txt
[2025-12-05T20:33:54.670383] [INFO ] [sig       ] [3356/3626] Completed UROY in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:54.670420] [INFO ] [sig       ] [3357/3626] Forecasting USA...
[2025-12-05T20:33:54.670449] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-05T20:33:54.670482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-05T20:33:54.681325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2025-12-05T20:33:54.681608] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-05T20:33:54.682341] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-05T20:33:54.682394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:54.682428] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:54.682455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:54.682510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:54.740378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:54.741165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:54.741241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:54.741273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:54.861276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:54.861425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:54.861464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:54.861492] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:54.864849] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2025-12-05T20:33:54.865121] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-05T20:33:54.865241] [INFO ] [sig       ] USA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:55.003909] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USA.txt
[2025-12-05T20:33:55.004038] [INFO ] [sig       ] [3357/3626] Completed USA in 0.3s | 2.97 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-05T20:33:55.004075] [INFO ] [sig       ] [3358/3626] Forecasting USAC...
[2025-12-05T20:33:55.004104] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-05T20:33:55.004133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-05T20:33:55.014664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-05T20:33:55.015013] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-05T20:33:55.015850] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-05T20:33:55.015903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:55.015936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:55.015963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:55.016020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:55.073738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:55.074677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:55.074763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:55.074795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:55.191792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:55.191941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:55.191980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:55.192039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:55.195340] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=5.64%)
[2025-12-05T20:33:55.195625] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-05T20:33:55.195745] [INFO ] [sig       ] USAC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:55.333588] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USAC.txt
[2025-12-05T20:33:55.333726] [INFO ] [sig       ] [3358/3626] Completed USAC in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:55.333768] [INFO ] [sig       ] [3359/3626] Forecasting USB...
[2025-12-05T20:33:55.333800] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-05T20:33:55.333829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-05T20:33:55.343845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-05T20:33:55.344104] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-05T20:33:55.344861] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-05T20:33:55.344911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:55.344942] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:55.344967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:55.345022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:55.400417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:55.401011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:55.401086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:55.401116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:55.521843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:55.522022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:55.522062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:55.522089] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:55.525383] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2025-12-05T20:33:55.525658] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-05T20:33:55.525776] [INFO ] [sig       ] USB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:55.667853] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USB.txt
[2025-12-05T20:33:55.668008] [INFO ] [sig       ] [3359/3626] Completed USB in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:55.668045] [INFO ] [sig       ] [3360/3626] Forecasting USCB...
[2025-12-05T20:33:55.668075] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-05T20:33:55.668104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-05T20:33:55.678227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-05T20:33:55.678559] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-05T20:33:55.679320] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-05T20:33:55.679369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:55.679400] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:55.679429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:55.679485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:55.736107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:55.736924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:55.737001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:55.737033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:55.845676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:55.845838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:55.845879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:55.845908] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:55.849197] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=29.13%)
[2025-12-05T20:33:55.849458] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-05T20:33:55.849600] [INFO ] [sig       ] USCB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:55.985784] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USCB.txt
[2025-12-05T20:33:55.985916] [INFO ] [sig       ] [3360/3626] Completed USCB in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:55.985954] [INFO ] [sig       ] [3361/3626] Forecasting USDX...
[2025-12-05T20:33:55.985982] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-05T20:33:55.986011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-05T20:33:55.996536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-05T20:33:55.996848] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-05T20:33:55.997633] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-05T20:33:55.997686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:55.997725] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:55.997753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:55.997829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:56.054615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:56.055219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:56.055290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:56.055321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:56.157623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:56.157755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:56.157793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:56.157853] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:56.161077] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: DOWN (p=20.96%)
[2025-12-05T20:33:56.161337] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-05T20:33:56.161456] [INFO ] [sig       ] USDX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:56.300167] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USDX.txt
[2025-12-05T20:33:56.300295] [INFO ] [sig       ] [3361/3626] Completed USDX in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:56.300332] [INFO ] [sig       ] [3362/3626] Forecasting USEA...
[2025-12-05T20:33:56.300360] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-05T20:33:56.300390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-05T20:33:56.311059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-05T20:33:56.311313] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-05T20:33:56.312058] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-05T20:33:56.312107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:56.312138] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:56.312164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:56.312219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:56.371686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:56.372341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:56.372427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:56.372461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:56.486335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:56.486444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:56.486480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:56.486509] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:56.489742] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-05T20:33:56.489995] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-05T20:33:56.490110] [INFO ] [sig       ] USEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:56.625998] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USEA.txt
[2025-12-05T20:33:56.626109] [INFO ] [sig       ] [3362/3626] Completed USEA in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:56.626146] [INFO ] [sig       ] [3363/3626] Forecasting USFD...
[2025-12-05T20:33:56.626176] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-05T20:33:56.626204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-05T20:33:56.636660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-05T20:33:56.636911] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-05T20:33:56.637655] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-05T20:33:56.637718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:56.637750] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:56.637776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:56.637855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:56.693157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:56.693751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:56.693825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:56.693856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:56.812538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:56.812686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:56.812722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:56.812751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:56.815939] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-05T20:33:56.816190] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-05T20:33:56.816305] [INFO ] [sig       ] USFD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:56.951784] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USFD.txt
[2025-12-05T20:33:56.951900] [INFO ] [sig       ] [3363/3626] Completed USFD in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:56.951936] [INFO ] [sig       ] [3364/3626] Forecasting USGO...
[2025-12-05T20:33:56.951966] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-05T20:33:56.951995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-05T20:33:56.962539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-05T20:33:56.962816] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-05T20:33:56.963543] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-05T20:33:56.963626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:56.963657] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:56.963684] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:56.963739] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:57.019744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:57.020348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:57.020421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:57.020453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:57.130831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:57.130972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:57.131011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:57.131039] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:57.134305] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2025-12-05T20:33:57.134557] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-05T20:33:57.134692] [INFO ] [sig       ] USGO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:57.273062] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USGO.txt
[2025-12-05T20:33:57.273191] [INFO ] [sig       ] [3364/3626] Completed USGO in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:57.273230] [INFO ] [sig       ] [3365/3626] Forecasting USIG...
[2025-12-05T20:33:57.273259] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-05T20:33:57.273287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-05T20:33:57.283388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-05T20:33:57.283676] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-05T20:33:57.284461] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-05T20:33:57.284510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:57.284540] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:57.284567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:57.284644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:57.340000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:57.340561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:57.340676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:57.340712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:57.467512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:57.467679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:57.467721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:57.467749] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:57.471037] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=23.39%)
[2025-12-05T20:33:57.471294] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-05T20:33:57.471411] [INFO ] [sig       ] USIG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:57.606241] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USIG.txt
[2025-12-05T20:33:57.606347] [INFO ] [sig       ] [3365/3626] Completed USIG in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:57.606383] [INFO ] [sig       ] [3366/3626] Forecasting USIO...
[2025-12-05T20:33:57.606412] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-05T20:33:57.606441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-05T20:33:57.617638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2025-12-05T20:33:57.617956] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-05T20:33:57.618712] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-05T20:33:57.618761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:57.618792] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:57.618818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:57.618873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:57.676654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:57.677272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:57.677348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:57.677380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:57.793365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:57.793511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:57.793549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:57.793594] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:57.796847] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=65.36%)
[2025-12-05T20:33:57.797103] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-05T20:33:57.797219] [INFO ] [sig       ] USIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:57.937726] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USIO.txt
[2025-12-05T20:33:57.937855] [INFO ] [sig       ] [3366/3626] Completed USIO in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:57.937905] [INFO ] [sig       ] [3367/3626] Forecasting USLM...
[2025-12-05T20:33:57.937934] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-05T20:33:57.937963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-05T20:33:57.948130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-05T20:33:57.948380] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-05T20:33:57.949121] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-05T20:33:57.949170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:57.949201] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:57.949227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:57.949281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:58.008496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:58.009359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:58.009446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:58.009478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:58.124790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:58.124951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:58.124991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:58.125018] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:58.128451] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-05T20:33:58.128752] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-05T20:33:58.128885] [INFO ] [sig       ] USLM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:58.269702] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USLM.txt
[2025-12-05T20:33:58.269832] [INFO ] [sig       ] [3367/3626] Completed USLM in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.5m
[2025-12-05T20:33:58.269870] [INFO ] [sig       ] [3368/3626] Forecasting USMC...
[2025-12-05T20:33:58.269900] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-05T20:33:58.269928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-05T20:33:58.280857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-05T20:33:58.281128] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-05T20:33:58.281895] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-05T20:33:58.281945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:58.281977] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:58.282002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:58.282057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:58.336831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:58.337384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:58.337456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:58.337492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:58.451564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:58.451699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:58.451735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:58.451765] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:58.454944] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-05T20:33:58.455246] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-05T20:33:58.455367] [INFO ] [sig       ] USMC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:58.592176] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USMC.txt
[2025-12-05T20:33:58.592323] [INFO ] [sig       ] [3368/3626] Completed USMC in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:33:58.592361] [INFO ] [sig       ] [3369/3626] Forecasting USOI...
[2025-12-05T20:33:58.592390] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-05T20:33:58.592419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-05T20:33:58.603608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-05T20:33:58.603939] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-05T20:33:58.604729] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-05T20:33:58.604779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:58.604809] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:58.604835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:58.604890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:58.662240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:58.662908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:58.662984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:58.663015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:58.783089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:58.783257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:58.783298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:58.783326] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:58.786716] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2025-12-05T20:33:58.786974] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-05T20:33:58.787098] [INFO ] [sig       ] USOI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:58.927001] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USOI.txt
[2025-12-05T20:33:58.927132] [INFO ] [sig       ] [3369/3626] Completed USOI in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:33:58.927169] [INFO ] [sig       ] [3370/3626] Forecasting USOY...
[2025-12-05T20:33:58.927197] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-05T20:33:58.927227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-05T20:33:58.937417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2025-12-05T20:33:58.937721] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-05T20:33:58.938498] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-05T20:33:58.938547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:58.938603] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:58.938633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:58.938691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:58.994763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:58.995425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:58.995498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:58.995529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:59.110132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:59.110281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:59.110336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:59.110365] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:59.113642] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=90.81%)
[2025-12-05T20:33:59.113900] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-05T20:33:59.114019] [INFO ] [sig       ] USOY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:59.250992] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USOY.txt
[2025-12-05T20:33:59.251138] [INFO ] [sig       ] [3370/3626] Completed USOY in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:33:59.251178] [INFO ] [sig       ] [3371/3626] Forecasting USTB...
[2025-12-05T20:33:59.251206] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-05T20:33:59.251235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-05T20:33:59.261696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2025-12-05T20:33:59.261975] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-05T20:33:59.262736] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-05T20:33:59.262785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:59.262816] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:59.262841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:59.262896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:59.320338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:59.321079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:59.321156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:59.321190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:59.436491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:59.436658] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:33:59.436698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:59.436728] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:59.440182] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2025-12-05T20:33:59.440451] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-05T20:33:59.440591] [INFO ] [sig       ] USTB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:33:59.588910] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/USTB.txt
[2025-12-05T20:33:59.589059] [INFO ] [sig       ] [3371/3626] Completed USTB in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:33:59.589098] [INFO ] [sig       ] [3372/3626] Forecasting USVM...
[2025-12-05T20:33:59.589127] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-05T20:33:59.589155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-05T20:33:59.599168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-05T20:33:59.599459] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-05T20:33:59.600373] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-05T20:33:59.600424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:59.600482] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:59.600513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:59.600586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:33:59.658111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:33:59.658862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:33:59.658939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:33:59.658971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:33:59.778604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:33:59.778755] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-05T20:33:59.778795] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:33:59.778823] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:33:59.782192] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2025-12-05T20:33:59.782474] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-05T20:33:59.782621] [INFO ] [sig       ] USVM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:33:59.923334] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USVM.txt
[2025-12-05T20:33:59.923468] [INFO ] [sig       ] [3372/3626] Completed USVM in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:33:59.923507] [INFO ] [sig       ] [3373/3626] Forecasting USXF...
[2025-12-05T20:33:59.923538] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-05T20:33:59.923586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-05T20:33:59.933950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-05T20:33:59.934229] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-05T20:33:59.935022] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-05T20:33:59.935072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:33:59.935104] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:33:59.935131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:33:59.935187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:00.008408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:00.009467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:00.009593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:00.009648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:00.125011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:00.125168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:00.125207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:00.125235] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:00.128922] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2025-12-05T20:34:00.129241] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-05T20:34:00.129376] [INFO ] [sig       ] USXF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:00.270717] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/USXF.txt
[2025-12-05T20:34:00.270898] [INFO ] [sig       ] [3373/3626] Completed USXF in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:34:00.270938] [INFO ] [sig       ] [3374/3626] Forecasting UTEN...
[2025-12-05T20:34:00.270968] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-05T20:34:00.270997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-05T20:34:00.281346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-05T20:34:00.281753] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-05T20:34:00.282553] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-05T20:34:00.282629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:00.282680] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:00.282710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:00.282769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:00.342445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:00.343472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:00.343629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:00.343668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:00.477944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:00.478111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:00.478153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:00.478182] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:00.481612] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=82.26%)
[2025-12-05T20:34:00.481899] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-05T20:34:00.482023] [INFO ] [sig       ] UTEN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:00.634858] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UTEN.txt
[2025-12-05T20:34:00.635688] [INFO ] [sig       ] [3374/3626] Completed UTEN in 0.4s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:34:00.635739] [INFO ] [sig       ] [3375/3626] Forecasting UTF...
[2025-12-05T20:34:00.635769] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-05T20:34:00.635801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-05T20:34:00.646224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-05T20:34:00.646642] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-05T20:34:00.647407] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-05T20:34:00.647456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:00.647488] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:00.647515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:00.647594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:00.716184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:00.717040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:00.717123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:00.717156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:00.836371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:00.836537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:00.836607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:00.836684] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:00.840105] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: DOWN (p=18.39%)
[2025-12-05T20:34:00.840398] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-05T20:34:00.840526] [INFO ] [sig       ] UTF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:00.979816] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UTF.txt
[2025-12-05T20:34:00.979977] [INFO ] [sig       ] [3375/3626] Completed UTF in 0.3s | 2.97 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-05T20:34:00.980020] [INFO ] [sig       ] [3376/3626] Forecasting UTI...
[2025-12-05T20:34:00.980049] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-05T20:34:00.980079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-05T20:34:00.990619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-05T20:34:00.991020] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-05T20:34:00.991831] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-05T20:34:00.991881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:00.991912] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:00.991937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:00.991992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:01.056240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:01.057332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:01.057450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:01.057495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:01.192374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:01.192556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:01.192617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:01.192647] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:01.196097] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=80.36%)
[2025-12-05T20:34:01.196395] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-05T20:34:01.196524] [INFO ] [sig       ] UTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:01.336270] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UTI.txt
[2025-12-05T20:34:01.336398] [INFO ] [sig       ] [3376/3626] Completed UTI in 0.4s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:01.336437] [INFO ] [sig       ] [3377/3626] Forecasting UTL...
[2025-12-05T20:34:01.336465] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-05T20:34:01.336494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-05T20:34:01.347177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2025-12-05T20:34:01.347497] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-05T20:34:01.348319] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-05T20:34:01.348369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:01.348398] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:01.348424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:01.348480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:01.405649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:01.406482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:01.406564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:01.406628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:01.524036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:01.524159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:01.524198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:01.524226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:01.527661] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-05T20:34:01.527943] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-05T20:34:01.528062] [INFO ] [sig       ] UTL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:01.666003] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UTL.txt
[2025-12-05T20:34:01.666156] [INFO ] [sig       ] [3377/3626] Completed UTL in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:01.666194] [INFO ] [sig       ] [3378/3626] Forecasting UTMD...
[2025-12-05T20:34:01.666229] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-05T20:34:01.666261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-05T20:34:01.678026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2025-12-05T20:34:01.678394] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-05T20:34:01.679162] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-05T20:34:01.679212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:01.679243] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:01.679270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:01.679325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:01.736508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:01.737378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:01.737463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:01.737497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:01.856282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:01.856439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:01.856477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:01.856505] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:01.859781] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2025-12-05T20:34:01.860041] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-05T20:34:01.860158] [INFO ] [sig       ] UTMD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:02.001146] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UTMD.txt
[2025-12-05T20:34:02.001273] [INFO ] [sig       ] [3378/3626] Completed UTMD in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:02.001315] [INFO ] [sig       ] [3379/3626] Forecasting UTWO...
[2025-12-05T20:34:02.001344] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-05T20:34:02.001378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-05T20:34:02.011637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTWO'.
[2025-12-05T20:34:02.011920] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-05T20:34:02.012727] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-05T20:34:02.012779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:02.012822] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:02.012852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:02.012921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:02.070336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:02.071017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:02.071089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:02.071121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:02.190824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:02.190977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:02.191017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:02.191045] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:02.194312] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: UP (p=74.87%)
[2025-12-05T20:34:02.194590] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-05T20:34:02.194712] [INFO ] [sig       ] UTWO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:02.334174] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UTWO.txt
[2025-12-05T20:34:02.334332] [INFO ] [sig       ] [3379/3626] Completed UTWO in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:02.334371] [INFO ] [sig       ] [3380/3626] Forecasting UTZ...
[2025-12-05T20:34:02.334400] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-05T20:34:02.334429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-05T20:34:02.345504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-05T20:34:02.345864] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-05T20:34:02.346616] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-05T20:34:02.346668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:02.346699] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:02.346725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:02.346785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:02.402225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:02.402911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:02.402987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:02.403019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:02.517957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:02.518099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:02.518137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:02.518164] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:02.521458] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=24.04%)
[2025-12-05T20:34:02.521769] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-05T20:34:02.521890] [INFO ] [sig       ] UTZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:02.661041] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UTZ.txt
[2025-12-05T20:34:02.661160] [INFO ] [sig       ] [3380/3626] Completed UTZ in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:02.661197] [INFO ] [sig       ] [3381/3626] Forecasting UVE...
[2025-12-05T20:34:02.661224] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-05T20:34:02.661253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-05T20:34:02.673080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-05T20:34:02.673463] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-05T20:34:02.674290] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-05T20:34:02.674341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:02.674372] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:02.674398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:02.674453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:02.729892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:02.730800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:02.730882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:02.730915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:02.848199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:02.848309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:02.848347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:02.848389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:02.851693] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2025-12-05T20:34:02.851959] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-05T20:34:02.852083] [INFO ] [sig       ] UVE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:02.988142] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/UVE.txt
[2025-12-05T20:34:02.988301] [INFO ] [sig       ] [3381/3626] Completed UVE in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:02.988340] [INFO ] [sig       ] [3382/3626] Forecasting UVSP...
[2025-12-05T20:34:02.988369] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-05T20:34:02.988398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-05T20:34:02.999396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-05T20:34:02.999785] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-05T20:34:03.000555] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-05T20:34:03.000624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:03.000656] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:03.000683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:03.000737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:03.055683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:03.056551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:03.056696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:03.056733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:03.185343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:03.185493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:03.185534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:03.185564] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:03.188915] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2025-12-05T20:34:03.189188] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-05T20:34:03.189310] [INFO ] [sig       ] UVSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:03.325680] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UVSP.txt
[2025-12-05T20:34:03.325804] [INFO ] [sig       ] [3382/3626] Completed UVSP in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:03.325843] [INFO ] [sig       ] [3383/3626] Forecasting UWMC...
[2025-12-05T20:34:03.325873] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-05T20:34:03.325902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-05T20:34:03.336931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-05T20:34:03.337193] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-05T20:34:03.337983] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-05T20:34:03.338034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:03.338066] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:03.338093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:03.338150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:03.394954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:03.395666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:03.395760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:03.395815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:03.514272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:03.514411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:03.514449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:03.514476] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:03.517742] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-05T20:34:03.518021] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-05T20:34:03.518143] [INFO ] [sig       ] UWMC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:03.655030] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UWMC.txt
[2025-12-05T20:34:03.655202] [INFO ] [sig       ] [3383/3626] Completed UWMC in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:03.655243] [INFO ] [sig       ] [3384/3626] Forecasting UXIN...
[2025-12-05T20:34:03.655272] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-05T20:34:03.655302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-05T20:34:03.666302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-05T20:34:03.666602] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-05T20:34:03.667339] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-05T20:34:03.667388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:03.667418] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:03.667444] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:03.667499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:03.723784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:03.724421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:03.724496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:03.724527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:03.839320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:03.839439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:03.839475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:03.839502] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:03.842760] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=68.44%)
[2025-12-05T20:34:03.843058] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-05T20:34:03.843185] [INFO ] [sig       ] UXIN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:03.983294] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UXIN.txt
[2025-12-05T20:34:03.983455] [INFO ] [sig       ] [3384/3626] Completed UXIN in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:03.983496] [INFO ] [sig       ] [3385/3626] Forecasting UYLD...
[2025-12-05T20:34:03.983524] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-05T20:34:03.983555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-05T20:34:03.994291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2025-12-05T20:34:03.994636] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-05T20:34:03.995385] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-05T20:34:03.995434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:03.995466] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:03.995509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:03.995566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:04.052645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:04.053447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:04.053525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:04.053557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:04.166378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:04.166539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:04.166602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:04.166634] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:04.169981] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=96.42%)
[2025-12-05T20:34:04.170240] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-05T20:34:04.170357] [INFO ] [sig       ] UYLD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:04.306534] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UYLD.txt
[2025-12-05T20:34:04.306726] [INFO ] [sig       ] [3385/3626] Completed UYLD in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.4m
[2025-12-05T20:34:04.306767] [INFO ] [sig       ] [3386/3626] Forecasting UZE...
[2025-12-05T20:34:04.306795] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-05T20:34:04.306825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-05T20:34:04.318247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-05T20:34:04.318538] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-05T20:34:04.319324] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-05T20:34:04.319376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:04.319407] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:04.319433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:04.319490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:04.376859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:04.377476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:04.377560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:04.377611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:04.488493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:04.488673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:04.488727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:04.488773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:04.492174] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=52.72%)
[2025-12-05T20:34:04.492439] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-05T20:34:04.492566] [INFO ] [sig       ] UZE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:04.630655] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/UZE.txt
[2025-12-05T20:34:04.630804] [INFO ] [sig       ] [3386/3626] Completed UZE in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:04.630842] [INFO ] [sig       ] [3387/3626] Forecasting VAC...
[2025-12-05T20:34:04.630871] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-05T20:34:04.630899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-05T20:34:04.642124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2025-12-05T20:34:04.642436] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-05T20:34:04.643223] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-05T20:34:04.643273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:04.643303] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:04.643329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:04.643385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:04.699915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:04.700750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:04.700835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:04.700867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:04.820949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:04.821111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:04.821153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:04.821182] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:04.824469] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-05T20:34:04.824757] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-05T20:34:04.824883] [INFO ] [sig       ] VAC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:04.963759] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VAC.txt
[2025-12-05T20:34:04.963919] [INFO ] [sig       ] [3387/3626] Completed VAC in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:04.963958] [INFO ] [sig       ] [3388/3626] Forecasting VAL...
[2025-12-05T20:34:04.963986] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-05T20:34:04.964016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-05T20:34:04.975435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-05T20:34:04.975748] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-05T20:34:04.976490] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-05T20:34:04.976539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:04.976588] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:04.976617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:04.976672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:05.035718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:05.036379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:05.036458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:05.036489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:05.154103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:05.154248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:05.154287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:05.154315] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:05.157667] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=56.65%)
[2025-12-05T20:34:05.157941] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-05T20:34:05.158058] [INFO ] [sig       ] VAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:05.295684] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VAL.txt
[2025-12-05T20:34:05.295804] [INFO ] [sig       ] [3388/3626] Completed VAL in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:05.295840] [INFO ] [sig       ] [3389/3626] Forecasting VALE...
[2025-12-05T20:34:05.295870] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-05T20:34:05.295905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-05T20:34:05.306985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2025-12-05T20:34:05.307275] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-05T20:34:05.308087] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-05T20:34:05.308136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:05.308197] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:05.308224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:05.308278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:05.364156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:05.364801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:05.364876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:05.364907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:05.484210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:05.484370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:05.484410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:05.484439] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:05.487799] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-05T20:34:05.488091] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-05T20:34:05.488211] [INFO ] [sig       ] VALE: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:05.624428] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VALE.txt
[2025-12-05T20:34:05.624547] [INFO ] [sig       ] [3389/3626] Completed VALE in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:05.624602] [INFO ] [sig       ] [3390/3626] Forecasting VALN...
[2025-12-05T20:34:05.624632] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-05T20:34:05.624662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-05T20:34:05.635447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-05T20:34:05.635779] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-05T20:34:05.636536] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-05T20:34:05.636602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:05.636639] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:05.636667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:05.636723] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:05.692287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:05.692988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:05.693064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:05.693096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:05.802042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:05.802163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:05.802199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:05.802225] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:05.805401] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-05T20:34:05.805680] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-05T20:34:05.805799] [INFO ] [sig       ] VALN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:05.951385] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VALN.txt
[2025-12-05T20:34:05.951546] [INFO ] [sig       ] [3390/3626] Completed VALN in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:05.951606] [INFO ] [sig       ] [3391/3626] Forecasting VANI...
[2025-12-05T20:34:05.951637] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-05T20:34:05.951668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-05T20:34:05.962805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-05T20:34:05.963180] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-05T20:34:05.963997] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-05T20:34:05.964049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:05.964083] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:05.964111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:05.964170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:06.020049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:06.020814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:06.020892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:06.020923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:06.144053] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:06.144225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:06.144266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:06.144294] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:06.147716] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=47.48%)
[2025-12-05T20:34:06.148022] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-05T20:34:06.148147] [INFO ] [sig       ] VANI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:06.285301] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VANI.txt
[2025-12-05T20:34:06.285422] [INFO ] [sig       ] [3391/3626] Completed VANI in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:06.285460] [INFO ] [sig       ] [3392/3626] Forecasting VBF...
[2025-12-05T20:34:06.285490] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-05T20:34:06.285520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-05T20:34:06.296503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2025-12-05T20:34:06.296868] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-05T20:34:06.297631] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-05T20:34:06.297680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:06.297711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:06.297737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:06.297793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:06.354062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:06.354927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:06.355006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:06.355039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:06.471397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:06.471550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:06.471606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:06.471674] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:06.475050] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=45.51%)
[2025-12-05T20:34:06.475305] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-05T20:34:06.475423] [INFO ] [sig       ] VBF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:06.613176] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VBF.txt
[2025-12-05T20:34:06.613322] [INFO ] [sig       ] [3392/3626] Completed VBF in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:06.613361] [INFO ] [sig       ] [3393/3626] Forecasting VBNK...
[2025-12-05T20:34:06.613390] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-05T20:34:06.613420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-05T20:34:06.626967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2025-12-05T20:34:06.627249] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-05T20:34:06.628044] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-05T20:34:06.628094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:06.628124] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:06.628150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:06.628205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:06.685048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:06.685838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:06.685913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:06.685944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:06.804044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:06.804181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:06.804220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:06.804248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:06.807427] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=89.10%)
[2025-12-05T20:34:06.807702] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-05T20:34:06.807840] [INFO ] [sig       ] VBNK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:06.948025] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VBNK.txt
[2025-12-05T20:34:06.948176] [INFO ] [sig       ] [3393/3626] Completed VBNK in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:06.948215] [INFO ] [sig       ] [3394/3626] Forecasting VC...
[2025-12-05T20:34:06.948243] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-05T20:34:06.948273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-05T20:34:06.959934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-05T20:34:06.960283] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-05T20:34:06.961086] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-05T20:34:06.961136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:06.961166] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:06.961191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:06.961247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:07.017200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:07.018054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:07.018131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:07.018162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:07.138731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:07.138893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:07.138932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:07.138960] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:07.142231] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2025-12-05T20:34:07.142486] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-05T20:34:07.142619] [INFO ] [sig       ] VC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:07.277764] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VC.txt
[2025-12-05T20:34:07.277911] [INFO ] [sig       ] [3394/3626] Completed VC in 0.3s | 2.97 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-05T20:34:07.277948] [INFO ] [sig       ] [3395/3626] Forecasting VCEL...
[2025-12-05T20:34:07.277976] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-05T20:34:07.278006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-05T20:34:07.288687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-05T20:34:07.288971] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-05T20:34:07.289796] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-05T20:34:07.289848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:07.289880] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:07.289907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:07.289964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:07.346808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:07.347405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:07.347479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:07.347510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:07.464405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:07.464549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:07.464605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:07.464634] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:07.467900] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=18.99%)
[2025-12-05T20:34:07.468158] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-05T20:34:07.468278] [INFO ] [sig       ] VCEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:07.606267] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VCEL.txt
[2025-12-05T20:34:07.606403] [INFO ] [sig       ] [3395/3626] Completed VCEL in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:07.606440] [INFO ] [sig       ] [3396/3626] Forecasting VCRB...
[2025-12-05T20:34:07.606468] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-05T20:34:07.606497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-05T20:34:07.617285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-05T20:34:07.617550] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-05T20:34:07.618368] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-05T20:34:07.618420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:07.618454] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:07.618482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:07.618540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:07.675229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:07.676052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:07.676131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:07.676165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:07.794687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:07.794841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:07.794887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:07.794916] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:07.798296] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-05T20:34:07.798560] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-05T20:34:07.798697] [INFO ] [sig       ] VCRB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:07.936116] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VCRB.txt
[2025-12-05T20:34:07.936264] [INFO ] [sig       ] [3396/3626] Completed VCRB in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:07.936303] [INFO ] [sig       ] [3397/3626] Forecasting VCSH...
[2025-12-05T20:34:07.936332] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-05T20:34:07.936360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-05T20:34:07.947116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-05T20:34:07.947412] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-05T20:34:07.948247] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-05T20:34:07.948299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:07.948331] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:07.948359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:07.948414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:08.005920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:08.006630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:08.006707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:08.006740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:08.127100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:08.127251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:08.127291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:08.127319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:08.130605] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2025-12-05T20:34:08.130865] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-05T20:34:08.130982] [INFO ] [sig       ] VCSH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:08.269094] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VCSH.txt
[2025-12-05T20:34:08.269230] [INFO ] [sig       ] [3397/3626] Completed VCSH in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:08.269268] [INFO ] [sig       ] [3398/3626] Forecasting VECO...
[2025-12-05T20:34:08.269299] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-05T20:34:08.269328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-05T20:34:08.279809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-05T20:34:08.280083] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-05T20:34:08.280879] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-05T20:34:08.280943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:08.280975] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:08.281001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:08.281056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:08.338611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:08.339251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:08.339328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:08.339360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:08.456433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:08.456604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:08.456644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:08.456672] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:08.459964] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=3.36%)
[2025-12-05T20:34:08.460249] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-05T20:34:08.460397] [INFO ] [sig       ] VECO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:08.600187] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VECO.txt
[2025-12-05T20:34:08.600334] [INFO ] [sig       ] [3398/3626] Completed VECO in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:08.600371] [INFO ] [sig       ] [3399/3626] Forecasting VEEE...
[2025-12-05T20:34:08.600400] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-05T20:34:08.600431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-05T20:34:08.610639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-05T20:34:08.610953] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-05T20:34:08.611714] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-05T20:34:08.611763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:08.611793] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:08.611819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:08.611874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:08.670566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:08.671394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:08.671507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:08.671541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:08.793266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:08.793420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:08.793464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:08.793493] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:08.796873] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2025-12-05T20:34:08.797129] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-05T20:34:08.797246] [INFO ] [sig       ] VEEE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:08.944861] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VEEE.txt
[2025-12-05T20:34:08.944987] [INFO ] [sig       ] [3399/3626] Completed VEEE in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:08.945026] [INFO ] [sig       ] [3400/3626] Forecasting VEL...
[2025-12-05T20:34:08.945057] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-05T20:34:08.945086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-05T20:34:08.955775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2025-12-05T20:34:08.956151] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-05T20:34:08.956986] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-05T20:34:08.957039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:08.957071] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:08.957099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:08.957157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:09.015496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:09.016325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:09.016406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:09.016440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:09.132396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:09.132540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:09.132595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:09.132626] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:09.135899] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-05T20:34:09.136157] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-05T20:34:09.136277] [INFO ] [sig       ] VEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:09.273565] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VEL.txt
[2025-12-05T20:34:09.273727] [INFO ] [sig       ] [3400/3626] Completed VEL in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:09.273765] [INFO ] [sig       ] [3401/3626] Forecasting VEON...
[2025-12-05T20:34:09.273794] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-05T20:34:09.273823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-05T20:34:09.284654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2025-12-05T20:34:09.284937] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-05T20:34:09.285730] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-05T20:34:09.285780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:09.285812] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:09.285840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:09.285897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:09.343789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:09.344386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:09.344461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:09.344495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:09.462625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:09.462772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:09.462810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:09.462837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:09.466097] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2025-12-05T20:34:09.466358] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-05T20:34:09.466477] [INFO ] [sig       ] VEON: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:09.606316] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VEON.txt
[2025-12-05T20:34:09.606468] [INFO ] [sig       ] [3401/3626] Completed VEON in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:09.606513] [INFO ] [sig       ] [3402/3626] Forecasting VERA...
[2025-12-05T20:34:09.606542] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-05T20:34:09.606596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-05T20:34:09.617222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-05T20:34:09.617512] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-05T20:34:09.618312] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-05T20:34:09.618362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:09.618393] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:09.618418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:09.618473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:09.674129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:09.674757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:09.674830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:09.674861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:09.789927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:09.790068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:09.790107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:09.790135] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:09.793380] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=62.68%)
[2025-12-05T20:34:09.793654] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-05T20:34:09.793771] [INFO ] [sig       ] VERA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:09.931326] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VERA.txt
[2025-12-05T20:34:09.931500] [INFO ] [sig       ] [3402/3626] Completed VERA in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:09.931554] [INFO ] [sig       ] [3403/3626] Forecasting VERI...
[2025-12-05T20:34:09.931617] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-05T20:34:09.931661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-05T20:34:09.941921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-05T20:34:09.942167] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-05T20:34:09.942925] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-05T20:34:09.942974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:09.943005] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:09.943031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:09.943086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:09.999154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:10.000017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:10.000105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:10.000136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:10.115252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:10.115405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:10.115445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:10.115472] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:10.118768] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-05T20:34:10.119048] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-05T20:34:10.119169] [INFO ] [sig       ] VERI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:10.256196] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VERI.txt
[2025-12-05T20:34:10.256323] [INFO ] [sig       ] [3403/3626] Completed VERI in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.3m
[2025-12-05T20:34:10.256361] [INFO ] [sig       ] [3404/3626] Forecasting VERO...
[2025-12-05T20:34:10.256389] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-05T20:34:10.256418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-05T20:34:10.266704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-05T20:34:10.266979] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-05T20:34:10.267727] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-05T20:34:10.267775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:10.267839] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:10.267868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:10.267923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:10.324102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:10.324777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:10.324851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:10.324882] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:10.446196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:10.446331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:10.446368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:10.446395] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:10.449708] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=9.05%)
[2025-12-05T20:34:10.449963] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-05T20:34:10.450081] [INFO ] [sig       ] VERO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:10.592219] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VERO.txt
[2025-12-05T20:34:10.592373] [INFO ] [sig       ] [3404/3626] Completed VERO in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:10.592412] [INFO ] [sig       ] [3405/3626] Forecasting VERX...
[2025-12-05T20:34:10.592441] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-05T20:34:10.592470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-05T20:34:10.603257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2025-12-05T20:34:10.603614] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-05T20:34:10.604420] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-05T20:34:10.604471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:10.604504] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:10.604533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:10.604623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:10.662123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:10.662960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:10.663040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:10.663072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:10.780123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:10.780270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:10.780323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:10.780353] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:10.783646] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2025-12-05T20:34:10.783909] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-05T20:34:10.784026] [INFO ] [sig       ] VERX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:10.965265] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VERX.txt
[2025-12-05T20:34:10.965398] [INFO ] [sig       ] [3405/3626] Completed VERX in 0.4s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:10.965434] [INFO ] [sig       ] [3406/3626] Forecasting VFC...
[2025-12-05T20:34:10.965464] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-05T20:34:10.965493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-05T20:34:10.976505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-05T20:34:10.976811] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-05T20:34:10.977633] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-05T20:34:10.977686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:10.977743] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:10.977773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:10.977854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:11.034919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:11.035771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:11.035852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:11.035884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:11.152263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:11.152411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:11.152450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:11.152477] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:11.155749] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-12-05T20:34:11.156010] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-05T20:34:11.156131] [INFO ] [sig       ] VFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:11.294302] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VFC.txt
[2025-12-05T20:34:11.294441] [INFO ] [sig       ] [3406/3626] Completed VFC in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:11.294480] [INFO ] [sig       ] [3407/3626] Forecasting VFF...
[2025-12-05T20:34:11.294509] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-05T20:34:11.294537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-05T20:34:11.305720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-05T20:34:11.305965] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-05T20:34:11.306745] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-05T20:34:11.306799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:11.306830] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:11.306855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:11.306910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:11.366785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:11.367679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:11.367757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:11.367791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:11.485176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:11.485322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:11.485361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:11.485389] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:11.488687] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: DOWN (p=19.04%)
[2025-12-05T20:34:11.488982] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-05T20:34:11.489100] [INFO ] [sig       ] VFF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:11.627279] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VFF.txt
[2025-12-05T20:34:11.627408] [INFO ] [sig       ] [3407/3626] Completed VFF in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:11.627444] [INFO ] [sig       ] [3408/3626] Forecasting VFLO...
[2025-12-05T20:34:11.627474] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-05T20:34:11.627502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-05T20:34:11.638288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-05T20:34:11.638588] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-05T20:34:11.639325] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-05T20:34:11.639374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:11.639404] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:11.639430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:11.639485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:11.695710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:11.696443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:11.696518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:11.696551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:11.823296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:11.823444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:11.823483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:11.823510] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:11.827022] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: UP (p=76.21%)
[2025-12-05T20:34:11.827282] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-05T20:34:11.827401] [INFO ] [sig       ] VFLO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:11.965920] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VFLO.txt
[2025-12-05T20:34:11.966043] [INFO ] [sig       ] [3408/3626] Completed VFLO in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:11.966081] [INFO ] [sig       ] [3409/3626] Forecasting VFS...
[2025-12-05T20:34:11.966109] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-05T20:34:11.966139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-05T20:34:11.977405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2025-12-05T20:34:11.977690] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-05T20:34:11.978531] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-05T20:34:11.978599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:11.978644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:11.978671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:11.978726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:12.034782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:12.035500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:12.035594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:12.035628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:12.155299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:12.155463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:12.155503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:12.155562] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:12.158900] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-05T20:34:12.159159] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-05T20:34:12.159277] [INFO ] [sig       ] VFS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:12.295963] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VFS.txt
[2025-12-05T20:34:12.296106] [INFO ] [sig       ] [3409/3626] Completed VFS in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:12.296145] [INFO ] [sig       ] [3410/3626] Forecasting VGI...
[2025-12-05T20:34:12.296173] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-05T20:34:12.296203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-05T20:34:12.306518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-05T20:34:12.306838] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-05T20:34:12.307606] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-05T20:34:12.307656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:12.307687] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:12.307712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:12.307767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:12.363218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:12.364082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:12.364161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:12.364192] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:12.477621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:12.477769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:12.477833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:12.477870] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:12.481216] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2025-12-05T20:34:12.481481] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-05T20:34:12.481621] [INFO ] [sig       ] VGI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:12.621148] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VGI.txt
[2025-12-05T20:34:12.621295] [INFO ] [sig       ] [3410/3626] Completed VGI in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:12.621332] [INFO ] [sig       ] [3411/3626] Forecasting VGM...
[2025-12-05T20:34:12.621361] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-05T20:34:12.621392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-05T20:34:12.631943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-05T20:34:12.632284] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-05T20:34:12.633058] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-05T20:34:12.633107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:12.633137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:12.633162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:12.633218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:12.690377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:12.691191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:12.691273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:12.691305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:12.815028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:12.815177] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:12.815218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:12.815247] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:12.818772] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-05T20:34:12.819033] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-05T20:34:12.819154] [INFO ] [sig       ] VGM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:12.960166] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VGM.txt
[2025-12-05T20:34:12.960294] [INFO ] [sig       ] [3411/3626] Completed VGM in 0.3s | 2.97 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-05T20:34:12.960332] [INFO ] [sig       ] [3412/3626] Forecasting VGSH...
[2025-12-05T20:34:12.960360] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-05T20:34:12.960389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-05T20:34:12.971431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-05T20:34:12.971710] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-05T20:34:12.972462] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-05T20:34:12.972512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:12.972543] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:12.972569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:12.972647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:13.029884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:13.030528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:13.030623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:13.030658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:13.150909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:13.151058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:13.151096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:13.151123] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:13.154414] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: DOWN (p=24.32%)
[2025-12-05T20:34:13.154697] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-05T20:34:13.154820] [INFO ] [sig       ] VGSH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:13.292134] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VGSH.txt
[2025-12-05T20:34:13.292263] [INFO ] [sig       ] [3412/3626] Completed VGSH in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:13.292301] [INFO ] [sig       ] [3413/3626] Forecasting VICI...
[2025-12-05T20:34:13.292338] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-05T20:34:13.292368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-05T20:34:13.302479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-05T20:34:13.302761] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-05T20:34:13.303495] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-05T20:34:13.303544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:13.303593] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:13.303622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:13.303677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:13.358687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:13.359344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:13.359417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:13.359448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:13.483946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:13.484109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:13.484154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:13.484184] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:13.487708] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=47.37%)
[2025-12-05T20:34:13.488000] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-05T20:34:13.488121] [INFO ] [sig       ] VICI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:13.628951] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VICI.txt
[2025-12-05T20:34:13.629112] [INFO ] [sig       ] [3413/3626] Completed VICI in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:13.629151] [INFO ] [sig       ] [3414/3626] Forecasting VIGI...
[2025-12-05T20:34:13.629181] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-05T20:34:13.629210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-05T20:34:13.640424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2025-12-05T20:34:13.640805] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-05T20:34:13.641608] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-05T20:34:13.641658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:13.641689] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:13.641714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:13.641769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:13.700927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:13.701858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:13.701952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:13.701985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:13.821505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:13.821674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:13.821723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:13.821751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:13.825033] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: UP (p=76.18%)
[2025-12-05T20:34:13.825290] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-05T20:34:13.825413] [INFO ] [sig       ] VIGI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:13.962357] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VIGI.txt
[2025-12-05T20:34:13.962484] [INFO ] [sig       ] [3414/3626] Completed VIGI in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:13.962522] [INFO ] [sig       ] [3415/3626] Forecasting VINP...
[2025-12-05T20:34:13.962551] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-05T20:34:13.962597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-05T20:34:13.972947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-05T20:34:13.973196] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-05T20:34:13.973951] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-05T20:34:13.974000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:13.974031] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:13.974057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:13.974113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:14.029730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:14.030339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:14.030413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:14.030443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:14.144378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:14.144534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:14.144595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:14.144627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:14.147895] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-05T20:34:14.148153] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-05T20:34:14.148270] [INFO ] [sig       ] VINP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:14.286647] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VINP.txt
[2025-12-05T20:34:14.286762] [INFO ] [sig       ] [3415/3626] Completed VINP in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:14.286799] [INFO ] [sig       ] [3416/3626] Forecasting VIPS...
[2025-12-05T20:34:14.286829] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-05T20:34:14.286861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-05T20:34:14.298498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-05T20:34:14.298823] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-05T20:34:14.299636] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-05T20:34:14.299684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:14.299715] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:14.299743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:14.299802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:14.360105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:14.360775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:14.360881] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:14.360913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:14.483797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:14.483944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:14.484007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:14.484069] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:14.487494] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=32.58%)
[2025-12-05T20:34:14.487783] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-05T20:34:14.487928] [INFO ] [sig       ] VIPS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:14.626426] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VIPS.txt
[2025-12-05T20:34:14.626596] [INFO ] [sig       ] [3416/3626] Completed VIPS in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:14.626637] [INFO ] [sig       ] [3417/3626] Forecasting VIRC...
[2025-12-05T20:34:14.626667] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-05T20:34:14.626697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-05T20:34:14.638672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-05T20:34:14.638999] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-05T20:34:14.639783] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-05T20:34:14.639831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:14.639864] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:14.639892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:14.639947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:14.696327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:14.697115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:14.697192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:14.697225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:14.819232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:14.819387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:14.819428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:14.819455] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:14.822848] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2025-12-05T20:34:14.823125] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-05T20:34:14.823248] [INFO ] [sig       ] VIRC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:14.961338] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VIRC.txt
[2025-12-05T20:34:14.961484] [INFO ] [sig       ] [3417/3626] Completed VIRC in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:14.961523] [INFO ] [sig       ] [3418/3626] Forecasting VITL...
[2025-12-05T20:34:14.961552] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-05T20:34:14.961602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-05T20:34:14.971931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-05T20:34:14.972214] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-05T20:34:14.972988] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-05T20:34:14.973038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:14.973069] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:14.973096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:14.973151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:15.029519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:15.030259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:15.030356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:15.030390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:15.154947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:15.155100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:15.155140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:15.155168] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:15.158509] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2025-12-05T20:34:15.158802] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-05T20:34:15.158949] [INFO ] [sig       ] VITL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:15.299772] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VITL.txt
[2025-12-05T20:34:15.299935] [INFO ] [sig       ] [3418/3626] Completed VITL in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:15.299982] [INFO ] [sig       ] [3419/3626] Forecasting VKQ...
[2025-12-05T20:34:15.300020] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-05T20:34:15.300051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-05T20:34:15.311186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-05T20:34:15.311541] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-05T20:34:15.312317] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-05T20:34:15.312368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:15.312399] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:15.312426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:15.312482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:15.369386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:15.370247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:15.370337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:15.370369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:15.488263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:15.488418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:15.488458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:15.488485] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:15.491829] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2025-12-05T20:34:15.492086] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-05T20:34:15.492203] [INFO ] [sig       ] VKQ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:15.629300] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VKQ.txt
[2025-12-05T20:34:15.629446] [INFO ] [sig       ] [3419/3626] Completed VKQ in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:15.629486] [INFO ] [sig       ] [3420/3626] Forecasting VKTX...
[2025-12-05T20:34:15.629514] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-05T20:34:15.629542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-05T20:34:15.640047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-05T20:34:15.640309] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-05T20:34:15.641066] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-05T20:34:15.641116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:15.641147] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:15.641186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:15.641242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:15.696613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:15.697185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:15.697259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:15.697290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:15.813874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:15.814033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:15.814075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:15.814103] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:15.817408] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-05T20:34:15.817693] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-05T20:34:15.817833] [INFO ] [sig       ] VKTX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:15.956491] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VKTX.txt
[2025-12-05T20:34:15.956638] [INFO ] [sig       ] [3420/3626] Completed VKTX in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:15.956679] [INFO ] [sig       ] [3421/3626] Forecasting VLGEA...
[2025-12-05T20:34:15.956708] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-05T20:34:15.956737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-05T20:34:15.967529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-05T20:34:15.967880] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-05T20:34:15.968646] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-05T20:34:15.968695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:15.968725] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:15.968752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:15.968807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:16.024481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:16.025202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:16.025286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:16.025319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:16.147685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:16.147831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:16.147869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:16.147899] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:16.151191] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=29.89%)
[2025-12-05T20:34:16.151442] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-05T20:34:16.151560] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:16.294047] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VLGEA.txt
[2025-12-05T20:34:16.294195] [INFO ] [sig       ] [3421/3626] Completed VLGEA in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.2m
[2025-12-05T20:34:16.294234] [INFO ] [sig       ] [3422/3626] Forecasting VLN...
[2025-12-05T20:34:16.294263] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-05T20:34:16.294292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-05T20:34:16.304924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-05T20:34:16.305232] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-05T20:34:16.306016] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-05T20:34:16.306066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:16.306098] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:16.306125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:16.306186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:16.365790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:16.366732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:16.366838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:16.366873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:16.488642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:16.488788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:16.488828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:16.488857] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:16.492306] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=91.62%)
[2025-12-05T20:34:16.492590] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-05T20:34:16.492740] [INFO ] [sig       ] VLN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:16.633306] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VLN.txt
[2025-12-05T20:34:16.633458] [INFO ] [sig       ] [3422/3626] Completed VLN in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:16.633496] [INFO ] [sig       ] [3423/3626] Forecasting VLO...
[2025-12-05T20:34:16.633526] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-05T20:34:16.633555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-05T20:34:16.644432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-05T20:34:16.644731] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-05T20:34:16.645470] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-05T20:34:16.645519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:16.645611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:16.645641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:16.645698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:16.700727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:16.701315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:16.701389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:16.701419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:16.823097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:16.823252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:16.823291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:16.823319] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:16.826610] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=39.70%)
[2025-12-05T20:34:16.826868] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-05T20:34:16.826986] [INFO ] [sig       ] VLO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:16.963876] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VLO.txt
[2025-12-05T20:34:16.964005] [INFO ] [sig       ] [3423/3626] Completed VLO in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:16.964043] [INFO ] [sig       ] [3424/3626] Forecasting VLRS...
[2025-12-05T20:34:16.964072] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-05T20:34:16.964107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-05T20:34:16.974688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-05T20:34:16.975031] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-05T20:34:16.975823] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-05T20:34:16.975875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:16.975908] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:16.975935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:16.975993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:17.032321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:17.033036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:17.033112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:17.033143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:17.151126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:17.151262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:17.151300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:17.151327] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:17.154557] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: UP (p=95.46%)
[2025-12-05T20:34:17.154833] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-05T20:34:17.154950] [INFO ] [sig       ] VLRS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:17.292328] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VLRS.txt
[2025-12-05T20:34:17.292470] [INFO ] [sig       ] [3424/3626] Completed VLRS in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:17.292507] [INFO ] [sig       ] [3425/3626] Forecasting VLTO...
[2025-12-05T20:34:17.292536] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-05T20:34:17.292565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-05T20:34:17.303458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-05T20:34:17.303806] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-05T20:34:17.304591] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-05T20:34:17.304646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:17.304679] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:17.304707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:17.304764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:17.361009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:17.361833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:17.361912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:17.361944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:17.484411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:17.484563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:17.484620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:17.484648] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:17.487945] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=66.38%)
[2025-12-05T20:34:17.488211] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-05T20:34:17.488330] [INFO ] [sig       ] VLTO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:17.626082] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VLTO.txt
[2025-12-05T20:34:17.626211] [INFO ] [sig       ] [3425/3626] Completed VLTO in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:17.626250] [INFO ] [sig       ] [3426/3626] Forecasting VLY...
[2025-12-05T20:34:17.626278] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-05T20:34:17.626308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-05T20:34:17.637016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-05T20:34:17.637297] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-05T20:34:17.638106] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-05T20:34:17.638158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:17.638190] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:17.638217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:17.638273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:17.696181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:17.696791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:17.696868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:17.696901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:17.816360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:17.816510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:17.816550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:17.816643] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:17.820194] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-05T20:34:17.820482] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-05T20:34:17.820638] [INFO ] [sig       ] VLY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:17.968105] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VLY.txt
[2025-12-05T20:34:17.968245] [INFO ] [sig       ] [3426/3626] Completed VLY in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:17.968282] [INFO ] [sig       ] [3427/3626] Forecasting VMBS...
[2025-12-05T20:34:17.968311] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-05T20:34:17.968340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-05T20:34:17.978821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-05T20:34:17.979110] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-05T20:34:17.979896] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-05T20:34:17.979946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:17.979978] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:17.980004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:17.980061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:18.038198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:18.038884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:18.038984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:18.039023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:18.156670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:18.156798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:18.156834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:18.156880] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:18.161517] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=37.50%)
[2025-12-05T20:34:18.161933] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-05T20:34:18.162094] [INFO ] [sig       ] VMBS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:18.297256] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VMBS.txt
[2025-12-05T20:34:18.297409] [INFO ] [sig       ] [3427/3626] Completed VMBS in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:18.297448] [INFO ] [sig       ] [3428/3626] Forecasting VMD...
[2025-12-05T20:34:18.297476] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-05T20:34:18.297504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-05T20:34:18.308163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-05T20:34:18.308449] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-05T20:34:18.309221] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-05T20:34:18.309270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:18.309299] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:18.309324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:18.309380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:18.365108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:18.365783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:18.365861] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:18.365893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:18.479884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:18.480036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:18.480080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:18.480111] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:18.483392] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-05T20:34:18.483675] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-05T20:34:18.483793] [INFO ] [sig       ] VMD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:18.638159] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VMD.txt
[2025-12-05T20:34:18.638309] [INFO ] [sig       ] [3428/3626] Completed VMD in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:18.638347] [INFO ] [sig       ] [3429/3626] Forecasting VMI...
[2025-12-05T20:34:18.638377] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-05T20:34:18.638407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-05T20:34:18.649308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-05T20:34:18.649605] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-05T20:34:18.650348] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-05T20:34:18.650397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:18.650427] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:18.650453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:18.650509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:18.707519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:18.708197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:18.708273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:18.708305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:18.834141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:18.834292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:18.834334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:18.834362] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:18.838072] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2025-12-05T20:34:18.838358] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-05T20:34:18.838490] [INFO ] [sig       ] VMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:18.978068] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VMI.txt
[2025-12-05T20:34:18.978204] [INFO ] [sig       ] [3429/3626] Completed VMI in 0.3s | 2.97 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-05T20:34:18.978242] [INFO ] [sig       ] [3430/3626] Forecasting VMO...
[2025-12-05T20:34:18.978272] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-05T20:34:18.978300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-05T20:34:18.989458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-05T20:34:18.989788] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-05T20:34:18.990617] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-05T20:34:18.990670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:18.990702] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:18.990728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:18.990783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:19.046874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:19.047449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:19.047525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:19.047556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:19.164131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:19.164291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:19.164334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:19.164361] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:19.167673] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2025-12-05T20:34:19.167961] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-05T20:34:19.168106] [INFO ] [sig       ] VMO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:19.305770] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VMO.txt
[2025-12-05T20:34:19.305894] [INFO ] [sig       ] [3430/3626] Completed VMO in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:19.305933] [INFO ] [sig       ] [3431/3626] Forecasting VNDA...
[2025-12-05T20:34:19.305960] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-05T20:34:19.305988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-05T20:34:19.316163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-05T20:34:19.316437] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-05T20:34:19.317182] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-05T20:34:19.317231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:19.317261] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:19.317287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:19.317371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:19.372794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:19.373372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:19.373446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:19.373477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:19.488112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:19.488260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:19.488301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:19.488331] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:19.491738] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2025-12-05T20:34:19.492003] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-05T20:34:19.492126] [INFO ] [sig       ] VNDA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:19.628816] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VNDA.txt
[2025-12-05T20:34:19.628972] [INFO ] [sig       ] [3431/3626] Completed VNDA in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:19.629012] [INFO ] [sig       ] [3432/3626] Forecasting VNO...
[2025-12-05T20:34:19.629043] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-05T20:34:19.629074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-05T20:34:19.639859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-05T20:34:19.640194] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-05T20:34:19.640993] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-05T20:34:19.641049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:19.641082] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:19.641109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:19.641168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:19.698476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:19.699306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:19.699386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:19.699419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:19.820847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:19.820993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:19.821033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:19.821060] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:19.824360] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=61.39%)
[2025-12-05T20:34:19.824632] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-05T20:34:19.824753] [INFO ] [sig       ] VNO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:19.962215] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VNO.txt
[2025-12-05T20:34:19.962362] [INFO ] [sig       ] [3432/3626] Completed VNO in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:19.962401] [INFO ] [sig       ] [3433/3626] Forecasting VNOM...
[2025-12-05T20:34:19.962428] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-05T20:34:19.962458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-05T20:34:19.973353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2025-12-05T20:34:19.973635] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-05T20:34:19.974430] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-05T20:34:19.974494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:19.974528] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:19.974556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:19.974640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:20.032684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:20.033506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:20.033657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:20.033693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:20.154692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:20.154839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:20.154878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:20.154906] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:20.158202] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-05T20:34:20.158465] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-05T20:34:20.158601] [INFO ] [sig       ] VNOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:20.295730] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VNOM.txt
[2025-12-05T20:34:20.295880] [INFO ] [sig       ] [3433/3626] Completed VNOM in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:20.295917] [INFO ] [sig       ] [3434/3626] Forecasting VNQI...
[2025-12-05T20:34:20.295946] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-05T20:34:20.295976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-05T20:34:20.306353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-05T20:34:20.306721] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-05T20:34:20.307469] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-05T20:34:20.307519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:20.307550] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:20.307596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:20.307655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:20.363607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:20.364402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:20.364480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:20.364512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:20.481761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:20.481909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:20.481947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:20.481975] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:20.485296] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-05T20:34:20.485556] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-05T20:34:20.485691] [INFO ] [sig       ] VNQI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:20.622880] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VNQI.txt
[2025-12-05T20:34:20.623005] [INFO ] [sig       ] [3434/3626] Completed VNQI in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:20.623043] [INFO ] [sig       ] [3435/3626] Forecasting VOC...
[2025-12-05T20:34:20.623070] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-05T20:34:20.623099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-05T20:34:20.634313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-05T20:34:20.634677] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-05T20:34:20.635435] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-05T20:34:20.635485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:20.635516] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:20.635541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:20.635616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:20.691410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:20.692249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:20.692329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:20.692360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:20.806306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:20.806464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:20.806503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:20.806530] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:20.809859] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=81.71%)
[2025-12-05T20:34:20.810151] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-05T20:34:20.810268] [INFO ] [sig       ] VOC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:20.947155] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VOC.txt
[2025-12-05T20:34:20.947287] [INFO ] [sig       ] [3435/3626] Completed VOC in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:20.947324] [INFO ] [sig       ] [3436/3626] Forecasting VOD...
[2025-12-05T20:34:20.947353] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-05T20:34:20.947383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-05T20:34:20.957954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-05T20:34:20.958391] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-05T20:34:20.959200] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-05T20:34:20.959253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:20.959284] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:20.959310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:20.959366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:21.017659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:21.018511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:21.018608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:21.018645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:21.135334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:21.135490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:21.135530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:21.135560] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:21.138986] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-05T20:34:21.139260] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-05T20:34:21.139383] [INFO ] [sig       ] VOD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:21.277055] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VOD.txt
[2025-12-05T20:34:21.277209] [INFO ] [sig       ] [3436/3626] Completed VOD in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:21.277274] [INFO ] [sig       ] [3437/3626] Forecasting VONE...
[2025-12-05T20:34:21.277306] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-05T20:34:21.277335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-05T20:34:21.287543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2025-12-05T20:34:21.287856] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-05T20:34:21.288632] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-05T20:34:21.288680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:21.288711] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:21.288737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:21.288793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:21.344719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:21.345317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:21.345391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:21.345423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:21.464353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:21.464503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:21.464541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:21.464585] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:21.467863] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-05T20:34:21.468125] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-05T20:34:21.468240] [INFO ] [sig       ] VONE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:21.612457] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VONE.txt
[2025-12-05T20:34:21.612604] [INFO ] [sig       ] [3437/3626] Completed VONE in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:21.612644] [INFO ] [sig       ] [3438/3626] Forecasting VONG...
[2025-12-05T20:34:21.612673] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-05T20:34:21.612702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-05T20:34:21.623499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2025-12-05T20:34:21.623756] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-05T20:34:21.624491] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-05T20:34:21.624540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:21.624589] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:21.624618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:21.624674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:21.683653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:21.684327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:21.684421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:21.684454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:21.808115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:21.808256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:21.808293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:21.808321] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:21.811637] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2025-12-05T20:34:21.811912] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-05T20:34:21.812031] [INFO ] [sig       ] VONG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:21.950321] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VONG.txt
[2025-12-05T20:34:21.950447] [INFO ] [sig       ] [3438/3626] Completed VONG in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.1m
[2025-12-05T20:34:21.950484] [INFO ] [sig       ] [3439/3626] Forecasting VOTE...
[2025-12-05T20:34:21.950512] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-05T20:34:21.950542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-05T20:34:21.960688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-05T20:34:21.960978] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-05T20:34:21.961739] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-05T20:34:21.961788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:21.961820] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:21.961845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:21.961903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:22.018314] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:22.019097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:22.019187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:22.019219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:22.135669] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:22.135823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:22.135861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:22.135889] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:22.139163] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=88.23%)
[2025-12-05T20:34:22.139426] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-05T20:34:22.139543] [INFO ] [sig       ] VOTE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:22.276451] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VOTE.txt
[2025-12-05T20:34:22.276603] [INFO ] [sig       ] [3439/3626] Completed VOTE in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:22.276644] [INFO ] [sig       ] [3440/3626] Forecasting VPG...
[2025-12-05T20:34:22.276672] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-05T20:34:22.276702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-05T20:34:22.287293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-05T20:34:22.287589] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-05T20:34:22.288489] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-05T20:34:22.288540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:22.288624] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:22.288653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:22.288709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:22.343882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:22.344499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:22.344587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:22.344622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:22.462930] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:22.463083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:22.463140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:22.463169] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:22.466502] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-05T20:34:22.466782] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-05T20:34:22.466901] [INFO ] [sig       ] VPG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:22.612419] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VPG.txt
[2025-12-05T20:34:22.612607] [INFO ] [sig       ] [3440/3626] Completed VPG in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:22.612655] [INFO ] [sig       ] [3441/3626] Forecasting VPLS...
[2025-12-05T20:34:22.612685] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-05T20:34:22.612716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-05T20:34:22.623096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-05T20:34:22.623395] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-05T20:34:22.624211] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-05T20:34:22.624261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:22.624291] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:22.624320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:22.624374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:22.679881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:22.680529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:22.680622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:22.680654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:22.797950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:22.798084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:22.798123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:22.798149] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:22.801433] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-05T20:34:22.801722] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-05T20:34:22.801845] [INFO ] [sig       ] VPLS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:22.939307] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VPLS.txt
[2025-12-05T20:34:22.939436] [INFO ] [sig       ] [3441/3626] Completed VPLS in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:22.939473] [INFO ] [sig       ] [3442/3626] Forecasting VRA...
[2025-12-05T20:34:22.939502] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-05T20:34:22.939532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-05T20:34:22.950760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-05T20:34:22.951108] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-05T20:34:22.951890] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-05T20:34:22.951939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:22.951971] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:22.951996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:22.952052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:23.008122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:23.008901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:23.008980] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:23.009011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:23.125399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:23.125543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:23.125598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:23.125627] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:23.128895] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2025-12-05T20:34:23.129156] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-05T20:34:23.129271] [INFO ] [sig       ] VRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:23.266112] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VRA.txt
[2025-12-05T20:34:23.266235] [INFO ] [sig       ] [3442/3626] Completed VRA in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:23.266272] [INFO ] [sig       ] [3443/3626] Forecasting VRCA...
[2025-12-05T20:34:23.266300] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-05T20:34:23.266330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-05T20:34:23.277307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-05T20:34:23.277601] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-05T20:34:23.278364] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-05T20:34:23.278413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:23.278444] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:23.278470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:23.278525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:23.334405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:23.335014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:23.335096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:23.335129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:23.455024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:23.455173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:23.455210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:23.455267] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:23.458658] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=41.18%)
[2025-12-05T20:34:23.458917] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-05T20:34:23.459050] [INFO ] [sig       ] VRCA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:23.597223] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VRCA.txt
[2025-12-05T20:34:23.597350] [INFO ] [sig       ] [3443/3626] Completed VRCA in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:23.597389] [INFO ] [sig       ] [3444/3626] Forecasting VRDN...
[2025-12-05T20:34:23.597417] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-05T20:34:23.597445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-05T20:34:23.609007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2025-12-05T20:34:23.609407] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-05T20:34:23.610192] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-05T20:34:23.610243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:23.610314] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:23.610344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:23.610399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:23.666599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:23.667366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:23.667443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:23.667475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:23.786543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:23.786707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:23.786745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:23.786773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:23.790052] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-05T20:34:23.790333] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-05T20:34:23.790450] [INFO ] [sig       ] VRDN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:23.928650] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRDN.txt
[2025-12-05T20:34:23.928768] [INFO ] [sig       ] [3444/3626] Completed VRDN in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:23.928804] [INFO ] [sig       ] [3445/3626] Forecasting VRE...
[2025-12-05T20:34:23.928833] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-05T20:34:23.928861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-05T20:34:23.939236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-05T20:34:23.939485] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-05T20:34:23.940240] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-05T20:34:23.940289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:23.940319] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:23.940345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:23.940401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:23.996774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:23.997474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:23.997550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:23.997600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:24.115215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:24.115375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:24.115415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:24.115445] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:24.118832] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: UP (p=99.76%)
[2025-12-05T20:34:24.119147] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-05T20:34:24.119284] [INFO ] [sig       ] VRE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:24.258516] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRE.txt
[2025-12-05T20:34:24.258666] [INFO ] [sig       ] [3445/3626] Completed VRE in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:24.258704] [INFO ] [sig       ] [3446/3626] Forecasting VREX...
[2025-12-05T20:34:24.258733] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-05T20:34:24.258763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-05T20:34:24.272119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-05T20:34:24.272750] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-05T20:34:24.273900] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-05T20:34:24.273958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:24.273991] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:24.274018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:24.274076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:24.330798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:24.331918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:24.332019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:24.332053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:24.454199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:24.454397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:24.454442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:24.454470] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:24.458139] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-05T20:34:24.458440] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-05T20:34:24.458585] [INFO ] [sig       ] VREX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:24.598698] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VREX.txt
[2025-12-05T20:34:24.598862] [INFO ] [sig       ] [3446/3626] Completed VREX in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:24.598900] [INFO ] [sig       ] [3447/3626] Forecasting VRIG...
[2025-12-05T20:34:24.598927] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-05T20:34:24.598957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-05T20:34:24.609401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-05T20:34:24.609683] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-05T20:34:24.610433] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-05T20:34:24.610481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:24.610512] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:24.610538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:24.610616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:24.666114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:24.666872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:24.666966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:24.667000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:24.759968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:24.760123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:24.760162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:24.760190] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:24.763458] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2025-12-05T20:34:24.763741] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-05T20:34:24.763856] [INFO ] [sig       ] VRIG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:24.899630] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRIG.txt
[2025-12-05T20:34:24.899745] [INFO ] [sig       ] [3447/3626] Completed VRIG in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 1.0m
[2025-12-05T20:34:24.899781] [INFO ] [sig       ] [3448/3626] Forecasting VRNS...
[2025-12-05T20:34:24.899818] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-05T20:34:24.899848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-05T20:34:24.910969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2025-12-05T20:34:24.911358] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-05T20:34:24.912169] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-05T20:34:24.912220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:24.912251] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:24.912277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:24.912332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:24.967689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:24.968569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:24.968674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:24.968705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:25.092539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:25.092722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:25.092763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:25.092790] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:25.096148] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-05T20:34:25.096418] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-05T20:34:25.096538] [INFO ] [sig       ] VRNS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:25.235112] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VRNS.txt
[2025-12-05T20:34:25.235293] [INFO ] [sig       ] [3448/3626] Completed VRNS in 0.3s | 2.97 sym/s | Total: 19.3m | ETA: 59.9s
[2025-12-05T20:34:25.235334] [INFO ] [sig       ] [3449/3626] Forecasting VRRM...
[2025-12-05T20:34:25.235363] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-05T20:34:25.235392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-05T20:34:25.246231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-05T20:34:25.246640] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-05T20:34:25.247424] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-05T20:34:25.247474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:25.247505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:25.247530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:25.247603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:25.303421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:25.304285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:25.304384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:25.304416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:25.423723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:25.423876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:25.423916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:25.423944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:25.427242] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=90.64%)
[2025-12-05T20:34:25.427505] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-05T20:34:25.427640] [INFO ] [sig       ] VRRM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:25.562839] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRRM.txt
[2025-12-05T20:34:25.562957] [INFO ] [sig       ] [3449/3626] Completed VRRM in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 59.6s
[2025-12-05T20:34:25.562994] [INFO ] [sig       ] [3450/3626] Forecasting VRSK...
[2025-12-05T20:34:25.563023] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-05T20:34:25.563051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-05T20:34:25.574432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-05T20:34:25.574857] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-05T20:34:25.575675] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-05T20:34:25.575725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:25.575756] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:25.575782] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:25.575837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:25.633337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:25.634260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:25.634382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:25.634417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:25.755681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:25.755845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:25.755888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:25.755916] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:25.759386] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-05T20:34:25.759688] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-05T20:34:25.759816] [INFO ] [sig       ] VRSK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:25.897654] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRSK.txt
[2025-12-05T20:34:25.897778] [INFO ] [sig       ] [3450/3626] Completed VRSK in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 59.3s
[2025-12-05T20:34:25.897835] [INFO ] [sig       ] [3451/3626] Forecasting VRSN...
[2025-12-05T20:34:25.897868] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-05T20:34:25.897899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-05T20:34:25.909592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-05T20:34:25.910000] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-05T20:34:25.910874] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-05T20:34:25.910926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:25.910958] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:25.910984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:25.911039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:25.968273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:25.969139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:25.969219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:25.969254] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:26.092921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:26.093138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:26.093180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:26.093226] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:26.096681] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-05T20:34:26.096961] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-05T20:34:26.097085] [INFO ] [sig       ] VRSN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:26.234076] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRSN.txt
[2025-12-05T20:34:26.234204] [INFO ] [sig       ] [3451/3626] Completed VRSN in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 58.9s
[2025-12-05T20:34:26.234244] [INFO ] [sig       ] [3452/3626] Forecasting VRTS...
[2025-12-05T20:34:26.234274] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-05T20:34:26.234302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-05T20:34:26.245539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-05T20:34:26.245868] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-05T20:34:26.246643] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-05T20:34:26.246692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:26.246722] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:26.246747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:26.246801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:26.302405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:26.303028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:26.303103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:26.303137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:26.421876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:26.422018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:26.422056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:26.422083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:26.425324] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=95.92%)
[2025-12-05T20:34:26.425604] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-05T20:34:26.425724] [INFO ] [sig       ] VRTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:26.563970] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRTS.txt
[2025-12-05T20:34:26.564088] [INFO ] [sig       ] [3452/3626] Completed VRTS in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 58.6s
[2025-12-05T20:34:26.564125] [INFO ] [sig       ] [3453/3626] Forecasting VRTX...
[2025-12-05T20:34:26.564156] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-05T20:34:26.564189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-05T20:34:26.575750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2025-12-05T20:34:26.576103] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-05T20:34:26.576944] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-05T20:34:26.576994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:26.577027] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:26.577052] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:26.577108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:26.635245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:26.636134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:26.636263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:26.636298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:26.754657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:26.754821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:26.754863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:26.754890] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:26.758175] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=81.60%)
[2025-12-05T20:34:26.758445] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-05T20:34:26.758568] [INFO ] [sig       ] VRTX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:26.898061] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VRTX.txt
[2025-12-05T20:34:26.898242] [INFO ] [sig       ] [3453/3626] Completed VRTX in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 58.2s
[2025-12-05T20:34:26.898280] [INFO ] [sig       ] [3454/3626] Forecasting VS...
[2025-12-05T20:34:26.898311] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-05T20:34:26.898340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-05T20:34:26.908681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-05T20:34:26.909007] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-05T20:34:26.909803] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-05T20:34:26.909852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:26.909883] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:26.909910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:26.909965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:26.966327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:26.967149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:26.967229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:26.967260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:27.077985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:27.078146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:27.078187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:27.078216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:27.081560] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=92.30%)
[2025-12-05T20:34:27.081847] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-05T20:34:27.081971] [INFO ] [sig       ] VS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:27.219231] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VS.txt
[2025-12-05T20:34:27.219380] [INFO ] [sig       ] [3454/3626] Completed VS in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 57.9s
[2025-12-05T20:34:27.219418] [INFO ] [sig       ] [3455/3626] Forecasting VSCO...
[2025-12-05T20:34:27.219446] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-05T20:34:27.219475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-05T20:34:27.230252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-05T20:34:27.230553] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-05T20:34:27.231338] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-05T20:34:27.231388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:27.231419] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:27.231459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:27.231516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:27.286763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:27.287345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:27.287420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:27.287452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:27.402535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:27.402703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:27.402742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:27.402770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:27.406106] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-05T20:34:27.406376] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-05T20:34:27.406500] [INFO ] [sig       ] VSCO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:27.545980] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VSCO.txt
[2025-12-05T20:34:27.546131] [INFO ] [sig       ] [3455/3626] Completed VSCO in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 57.6s
[2025-12-05T20:34:27.546169] [INFO ] [sig       ] [3456/3626] Forecasting VSDA...
[2025-12-05T20:34:27.546198] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-05T20:34:27.546227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-05T20:34:27.556420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-05T20:34:27.556726] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-05T20:34:27.557457] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-05T20:34:27.557506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:27.557537] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:27.557562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:27.557635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:27.616398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:27.617636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:27.617711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:27.617742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:27.725733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:27.725877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:27.725916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:27.725944] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:27.729183] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-12-05T20:34:27.729435] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-05T20:34:27.729552] [INFO ] [sig       ] VSDA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:27.865722] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VSDA.txt
[2025-12-05T20:34:27.865841] [INFO ] [sig       ] [3456/3626] Completed VSDA in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 57.2s
[2025-12-05T20:34:27.865879] [INFO ] [sig       ] [3457/3626] Forecasting VSEC...
[2025-12-05T20:34:27.865907] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-05T20:34:27.865936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-05T20:34:27.877386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-05T20:34:27.877712] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-05T20:34:27.878519] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-05T20:34:27.878586] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:27.878644] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:27.878672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:27.878728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:27.936140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:27.936881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:27.936959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:27.936992] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:28.057933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:28.058103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:28.058158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:28.058190] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:28.061588] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2025-12-05T20:34:28.061851] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-05T20:34:28.061972] [INFO ] [sig       ] VSEC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:28.200823] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VSEC.txt
[2025-12-05T20:34:28.200970] [INFO ] [sig       ] [3457/3626] Completed VSEC in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 56.9s
[2025-12-05T20:34:28.201008] [INFO ] [sig       ] [3458/3626] Forecasting VSH...
[2025-12-05T20:34:28.201040] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-05T20:34:28.201070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-05T20:34:28.212812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-05T20:34:28.213177] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-05T20:34:28.214007] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-05T20:34:28.214058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:28.214090] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:28.214117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:28.214174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:28.270287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:28.270923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:28.270996] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:28.271027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:28.390778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:28.390927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:28.390966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:28.390994] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:28.394314] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=92.06%)
[2025-12-05T20:34:28.394586] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-05T20:34:28.394706] [INFO ] [sig       ] VSH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:28.533453] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VSH.txt
[2025-12-05T20:34:28.533618] [INFO ] [sig       ] [3458/3626] Completed VSH in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 56.6s
[2025-12-05T20:34:28.533659] [INFO ] [sig       ] [3459/3626] Forecasting VSTM...
[2025-12-05T20:34:28.533688] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-05T20:34:28.533724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-05T20:34:28.544347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-05T20:34:28.544715] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-05T20:34:28.545474] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-05T20:34:28.545525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:28.545559] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:28.545614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:28.545681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:28.602629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:28.603460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:28.603540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:28.603592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:28.722034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:28.722179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:28.722221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:28.722248] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:28.725479] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-05T20:34:28.725751] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-05T20:34:28.725868] [INFO ] [sig       ] VSTM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:28.863487] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VSTM.txt
[2025-12-05T20:34:28.863654] [INFO ] [sig       ] [3459/3626] Completed VSTM in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 56.2s
[2025-12-05T20:34:28.863718] [INFO ] [sig       ] [3460/3626] Forecasting VSTS...
[2025-12-05T20:34:28.863748] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-05T20:34:28.863778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-05T20:34:28.874414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2025-12-05T20:34:28.874717] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-05T20:34:28.875451] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-05T20:34:28.875500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:28.875530] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:28.875556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:28.875650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:28.931445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:28.932209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:28.932285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:28.932317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:29.052815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:29.052947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:29.052983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:29.053050] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:29.056369] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=42.51%)
[2025-12-05T20:34:29.056640] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-05T20:34:29.056763] [INFO ] [sig       ] VSTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:29.197339] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VSTS.txt
[2025-12-05T20:34:29.197476] [INFO ] [sig       ] [3460/3626] Completed VSTS in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 55.9s
[2025-12-05T20:34:29.197514] [INFO ] [sig       ] [3461/3626] Forecasting VTC...
[2025-12-05T20:34:29.197543] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-05T20:34:29.197587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-05T20:34:29.208445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-05T20:34:29.208864] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-05T20:34:29.209739] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-05T20:34:29.209800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:29.209832] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:29.209857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:29.209914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:29.266087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:29.266913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:29.266990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:29.267021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:29.382171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:29.382323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:29.382361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:29.382388] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:29.385707] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=88.98%)
[2025-12-05T20:34:29.385963] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-05T20:34:29.386084] [INFO ] [sig       ] VTC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:29.522086] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTC.txt
[2025-12-05T20:34:29.522207] [INFO ] [sig       ] [3461/3626] Completed VTC in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 55.6s
[2025-12-05T20:34:29.522245] [INFO ] [sig       ] [3462/3626] Forecasting VTEX...
[2025-12-05T20:34:29.522272] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-05T20:34:29.522300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-05T20:34:29.532878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2025-12-05T20:34:29.533133] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-05T20:34:29.533925] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-05T20:34:29.533978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:29.534011] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:29.534038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:29.534097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:29.591906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:29.592553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:29.592644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:29.592679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:29.707329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:29.707474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:29.707511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:29.707557] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:29.710877] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-05T20:34:29.711136] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-05T20:34:29.711268] [INFO ] [sig       ] VTEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:29.849307] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTEX.txt
[2025-12-05T20:34:29.849439] [INFO ] [sig       ] [3462/3626] Completed VTEX in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 55.2s
[2025-12-05T20:34:29.849476] [INFO ] [sig       ] [3463/3626] Forecasting VTGN...
[2025-12-05T20:34:29.849504] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-05T20:34:29.849535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-05T20:34:29.860973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-05T20:34:29.861352] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-05T20:34:29.862198] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-05T20:34:29.862249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:29.862282] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:29.862309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:29.862365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:29.920406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:29.921291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:29.921374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:29.921407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:30.045673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:30.045825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:30.045864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:30.045891] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:30.049160] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-05T20:34:30.049434] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-05T20:34:30.049557] [INFO ] [sig       ] VTGN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:30.187098] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTGN.txt
[2025-12-05T20:34:30.187218] [INFO ] [sig       ] [3463/3626] Completed VTGN in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 54.9s
[2025-12-05T20:34:30.187256] [INFO ] [sig       ] [3464/3626] Forecasting VTIP...
[2025-12-05T20:34:30.187284] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-05T20:34:30.187312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-05T20:34:30.198050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2025-12-05T20:34:30.198417] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-05T20:34:30.199234] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-05T20:34:30.199287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:30.199320] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:30.199348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:30.199406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:30.256935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:30.257827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:30.257913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:30.257946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:30.376797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:30.376937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:30.376976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:30.377004] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:30.380277] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: DOWN (p=21.06%)
[2025-12-05T20:34:30.380537] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-05T20:34:30.380674] [INFO ] [sig       ] VTIP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:30.517341] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTIP.txt
[2025-12-05T20:34:30.517459] [INFO ] [sig       ] [3464/3626] Completed VTIP in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 54.5s
[2025-12-05T20:34:30.517496] [INFO ] [sig       ] [3465/3626] Forecasting VTLE...
[2025-12-05T20:34:30.517525] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-05T20:34:30.517553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-05T20:34:30.528056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-05T20:34:30.528346] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-05T20:34:30.529155] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-05T20:34:30.529205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:30.529236] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:30.529262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:30.529317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:30.585327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:30.585922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:30.585994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:30.586025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:30.704616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:30.704768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:30.704809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:30.704837] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:30.708100] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: UP (p=84.69%)
[2025-12-05T20:34:30.708396] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-05T20:34:30.708520] [INFO ] [sig       ] VTLE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:30.845942] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTLE.txt
[2025-12-05T20:34:30.846084] [INFO ] [sig       ] [3465/3626] Completed VTLE in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 54.2s
[2025-12-05T20:34:30.846124] [INFO ] [sig       ] [3466/3626] Forecasting VTMX...
[2025-12-05T20:34:30.846152] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-05T20:34:30.846180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-05T20:34:30.862965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-05T20:34:30.863521] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-05T20:34:30.864471] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-05T20:34:30.864522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:30.864554] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:30.864597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:30.864673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:30.920362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:30.921371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:30.921460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:30.921692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:31.042890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:31.043050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:31.043089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:31.043117] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:31.046445] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-05T20:34:31.046728] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-05T20:34:31.046851] [INFO ] [sig       ] VTMX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:31.186462] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTMX.txt
[2025-12-05T20:34:31.186642] [INFO ] [sig       ] [3466/3626] Completed VTMX in 0.3s | 2.97 sym/s | Total: 19.4m | ETA: 53.9s
[2025-12-05T20:34:31.186684] [INFO ] [sig       ] [3467/3626] Forecasting VTN...
[2025-12-05T20:34:31.186713] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-05T20:34:31.186742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-05T20:34:31.198068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2025-12-05T20:34:31.198465] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-05T20:34:31.199241] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-05T20:34:31.199291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:31.199321] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:31.199349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:31.199404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:31.255127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:31.255995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:31.256128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:31.256161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:31.369060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:31.369219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:31.369259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:31.369287] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:31.372551] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2025-12-05T20:34:31.372833] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-05T20:34:31.372950] [INFO ] [sig       ] VTN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:31.509844] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTN.txt
[2025-12-05T20:34:31.509959] [INFO ] [sig       ] [3467/3626] Completed VTN in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 53.5s
[2025-12-05T20:34:31.509995] [INFO ] [sig       ] [3468/3626] Forecasting VTOL...
[2025-12-05T20:34:31.510025] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-05T20:34:31.510053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-05T20:34:31.520539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-05T20:34:31.520820] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-05T20:34:31.521546] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-05T20:34:31.521626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:31.521659] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:31.521685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:31.521740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:31.577399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:31.578026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:31.578098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:31.578130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:31.691911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:31.692058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:31.692096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:31.692124] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:31.695348] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2025-12-05T20:34:31.695623] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-05T20:34:31.695742] [INFO ] [sig       ] VTOL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:31.834028] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTOL.txt
[2025-12-05T20:34:31.834184] [INFO ] [sig       ] [3468/3626] Completed VTOL in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 53.2s
[2025-12-05T20:34:31.834224] [INFO ] [sig       ] [3469/3626] Forecasting VTRS...
[2025-12-05T20:34:31.834253] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-05T20:34:31.834285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-05T20:34:31.846104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-05T20:34:31.846469] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-05T20:34:31.847255] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-05T20:34:31.847306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:31.847338] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:31.847365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:31.847422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:31.902332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:31.903196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:31.903277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:31.903308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:32.028899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:32.029081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:32.029129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:32.029159] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:32.032666] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2025-12-05T20:34:32.032966] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-05T20:34:32.033097] [INFO ] [sig       ] VTRS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:32.170009] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTRS.txt
[2025-12-05T20:34:32.170155] [INFO ] [sig       ] [3469/3626] Completed VTRS in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 52.9s
[2025-12-05T20:34:32.170192] [INFO ] [sig       ] [3470/3626] Forecasting VTS...
[2025-12-05T20:34:32.170221] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-05T20:34:32.170252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-05T20:34:32.181522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-05T20:34:32.181854] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-05T20:34:32.182609] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-05T20:34:32.182659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:32.182691] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:32.182717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:32.182772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:32.238313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:32.239147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:32.239228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:32.239260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:32.353451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:32.353626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:32.353668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:32.353697] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:32.356957] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=92.55%)
[2025-12-05T20:34:32.357214] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-05T20:34:32.357331] [INFO ] [sig       ] VTS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:32.494567] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTS.txt
[2025-12-05T20:34:32.494726] [INFO ] [sig       ] [3470/3626] Completed VTS in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 52.5s
[2025-12-05T20:34:32.494764] [INFO ] [sig       ] [3471/3626] Forecasting VTSI...
[2025-12-05T20:34:32.494791] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-05T20:34:32.494821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-05T20:34:32.505127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-05T20:34:32.505404] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-05T20:34:32.506158] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-05T20:34:32.506208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:32.506239] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:32.506265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:32.506324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:32.561973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:32.562646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:32.562720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:32.562751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:32.680047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:32.680201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:32.680239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:32.680266] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:32.683517] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-05T20:34:32.683793] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-05T20:34:32.683909] [INFO ] [sig       ] VTSI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:32.820598] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTSI.txt
[2025-12-05T20:34:32.820722] [INFO ] [sig       ] [3471/3626] Completed VTSI in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 52.2s
[2025-12-05T20:34:32.820758] [INFO ] [sig       ] [3472/3626] Forecasting VTWG...
[2025-12-05T20:34:32.820786] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-05T20:34:32.820816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-05T20:34:32.832326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-05T20:34:32.832737] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-05T20:34:32.833550] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-05T20:34:32.833620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:32.833655] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:32.833683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:32.833741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:32.894007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:32.894916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:32.895003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:32.895037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:33.021046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:33.021183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:33.021226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:33.021256] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:33.024988] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=3.52%)
[2025-12-05T20:34:33.025309] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-05T20:34:33.025456] [INFO ] [sig       ] VTWG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:33.173292] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTWG.txt
[2025-12-05T20:34:33.173440] [INFO ] [sig       ] [3472/3626] Completed VTWG in 0.4s | 2.97 sym/s | Total: 19.5m | ETA: 51.8s
[2025-12-05T20:34:33.173479] [INFO ] [sig       ] [3473/3626] Forecasting VTWO...
[2025-12-05T20:34:33.173508] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-05T20:34:33.173538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-05T20:34:33.185023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-05T20:34:33.185409] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-05T20:34:33.186221] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-05T20:34:33.186273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:33.186307] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:33.186336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:33.186394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:33.245599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:33.246449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:33.246532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:33.246566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:33.366889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:33.367038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:33.367077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:33.367106] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:33.370444] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=22.86%)
[2025-12-05T20:34:33.370756] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-05T20:34:33.370877] [INFO ] [sig       ] VTWO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:33.512265] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VTWO.txt
[2025-12-05T20:34:33.512413] [INFO ] [sig       ] [3473/3626] Completed VTWO in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 51.5s
[2025-12-05T20:34:33.512451] [INFO ] [sig       ] [3474/3626] Forecasting VTYX...
[2025-12-05T20:34:33.512481] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-05T20:34:33.512511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-05T20:34:33.523548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-05T20:34:33.523885] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-05T20:34:33.524656] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-05T20:34:33.524707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:33.524764] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:33.524792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:33.524849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:33.580132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:33.580912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:33.580989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:33.581021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:33.700865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:33.701025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:33.701064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:33.701092] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:33.704454] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-05T20:34:33.704768] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-05T20:34:33.704897] [INFO ] [sig       ] VTYX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:33.842232] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VTYX.txt
[2025-12-05T20:34:33.842413] [INFO ] [sig       ] [3474/3626] Completed VTYX in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 51.2s
[2025-12-05T20:34:33.842462] [INFO ] [sig       ] [3475/3626] Forecasting VUZI...
[2025-12-05T20:34:33.842499] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-05T20:34:33.842529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-05T20:34:33.853147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-05T20:34:33.853491] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-05T20:34:33.854250] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-05T20:34:33.854300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:33.854332] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:33.854359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:33.854416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:33.911948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:33.912794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:33.912879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:33.912913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:34.032073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:34.032254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:34.032295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:34.032323] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:34.035710] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2025-12-05T20:34:34.036007] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-05T20:34:34.036139] [INFO ] [sig       ] VUZI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:34.177991] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VUZI.txt
[2025-12-05T20:34:34.178160] [INFO ] [sig       ] [3475/3626] Completed VUZI in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 50.8s
[2025-12-05T20:34:34.178199] [INFO ] [sig       ] [3476/3626] Forecasting VVOS...
[2025-12-05T20:34:34.178230] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-05T20:34:34.178263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-05T20:34:34.189944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-05T20:34:34.190326] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-05T20:34:34.191137] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-05T20:34:34.191190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:34.191224] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:34.191253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:34.191320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:34.250884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:34.251779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:34.251860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:34.251893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:34.376108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:34.376337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:34.376399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:34.376443] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:34.381239] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=57.73%)
[2025-12-05T20:34:34.381642] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-05T20:34:34.381814] [INFO ] [sig       ] VVOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:34.537047] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VVOS.txt
[2025-12-05T20:34:34.537190] [INFO ] [sig       ] [3476/3626] Completed VVOS in 0.4s | 2.97 sym/s | Total: 19.5m | ETA: 50.5s
[2025-12-05T20:34:34.537229] [INFO ] [sig       ] [3477/3626] Forecasting VVX...
[2025-12-05T20:34:34.537259] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-05T20:34:34.537289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-05T20:34:34.548444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-05T20:34:34.548811] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-05T20:34:34.549589] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-05T20:34:34.549661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:34.549693] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:34.549720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:34.549774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:34.607361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:34.608331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:34.608429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:34.608469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:34.731626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:34.731778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:34.731817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:34.731876] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:34.735310] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-05T20:34:34.735603] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-05T20:34:34.735746] [INFO ] [sig       ] VVX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:34.875838] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VVX.txt
[2025-12-05T20:34:34.875963] [INFO ] [sig       ] [3477/3626] Completed VVX in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 50.2s
[2025-12-05T20:34:34.876001] [INFO ] [sig       ] [3478/3626] Forecasting VWOB...
[2025-12-05T20:34:34.876030] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-05T20:34:34.876060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-05T20:34:34.886783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-05T20:34:34.887032] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-05T20:34:34.887845] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-05T20:34:34.887904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:34.887935] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:34.887961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:34.888017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:34.946099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:34.947062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:34.947144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:34.947176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:35.071757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:35.071898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:35.071936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:35.071963] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:35.075267] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2025-12-05T20:34:35.075541] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-05T20:34:35.075682] [INFO ] [sig       ] VWOB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:35.215458] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VWOB.txt
[2025-12-05T20:34:35.215611] [INFO ] [sig       ] [3478/3626] Completed VWOB in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 49.8s
[2025-12-05T20:34:35.215653] [INFO ] [sig       ] [3479/3626] Forecasting VXUS...
[2025-12-05T20:34:35.215682] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-05T20:34:35.215711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-05T20:34:35.227361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-05T20:34:35.227724] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-05T20:34:35.228602] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-05T20:34:35.228667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:35.228700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:35.228725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:35.228780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:35.285504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:35.286371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:35.286455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:35.286487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:35.411856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:35.412013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:35.412054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:35.412083] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:35.415548] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-05T20:34:35.415876] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-05T20:34:35.416003] [INFO ] [sig       ] VXUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:35.552476] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VXUS.txt
[2025-12-05T20:34:35.552645] [INFO ] [sig       ] [3479/3626] Completed VXUS in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 49.5s
[2025-12-05T20:34:35.552685] [INFO ] [sig       ] [3480/3626] Forecasting VYMI...
[2025-12-05T20:34:35.552714] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-05T20:34:35.552744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-05T20:34:35.563619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-05T20:34:35.563938] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-05T20:34:35.564742] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-05T20:34:35.564791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:35.564821] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:35.564847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:35.564901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:35.621538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:35.622478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:35.622565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:35.622620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:35.738753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:35.738913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:35.738955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:35.738983] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:35.742443] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-05T20:34:35.742773] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-05T20:34:35.742907] [INFO ] [sig       ] VYMI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:35.880123] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VYMI.txt
[2025-12-05T20:34:35.880261] [INFO ] [sig       ] [3480/3626] Completed VYMI in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 49.2s
[2025-12-05T20:34:35.880299] [INFO ] [sig       ] [3481/3626] Forecasting VYX...
[2025-12-05T20:34:35.880326] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-05T20:34:35.880355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-05T20:34:35.891566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-05T20:34:35.891897] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-05T20:34:35.892727] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-05T20:34:35.892778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:35.892810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:35.892838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:35.892895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:35.950110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:35.950788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:35.950863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:35.950894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:36.071831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:36.071982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:36.072022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:36.072049] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:36.076156] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=79.26%)
[2025-12-05T20:34:36.076490] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-05T20:34:36.076663] [INFO ] [sig       ] VYX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:36.214512] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/VYX.txt
[2025-12-05T20:34:36.214648] [INFO ] [sig       ] [3481/3626] Completed VYX in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 48.8s
[2025-12-05T20:34:36.214686] [INFO ] [sig       ] [3482/3626] Forecasting VZ...
[2025-12-05T20:34:36.214715] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-05T20:34:36.214743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-05T20:34:36.225867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-05T20:34:36.226237] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-05T20:34:36.227032] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-05T20:34:36.227081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:36.227111] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:36.227136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:36.227191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:36.283534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:36.284397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:36.284478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:36.284510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:36.405628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:36.405784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:36.405830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:36.405858] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:36.409285] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-05T20:34:36.409557] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-05T20:34:36.409698] [INFO ] [sig       ] VZ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:36.547648] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/VZ.txt
[2025-12-05T20:34:36.547775] [INFO ] [sig       ] [3482/3626] Completed VZ in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 48.5s
[2025-12-05T20:34:36.547835] [INFO ] [sig       ] [3483/3626] Forecasting WAB...
[2025-12-05T20:34:36.547867] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-05T20:34:36.547899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-05T20:34:36.559662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-05T20:34:36.559977] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-05T20:34:36.560810] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-05T20:34:36.560860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:36.560892] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:36.560919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:36.560975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:36.621018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:36.621922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:36.622023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:36.622070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:36.745777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:36.745931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:36.745971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:36.746001] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:36.749899] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=87.27%)
[2025-12-05T20:34:36.750192] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-05T20:34:36.750323] [INFO ] [sig       ] WAB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:36.896023] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WAB.txt
[2025-12-05T20:34:36.896173] [INFO ] [sig       ] [3483/3626] Completed WAB in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 48.1s
[2025-12-05T20:34:36.896213] [INFO ] [sig       ] [3484/3626] Forecasting WABC...
[2025-12-05T20:34:36.896242] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-05T20:34:36.896273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-05T20:34:36.907163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-05T20:34:36.907508] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-05T20:34:36.908351] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-05T20:34:36.908403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:36.908434] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:36.908462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:36.908518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:36.967713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:36.968541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:36.968635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:36.968701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:37.088429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:37.088598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:37.088641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:37.088670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:37.092063] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-05T20:34:37.092335] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-05T20:34:37.092478] [INFO ] [sig       ] WABC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:37.235553] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WABC.txt
[2025-12-05T20:34:37.235722] [INFO ] [sig       ] [3484/3626] Completed WABC in 0.3s | 2.97 sym/s | Total: 19.5m | ETA: 47.8s
[2025-12-05T20:34:37.235760] [INFO ] [sig       ] [3485/3626] Forecasting WAFD...
[2025-12-05T20:34:37.235789] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-05T20:34:37.235819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-05T20:34:37.246301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-05T20:34:37.246628] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-05T20:34:37.247372] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-05T20:34:37.247420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:37.247451] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:37.247477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:37.247532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:37.306416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:37.307334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:37.307412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:37.307444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:37.426171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:37.426327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:37.426366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:37.426393] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:37.429715] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-05T20:34:37.429970] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-05T20:34:37.430088] [INFO ] [sig       ] WAFD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:37.565312] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WAFD.txt
[2025-12-05T20:34:37.565461] [INFO ] [sig       ] [3485/3626] Completed WAFD in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 47.5s
[2025-12-05T20:34:37.565500] [INFO ] [sig       ] [3486/3626] Forecasting WAFDP...
[2025-12-05T20:34:37.565528] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-05T20:34:37.565558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-05T20:34:37.575965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-05T20:34:37.576256] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-05T20:34:37.577068] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-05T20:34:37.577118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:37.577150] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:37.577177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:37.577234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:37.634903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:37.635637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:37.635713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:37.635746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:37.743097] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:37.743250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:37.743307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:37.743336] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:37.746621] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-05T20:34:37.746882] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-05T20:34:37.747001] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:37.885365] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WAFDP.txt
[2025-12-05T20:34:37.885531] [INFO ] [sig       ] [3486/3626] Completed WAFDP in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 47.1s
[2025-12-05T20:34:37.885588] [INFO ] [sig       ] [3487/3626] Forecasting WAL...
[2025-12-05T20:34:37.885620] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-05T20:34:37.885649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-05T20:34:37.896665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-05T20:34:37.896992] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-05T20:34:37.897788] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-05T20:34:37.897895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:37.897933] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:37.897968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:37.898031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:37.954358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:37.955223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:37.955306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:37.955339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:38.074439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:38.074618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:38.074659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:38.074686] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:38.077991] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-05T20:34:38.078254] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-05T20:34:38.078373] [INFO ] [sig       ] WAL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:38.214889] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WAL.txt
[2025-12-05T20:34:38.215084] [INFO ] [sig       ] [3487/3626] Completed WAL in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 46.8s
[2025-12-05T20:34:38.215146] [INFO ] [sig       ] [3488/3626] Forecasting WALD...
[2025-12-05T20:34:38.215188] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-05T20:34:38.215228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-05T20:34:38.226095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-05T20:34:38.226396] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-05T20:34:38.227221] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-05T20:34:38.227272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:38.227305] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:38.227332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:38.227389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:38.284099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:38.284827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:38.284902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:38.284935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:38.402894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:38.403042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:38.403082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:38.403109] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:38.406453] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2025-12-05T20:34:38.406730] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-05T20:34:38.406849] [INFO ] [sig       ] WALD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:38.546324] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WALD.txt
[2025-12-05T20:34:38.546460] [INFO ] [sig       ] [3488/3626] Completed WALD in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 46.5s
[2025-12-05T20:34:38.546504] [INFO ] [sig       ] [3489/3626] Forecasting WASH...
[2025-12-05T20:34:38.546539] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-05T20:34:38.546593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-05T20:34:38.558115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-05T20:34:38.558426] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-05T20:34:38.559236] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-05T20:34:38.559286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:38.559317] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:38.559344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:38.559401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:38.617094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:38.617841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:38.617924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:38.617956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:38.738030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:38.738179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:38.738219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:38.738247] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:38.741558] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=38.53%)
[2025-12-05T20:34:38.741850] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-05T20:34:38.741973] [INFO ] [sig       ] WASH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:38.889771] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WASH.txt
[2025-12-05T20:34:38.889900] [INFO ] [sig       ] [3489/3626] Completed WASH in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 46.1s
[2025-12-05T20:34:38.889945] [INFO ] [sig       ] [3490/3626] Forecasting WAVE...
[2025-12-05T20:34:38.889979] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-05T20:34:38.890013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-05T20:34:38.900811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-05T20:34:38.901095] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-05T20:34:38.901860] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-05T20:34:38.901909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:38.901955] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:38.901982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:38.902037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:38.963481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:38.964344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:38.964426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:38.964460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:39.085548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:39.085711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:39.085752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:39.085781] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:39.089151] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-05T20:34:39.089418] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-05T20:34:39.089542] [INFO ] [sig       ] WAVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:39.227083] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WAVE.txt
[2025-12-05T20:34:39.227195] [INFO ] [sig       ] [3490/3626] Completed WAVE in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 45.8s
[2025-12-05T20:34:39.227230] [INFO ] [sig       ] [3491/3626] Forecasting WAY...
[2025-12-05T20:34:39.227258] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-05T20:34:39.227288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-05T20:34:39.237910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-05T20:34:39.238167] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-05T20:34:39.238911] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-05T20:34:39.238960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:39.239016] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:39.239044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:39.239099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:39.293972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:39.294548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:39.294635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:39.294667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:39.414658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:39.414786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:39.414821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:39.414848] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:39.418044] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-12-05T20:34:39.418299] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-05T20:34:39.418418] [INFO ] [sig       ] WAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:39.555467] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WAY.txt
[2025-12-05T20:34:39.555608] [INFO ] [sig       ] [3491/3626] Completed WAY in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 45.4s
[2025-12-05T20:34:39.555648] [INFO ] [sig       ] [3492/3626] Forecasting WB...
[2025-12-05T20:34:39.555676] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-05T20:34:39.555705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-05T20:34:39.566296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-05T20:34:39.566665] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-05T20:34:39.567396] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-05T20:34:39.567446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:39.567477] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:39.567503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:39.567559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:39.625785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:39.626637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:39.626719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:39.626753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:39.754029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:39.754199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:39.754249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:39.754279] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:39.757766] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2025-12-05T20:34:39.758073] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-05T20:34:39.758193] [INFO ] [sig       ] WB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:39.897381] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WB.txt
[2025-12-05T20:34:39.897557] [INFO ] [sig       ] [3492/3626] Completed WB in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 45.1s
[2025-12-05T20:34:39.897622] [INFO ] [sig       ] [3493/3626] Forecasting WBD...
[2025-12-05T20:34:39.897653] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-05T20:34:39.897683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-05T20:34:39.909158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-05T20:34:39.909540] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-05T20:34:39.910338] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-05T20:34:39.910388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:39.910420] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:39.910446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:39.910505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:39.966846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:39.967709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:39.967791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:39.967840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:40.088555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:40.088717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:40.088755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:40.088782] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:40.092021] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=69.75%)
[2025-12-05T20:34:40.092277] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-05T20:34:40.092394] [INFO ] [sig       ] WBD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:40.228889] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WBD.txt
[2025-12-05T20:34:40.229010] [INFO ] [sig       ] [3493/3626] Completed WBD in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 44.8s
[2025-12-05T20:34:40.229046] [INFO ] [sig       ] [3494/3626] Forecasting WBS...
[2025-12-05T20:34:40.229082] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-05T20:34:40.229112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-05T20:34:40.239749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-05T20:34:40.240017] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-05T20:34:40.240772] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-05T20:34:40.240820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:40.240851] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:40.240876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:40.240931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:40.297447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:40.298212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:40.298289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:40.298323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:40.420462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:40.420633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:40.420678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:40.420716] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:40.424095] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=67.11%)
[2025-12-05T20:34:40.424361] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-05T20:34:40.424487] [INFO ] [sig       ] WBS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:40.559837] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WBS.txt
[2025-12-05T20:34:40.559968] [INFO ] [sig       ] [3494/3626] Completed WBS in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 44.4s
[2025-12-05T20:34:40.560006] [INFO ] [sig       ] [3495/3626] Forecasting WBTN...
[2025-12-05T20:34:40.560034] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-05T20:34:40.560062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-05T20:34:40.571205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-05T20:34:40.571516] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-05T20:34:40.572271] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-05T20:34:40.572320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:40.572351] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:40.572377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:40.572432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:40.627548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:40.628201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:40.628275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:40.628307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:40.749932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:40.750091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:40.750130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:40.750157] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:40.753453] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=94.66%)
[2025-12-05T20:34:40.753736] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-05T20:34:40.753860] [INFO ] [sig       ] WBTN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:40.890629] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WBTN.txt
[2025-12-05T20:34:40.890756] [INFO ] [sig       ] [3495/3626] Completed WBTN in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 44.1s
[2025-12-05T20:34:40.890794] [INFO ] [sig       ] [3496/3626] Forecasting WBX...
[2025-12-05T20:34:40.890822] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-05T20:34:40.890850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-05T20:34:40.902247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-05T20:34:40.902679] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-05T20:34:40.903455] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-05T20:34:40.903514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:40.903552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:40.903605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:40.903667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:40.960398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:40.961137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:40.961216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:40.961248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:41.081081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:41.081239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:41.081278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:41.081305] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:41.084588] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: UP (p=81.98%)
[2025-12-05T20:34:41.084880] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-05T20:34:41.085019] [INFO ] [sig       ] WBX: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:41.221894] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WBX.txt
[2025-12-05T20:34:41.222019] [INFO ] [sig       ] [3496/3626] Completed WBX in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 43.8s
[2025-12-05T20:34:41.222056] [INFO ] [sig       ] [3497/3626] Forecasting WCC...
[2025-12-05T20:34:41.222085] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-05T20:34:41.222114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-05T20:34:41.233363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-05T20:34:41.233679] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-05T20:34:41.234464] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-05T20:34:41.234516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:41.234548] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:41.234595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:41.234665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:41.290953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:41.291779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:41.291857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:41.291889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:41.419817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:41.419995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:41.420043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:41.420091] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:41.423657] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-05T20:34:41.423997] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-05T20:34:41.424142] [INFO ] [sig       ] WCC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:41.565408] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WCC.txt
[2025-12-05T20:34:41.565560] [INFO ] [sig       ] [3497/3626] Completed WCC in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 43.4s
[2025-12-05T20:34:41.565620] [INFO ] [sig       ] [3498/3626] Forecasting WCLD...
[2025-12-05T20:34:41.565649] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-05T20:34:41.565694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-05T20:34:41.577097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-05T20:34:41.577474] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-05T20:34:41.578297] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-05T20:34:41.578348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:41.578379] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:41.578407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:41.578464] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:41.637065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:41.637916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:41.638001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:41.638033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:41.768712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:41.768870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:41.768911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:41.768939] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:41.772353] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-05T20:34:41.772639] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-05T20:34:41.772761] [INFO ] [sig       ] WCLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:41.917970] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WCLD.txt
[2025-12-05T20:34:41.918126] [INFO ] [sig       ] [3498/3626] Completed WCLD in 0.4s | 2.97 sym/s | Total: 19.6m | ETA: 43.1s
[2025-12-05T20:34:41.918166] [INFO ] [sig       ] [3499/3626] Forecasting WD...
[2025-12-05T20:34:41.918198] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-05T20:34:41.918229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-05T20:34:41.929020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-05T20:34:41.929392] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-05T20:34:41.930193] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-05T20:34:41.930245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:41.930278] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:41.930305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:41.930363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:41.989319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:41.990165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:41.990247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:41.990281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:42.107962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:42.108104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:42.108144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:42.108173] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:42.111519] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: UP (p=55.30%)
[2025-12-05T20:34:42.111817] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-05T20:34:42.111944] [INFO ] [sig       ] WD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:42.257414] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WD.txt
[2025-12-05T20:34:42.257566] [INFO ] [sig       ] [3499/3626] Completed WD in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 42.8s
[2025-12-05T20:34:42.257627] [INFO ] [sig       ] [3500/3626] Forecasting WDAY...
[2025-12-05T20:34:42.257656] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-05T20:34:42.257690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-05T20:34:42.269083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-05T20:34:42.269379] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-05T20:34:42.270188] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-05T20:34:42.270239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:42.270281] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:42.270310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:42.270374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:42.328964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:42.329665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:42.329742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:42.329776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:42.451358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:42.451507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:42.451548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:42.451593] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:42.454958] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-05T20:34:42.455231] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-05T20:34:42.455353] [INFO ] [sig       ] WDAY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:42.603707] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WDAY.txt
[2025-12-05T20:34:42.603869] [INFO ] [sig       ] [3500/3626] Completed WDAY in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 42.4s
[2025-12-05T20:34:42.603909] [INFO ] [sig       ] [3501/3626] Forecasting WDC...
[2025-12-05T20:34:42.603939] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-05T20:34:42.603969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-05T20:34:42.614370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-05T20:34:42.614687] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-05T20:34:42.615450] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-05T20:34:42.615502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:42.615538] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:42.615565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:42.615659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:42.671772] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:42.672363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:42.672462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:42.672495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:42.794099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:42.794249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:42.794288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:42.794317] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:42.797569] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=31.49%)
[2025-12-05T20:34:42.797871] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-05T20:34:42.797993] [INFO ] [sig       ] WDC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:42.937257] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WDC.txt
[2025-12-05T20:34:42.937411] [INFO ] [sig       ] [3501/3626] Completed WDC in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 42.1s
[2025-12-05T20:34:42.937454] [INFO ] [sig       ] [3502/3626] Forecasting WDFC...
[2025-12-05T20:34:42.937489] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-05T20:34:42.937527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-05T20:34:42.948352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-05T20:34:42.948698] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-05T20:34:42.949439] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-05T20:34:42.949488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:42.949523] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:42.949549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:42.949628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:43.005495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:43.006314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:43.006393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:43.006424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:43.129282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:43.129448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:43.129503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:43.129537] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:43.133229] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-05T20:34:43.133514] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-05T20:34:43.133665] [INFO ] [sig       ] WDFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:43.282820] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WDFC.txt
[2025-12-05T20:34:43.282959] [INFO ] [sig       ] [3502/3626] Completed WDFC in 0.3s | 2.97 sym/s | Total: 19.6m | ETA: 41.7s
[2025-12-05T20:34:43.282997] [INFO ] [sig       ] [3503/3626] Forecasting WDH...
[2025-12-05T20:34:43.283026] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-05T20:34:43.283055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-05T20:34:43.294356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-05T20:34:43.294724] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-05T20:34:43.295496] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-05T20:34:43.295561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:43.295614] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:43.295642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:43.295697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:43.352720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:43.353630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:43.353731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:43.353765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:43.472055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:43.472206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:43.472245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:43.472273] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:43.475737] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-05T20:34:43.476003] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-05T20:34:43.476127] [INFO ] [sig       ] WDH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:43.622256] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WDH.txt
[2025-12-05T20:34:43.622409] [INFO ] [sig       ] [3503/3626] Completed WDH in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 41.4s
[2025-12-05T20:34:43.622449] [INFO ] [sig       ] [3504/3626] Forecasting WDI...
[2025-12-05T20:34:43.622482] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-05T20:34:43.622513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-05T20:34:43.633426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-05T20:34:43.633753] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-05T20:34:43.634520] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-05T20:34:43.634588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:43.634626] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:43.634654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:43.634712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:43.693847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:43.694695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:43.694779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:43.694814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:43.823277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:43.823425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:43.823465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:43.823493] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:43.826865] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=6.90%)
[2025-12-05T20:34:43.827161] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-05T20:34:43.827285] [INFO ] [sig       ] WDI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:43.966096] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WDI.txt
[2025-12-05T20:34:43.966243] [INFO ] [sig       ] [3504/3626] Completed WDI in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 41.1s
[2025-12-05T20:34:43.966282] [INFO ] [sig       ] [3505/3626] Forecasting WDS...
[2025-12-05T20:34:43.966311] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-05T20:34:43.966340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-05T20:34:43.977326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-05T20:34:43.977654] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-05T20:34:43.978423] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-05T20:34:43.978472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:43.978502] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:43.978528] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:43.978601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:44.034936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:44.035590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:44.035669] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:44.035701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:44.153177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:44.153316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:44.153355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:44.153383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:44.156648] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=20.68%)
[2025-12-05T20:34:44.156903] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-05T20:34:44.157021] [INFO ] [sig       ] WDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:44.297696] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WDS.txt
[2025-12-05T20:34:44.297857] [INFO ] [sig       ] [3505/3626] Completed WDS in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 40.7s
[2025-12-05T20:34:44.297899] [INFO ] [sig       ] [3506/3626] Forecasting WEA...
[2025-12-05T20:34:44.297927] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-05T20:34:44.297956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-05T20:34:44.308781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-05T20:34:44.309110] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-05T20:34:44.309931] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-05T20:34:44.309981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:44.310011] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:44.310038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:44.310093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:44.366512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:44.367211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:44.367287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:44.367319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:44.476092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:44.476253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:44.476292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:44.476320] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:44.479745] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=92.01%)
[2025-12-05T20:34:44.480039] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-05T20:34:44.480165] [INFO ] [sig       ] WEA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:44.618395] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WEA.txt
[2025-12-05T20:34:44.618547] [INFO ] [sig       ] [3506/3626] Completed WEA in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 40.4s
[2025-12-05T20:34:44.618624] [INFO ] [sig       ] [3507/3626] Forecasting WEC...
[2025-12-05T20:34:44.618654] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-05T20:34:44.618684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-05T20:34:44.630095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-05T20:34:44.630492] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-05T20:34:44.631362] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-05T20:34:44.631417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:44.631459] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:44.631496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:44.631557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:44.690761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:44.691669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:44.691750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:44.691783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:44.811687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:44.811834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:44.811872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:44.811900] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:44.815126] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=66.30%)
[2025-12-05T20:34:44.815381] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-05T20:34:44.815499] [INFO ] [sig       ] WEC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:44.956066] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WEC.txt
[2025-12-05T20:34:44.956202] [INFO ] [sig       ] [3507/3626] Completed WEC in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 40.1s
[2025-12-05T20:34:44.956240] [INFO ] [sig       ] [3508/3626] Forecasting WEN...
[2025-12-05T20:34:44.956268] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-05T20:34:44.956298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-05T20:34:44.967374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-05T20:34:44.967687] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-05T20:34:44.968447] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-05T20:34:44.968495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:44.968552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:44.968597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:44.968655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:45.028586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:45.029461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:45.029544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:45.029599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:45.151006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:45.151231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:45.151279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:45.151309] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:45.156392] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-12-05T20:34:45.156826] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-05T20:34:45.157006] [INFO ] [sig       ] WEN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:45.351491] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WEN.txt
[2025-12-05T20:34:45.351759] [INFO ] [sig       ] [3508/3626] Completed WEN in 0.4s | 2.97 sym/s | Total: 19.7m | ETA: 39.7s
[2025-12-05T20:34:45.351827] [INFO ] [sig       ] [3509/3626] Forecasting WERN...
[2025-12-05T20:34:45.351879] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-05T20:34:45.351928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-05T20:34:45.366319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-05T20:34:45.366853] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-05T20:34:45.368084] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-05T20:34:45.368154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:45.368204] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:45.368246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:45.368334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:45.432061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:45.433276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:45.433394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:45.433447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:45.596854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:45.597046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:45.597110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:45.597160] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:45.601846] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2025-12-05T20:34:45.602226] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-05T20:34:45.602374] [INFO ] [sig       ] WERN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:45.769654] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WERN.txt
[2025-12-05T20:34:45.769864] [INFO ] [sig       ] [3509/3626] Completed WERN in 0.4s | 2.97 sym/s | Total: 19.7m | ETA: 39.4s
[2025-12-05T20:34:45.769930] [INFO ] [sig       ] [3510/3626] Forecasting WES...
[2025-12-05T20:34:45.769983] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-05T20:34:45.770034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-05T20:34:45.782441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-05T20:34:45.782863] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-05T20:34:45.783696] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-05T20:34:45.783748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:45.783780] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:45.783806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:45.783862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:45.862334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:45.863516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:45.863649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:45.863700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:46.006318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:46.006477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:46.006537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:46.006565] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:46.010569] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2025-12-05T20:34:46.010868] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-05T20:34:46.010995] [INFO ] [sig       ] WES: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:46.152900] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WES.txt
[2025-12-05T20:34:46.153045] [INFO ] [sig       ] [3510/3626] Completed WES in 0.4s | 2.97 sym/s | Total: 19.7m | ETA: 39.1s
[2025-12-05T20:34:46.153084] [INFO ] [sig       ] [3511/3626] Forecasting WEX...
[2025-12-05T20:34:46.153115] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-05T20:34:46.153145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-05T20:34:46.164787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-05T20:34:46.165410] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-05T20:34:46.166422] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-05T20:34:46.166473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:46.166505] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:46.166531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:46.166610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:46.222857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:46.223762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:46.223845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:46.223877] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:46.342245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:46.342341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:46.342375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:46.342432] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:46.345525] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2025-12-05T20:34:46.345800] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-05T20:34:46.345918] [INFO ] [sig       ] WEX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:46.481537] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WEX.txt
[2025-12-05T20:34:46.481658] [INFO ] [sig       ] [3511/3626] Completed WEX in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 38.7s
[2025-12-05T20:34:46.481695] [INFO ] [sig       ] [3512/3626] Forecasting WEYS...
[2025-12-05T20:34:46.481725] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-05T20:34:46.481754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-05T20:34:46.492013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-05T20:34:46.492277] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-05T20:34:46.493057] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-05T20:34:46.493108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:46.493142] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:46.493169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:46.493227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:46.551363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:46.552007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:46.552081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:46.552113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:46.654142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:46.654227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:46.654260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:46.654287] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:46.657267] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=10.27%)
[2025-12-05T20:34:46.657517] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-05T20:34:46.657649] [INFO ] [sig       ] WEYS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:46.793928] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WEYS.txt
[2025-12-05T20:34:46.794028] [INFO ] [sig       ] [3512/3626] Completed WEYS in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 38.4s
[2025-12-05T20:34:46.794065] [INFO ] [sig       ] [3513/3626] Forecasting WF...
[2025-12-05T20:34:46.794094] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-05T20:34:46.794124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-05T20:34:46.804639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-05T20:34:46.804878] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-05T20:34:46.805622] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-05T20:34:46.805671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:46.805701] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:46.805726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:46.805781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:46.861861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:46.862432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:46.862504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:46.862535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:46.983870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:46.983990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:46.984031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:46.984060] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:46.987260] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=14.06%)
[2025-12-05T20:34:46.987523] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-05T20:34:46.987660] [INFO ] [sig       ] WF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:47.123831] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WF.txt
[2025-12-05T20:34:47.123932] [INFO ] [sig       ] [3513/3626] Completed WF in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 38.0s
[2025-12-05T20:34:47.123969] [INFO ] [sig       ] [3514/3626] Forecasting WFC...
[2025-12-05T20:34:47.123998] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-05T20:34:47.124029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-05T20:34:47.134471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-05T20:34:47.134733] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-05T20:34:47.135464] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-05T20:34:47.135513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:47.135558] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:47.135612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:47.135674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:47.191779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:47.192348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:47.192421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:47.192452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:47.314179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:47.314274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:47.314308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:47.314334] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:47.317391] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-05T20:34:47.317661] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-05T20:34:47.317779] [INFO ] [sig       ] WFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:47.455113] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WFC.txt
[2025-12-05T20:34:47.455216] [INFO ] [sig       ] [3514/3626] Completed WFC in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 37.7s
[2025-12-05T20:34:47.455252] [INFO ] [sig       ] [3515/3626] Forecasting WFG...
[2025-12-05T20:34:47.455279] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-05T20:34:47.455307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-05T20:34:47.465430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-05T20:34:47.465691] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-05T20:34:47.466418] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-05T20:34:47.466467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:47.466497] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:47.466523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:47.466604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:47.522253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:47.522848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:47.522921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:47.522952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:47.643456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:47.643542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:47.643592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:47.643622] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:47.646604] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-05T20:34:47.646856] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-05T20:34:47.646971] [INFO ] [sig       ] WFG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:47.783773] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WFG.txt
[2025-12-05T20:34:47.783873] [INFO ] [sig       ] [3515/3626] Completed WFG in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 37.4s
[2025-12-05T20:34:47.783909] [INFO ] [sig       ] [3516/3626] Forecasting WFRD...
[2025-12-05T20:34:47.783936] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-05T20:34:47.783965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-05T20:34:47.795833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-05T20:34:47.796191] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-05T20:34:47.797050] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-05T20:34:47.797103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:47.797135] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:47.797162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:47.797218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:47.854720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:47.855390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:47.855473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:47.855514] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:47.972616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:47.972786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:47.972825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:47.972851] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:47.976220] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-05T20:34:47.976485] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-05T20:34:47.976624] [INFO ] [sig       ] WFRD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:48.112584] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WFRD.txt
[2025-12-05T20:34:48.112739] [INFO ] [sig       ] [3516/3626] Completed WFRD in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 37.0s
[2025-12-05T20:34:48.112778] [INFO ] [sig       ] [3517/3626] Forecasting WGMI...
[2025-12-05T20:34:48.112808] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-05T20:34:48.112837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-05T20:34:48.123941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-05T20:34:48.124239] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-05T20:34:48.125022] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-05T20:34:48.125078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:48.125108] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:48.125133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:48.125188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:48.180688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:48.181383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:48.181461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:48.181493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:48.304837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:48.304987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:48.305026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:48.305053] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:48.308466] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-05T20:34:48.308767] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-05T20:34:48.308896] [INFO ] [sig       ] WGMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:48.450180] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WGMI.txt
[2025-12-05T20:34:48.450326] [INFO ] [sig       ] [3517/3626] Completed WGMI in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 36.7s
[2025-12-05T20:34:48.450364] [INFO ] [sig       ] [3518/3626] Forecasting WGO...
[2025-12-05T20:34:48.450399] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-05T20:34:48.450430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-05T20:34:48.461310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-05T20:34:48.461614] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-05T20:34:48.462392] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-05T20:34:48.462443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:48.462474] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:48.462502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:48.462560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:48.519492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:48.520396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:48.520522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:48.520556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:48.638068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:48.638154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:48.638189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:48.638216] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:48.641231] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2025-12-05T20:34:48.641488] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-05T20:34:48.641624] [INFO ] [sig       ] WGO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:48.777077] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WGO.txt
[2025-12-05T20:34:48.777183] [INFO ] [sig       ] [3518/3626] Completed WGO in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 36.4s
[2025-12-05T20:34:48.777220] [INFO ] [sig       ] [3519/3626] Forecasting WGS...
[2025-12-05T20:34:48.777248] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-05T20:34:48.777276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-05T20:34:48.787901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-05T20:34:48.788166] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-05T20:34:48.788958] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-05T20:34:48.789008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:48.789039] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:48.789065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:48.789120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:48.844539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:48.845119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:48.845193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:48.845223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:48.965355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:48.965440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:48.965475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:48.965502] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:48.968488] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-05T20:34:48.968758] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-05T20:34:48.968875] [INFO ] [sig       ] WGS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:49.104041] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WGS.txt
[2025-12-05T20:34:49.104143] [INFO ] [sig       ] [3519/3626] Completed WGS in 0.3s | 2.97 sym/s | Total: 19.7m | ETA: 36.0s
[2025-12-05T20:34:49.104180] [INFO ] [sig       ] [3520/3626] Forecasting WH...
[2025-12-05T20:34:49.104208] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-05T20:34:49.104236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-05T20:34:49.115311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-05T20:34:49.115566] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-05T20:34:49.116346] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-05T20:34:49.116395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:49.116425] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:49.116451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:49.116506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:49.172840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:49.173438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:49.173513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:49.173544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:49.295721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:49.295816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:49.295856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:49.295885] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:49.299057] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-12-05T20:34:49.299323] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-05T20:34:49.299451] [INFO ] [sig       ] WH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:49.434204] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WH.txt
[2025-12-05T20:34:49.434312] [INFO ] [sig       ] [3520/3626] Completed WH in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 35.7s
[2025-12-05T20:34:49.434349] [INFO ] [sig       ] [3521/3626] Forecasting WHD...
[2025-12-05T20:34:49.434377] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-05T20:34:49.434405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-05T20:34:49.444778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-05T20:34:49.445042] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-05T20:34:49.445815] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-05T20:34:49.445865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:49.445895] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:49.445920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:49.445974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:49.501717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:49.502284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:49.502358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:49.502388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:49.621091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:49.621217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:49.621252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:49.621298] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:49.624490] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-05T20:34:49.624768] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-05T20:34:49.624885] [INFO ] [sig       ] WHD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:49.761285] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WHD.txt
[2025-12-05T20:34:49.761469] [INFO ] [sig       ] [3521/3626] Completed WHD in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 35.4s
[2025-12-05T20:34:49.761507] [INFO ] [sig       ] [3522/3626] Forecasting WHF...
[2025-12-05T20:34:49.761537] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-05T20:34:49.761567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-05T20:34:49.771805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-05T20:34:49.772151] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-05T20:34:49.772917] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-05T20:34:49.772966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:49.772997] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:49.773024] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:49.773079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:49.828276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:49.829124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:49.829205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:49.829238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:49.950705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:49.950884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:49.950928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:49.950956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:49.954543] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2025-12-05T20:34:49.954918] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-05T20:34:49.955055] [INFO ] [sig       ] WHF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:50.091919] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WHF.txt
[2025-12-05T20:34:50.092041] [INFO ] [sig       ] [3522/3626] Completed WHF in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 35.0s
[2025-12-05T20:34:50.092078] [INFO ] [sig       ] [3523/3626] Forecasting WHG...
[2025-12-05T20:34:50.092107] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-05T20:34:50.092135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-05T20:34:50.102525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-05T20:34:50.102813] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-05T20:34:50.103590] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-05T20:34:50.103644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:50.103676] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:50.103704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:50.103760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:50.159432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:50.160056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:50.160128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:50.160159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:50.259397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:50.259480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:50.259514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:50.259540] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:50.262556] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-05T20:34:50.262865] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-05T20:34:50.262981] [INFO ] [sig       ] WHG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:50.398127] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WHG.txt
[2025-12-05T20:34:50.398249] [INFO ] [sig       ] [3523/3626] Completed WHG in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 34.7s
[2025-12-05T20:34:50.398286] [INFO ] [sig       ] [3524/3626] Forecasting WIA...
[2025-12-05T20:34:50.398315] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-05T20:34:50.398344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-05T20:34:50.408075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-05T20:34:50.408340] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-05T20:34:50.409113] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-05T20:34:50.409164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:50.409196] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:50.409222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:50.409277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:50.464513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:50.465092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:50.465164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:50.465195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:50.575544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:50.575661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:50.575696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:50.575724] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:50.578859] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=98.31%)
[2025-12-05T20:34:50.579115] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-05T20:34:50.579230] [INFO ] [sig       ] WIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:50.716127] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WIA.txt
[2025-12-05T20:34:50.716229] [INFO ] [sig       ] [3524/3626] Completed WIA in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 34.3s
[2025-12-05T20:34:50.716265] [INFO ] [sig       ] [3525/3626] Forecasting WIMI...
[2025-12-05T20:34:50.716294] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-05T20:34:50.716322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-05T20:34:50.726723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-05T20:34:50.726972] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-05T20:34:50.727717] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-05T20:34:50.727766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:50.727840] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:50.727868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:50.727935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:50.784659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:50.785214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:50.785285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:50.785316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:50.900855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:50.900971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:50.901006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:50.901033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:50.904136] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-05T20:34:50.904391] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-05T20:34:50.904506] [INFO ] [sig       ] WIMI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:51.040272] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WIMI.txt
[2025-12-05T20:34:51.040371] [INFO ] [sig       ] [3525/3626] Completed WIMI in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 34.0s
[2025-12-05T20:34:51.040407] [INFO ] [sig       ] [3526/3626] Forecasting WINA...
[2025-12-05T20:34:51.040436] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-05T20:34:51.040465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-05T20:34:51.050653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-05T20:34:51.050923] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-05T20:34:51.051672] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-05T20:34:51.051721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:51.051752] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:51.051778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:51.051833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:51.107093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:51.107669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:51.107744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:51.107775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:51.223933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:51.224040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:51.224076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:51.224102] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:51.227119] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-05T20:34:51.227370] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-05T20:34:51.227483] [INFO ] [sig       ] WINA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:51.363445] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WINA.txt
[2025-12-05T20:34:51.363556] [INFO ] [sig       ] [3526/3626] Completed WINA in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 33.7s
[2025-12-05T20:34:51.363610] [INFO ] [sig       ] [3527/3626] Forecasting WING...
[2025-12-05T20:34:51.363640] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-05T20:34:51.363668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-05T20:34:51.373713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-05T20:34:51.373957] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-05T20:34:51.374710] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-05T20:34:51.374773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:51.374806] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:51.374832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:51.374887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:51.430551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:51.431156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:51.431230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:51.431261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:51.548464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:51.548556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:51.548608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:51.548637] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:51.551685] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2025-12-05T20:34:51.551963] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-05T20:34:51.552077] [INFO ] [sig       ] WING: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:51.688530] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WING.txt
[2025-12-05T20:34:51.688647] [INFO ] [sig       ] [3527/3626] Completed WING in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 33.3s
[2025-12-05T20:34:51.688685] [INFO ] [sig       ] [3528/3626] Forecasting WINN...
[2025-12-05T20:34:51.688715] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-05T20:34:51.688744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-05T20:34:51.698989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-05T20:34:51.699239] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-05T20:34:51.700003] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-05T20:34:51.700053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:51.700083] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:51.700109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:51.700164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:51.756000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:51.756603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:51.756675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:51.756707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:51.878206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:51.878329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:51.878365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:51.878421] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:51.881633] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=5.70%)
[2025-12-05T20:34:51.881900] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-05T20:34:51.882016] [INFO ] [sig       ] WINN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:52.018171] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WINN.txt
[2025-12-05T20:34:52.018306] [INFO ] [sig       ] [3528/3626] Completed WINN in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 33.0s
[2025-12-05T20:34:52.018343] [INFO ] [sig       ] [3529/3626] Forecasting WIX...
[2025-12-05T20:34:52.018373] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-05T20:34:52.018403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-05T20:34:52.029196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-05T20:34:52.029470] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-05T20:34:52.030249] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-05T20:34:52.030298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:52.030329] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:52.030355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:52.030411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:52.086054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:52.086827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:52.086907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:52.086938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:52.205842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:52.205978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:52.206015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:52.206043] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:52.209280] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=20.14%)
[2025-12-05T20:34:52.209535] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-05T20:34:52.209673] [INFO ] [sig       ] WIX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:52.345262] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WIX.txt
[2025-12-05T20:34:52.345380] [INFO ] [sig       ] [3529/3626] Completed WIX in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 32.7s
[2025-12-05T20:34:52.345418] [INFO ] [sig       ] [3530/3626] Forecasting WK...
[2025-12-05T20:34:52.345447] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-05T20:34:52.345476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-05T20:34:52.356526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-05T20:34:52.356945] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-05T20:34:52.357779] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-05T20:34:52.357854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:52.357888] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:52.357913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:52.357969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:52.415894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:52.416810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:52.416907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:52.416941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:52.536892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:52.537061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:52.537102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:52.537132] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:52.540782] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-05T20:34:52.541091] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-05T20:34:52.541226] [INFO ] [sig       ] WK: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:52.680617] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WK.txt
[2025-12-05T20:34:52.680783] [INFO ] [sig       ] [3530/3626] Completed WK in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 32.3s
[2025-12-05T20:34:52.680829] [INFO ] [sig       ] [3531/3626] Forecasting WKC...
[2025-12-05T20:34:52.680858] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-05T20:34:52.680891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-05T20:34:52.692056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-05T20:34:52.692338] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-05T20:34:52.693113] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-05T20:34:52.693163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:52.693193] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:52.693219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:52.693273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:52.748681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:52.749240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:52.749315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:52.749346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:52.868267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:52.868401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:52.868439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:52.868466] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:52.871718] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-12-05T20:34:52.871977] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-05T20:34:52.872094] [INFO ] [sig       ] WKC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:53.010165] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WKC.txt
[2025-12-05T20:34:53.010296] [INFO ] [sig       ] [3531/3626] Completed WKC in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 32.0s
[2025-12-05T20:34:53.010333] [INFO ] [sig       ] [3532/3626] Forecasting WKEY...
[2025-12-05T20:34:53.010362] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-05T20:34:53.010389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-05T20:34:53.020827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-05T20:34:53.021085] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-05T20:34:53.021855] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-05T20:34:53.021905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:53.021936] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:53.021961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:53.022021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:53.076625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:53.077207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:53.077281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:53.077312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:53.193042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:53.193167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:53.193204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:53.193232] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:53.196381] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-05T20:34:53.196679] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-05T20:34:53.196800] [INFO ] [sig       ] WKEY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:53.333893] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WKEY.txt
[2025-12-05T20:34:53.334018] [INFO ] [sig       ] [3532/3626] Completed WKEY in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 31.6s
[2025-12-05T20:34:53.334054] [INFO ] [sig       ] [3533/3626] Forecasting WKSP...
[2025-12-05T20:34:53.334084] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-05T20:34:53.334113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-05T20:34:53.344161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-05T20:34:53.344395] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-05T20:34:53.345139] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-05T20:34:53.345189] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:53.345219] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:53.345244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:53.345299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:53.400521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:53.401100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:53.401173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:53.401204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:53.515277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:53.515375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:53.515409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:53.515436] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:53.518471] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-05T20:34:53.518741] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-05T20:34:53.518856] [INFO ] [sig       ] WKSP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:53.654765] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WKSP.txt
[2025-12-05T20:34:53.654866] [INFO ] [sig       ] [3533/3626] Completed WKSP in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 31.3s
[2025-12-05T20:34:53.654903] [INFO ] [sig       ] [3534/3626] Forecasting WLDN...
[2025-12-05T20:34:53.654932] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-05T20:34:53.654960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-05T20:34:53.665382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-05T20:34:53.665651] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-05T20:34:53.666373] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-05T20:34:53.666422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:53.666453] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:53.666479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:53.666534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:53.722221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:53.722809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:53.722880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:53.722911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:53.844506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:53.844652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:53.844720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:53.844751] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:53.848025] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: UP (p=89.70%)
[2025-12-05T20:34:53.848292] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-05T20:34:53.848407] [INFO ] [sig       ] WLDN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:53.984961] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WLDN.txt
[2025-12-05T20:34:53.985062] [INFO ] [sig       ] [3534/3626] Completed WLDN in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 31.0s
[2025-12-05T20:34:53.985099] [INFO ] [sig       ] [3535/3626] Forecasting WLDS...
[2025-12-05T20:34:53.985127] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-05T20:34:53.985156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-05T20:34:53.995721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-05T20:34:53.995980] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-05T20:34:53.996725] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-05T20:34:53.996775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:53.996813] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:53.996845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:53.996913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:54.052597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:54.053166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:54.053261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:54.053293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:54.165781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:54.165870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:54.165903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:54.165930] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:54.168922] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=29.60%)
[2025-12-05T20:34:54.169168] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-05T20:34:54.169285] [INFO ] [sig       ] WLDS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:54.305975] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WLDS.txt
[2025-12-05T20:34:54.306077] [INFO ] [sig       ] [3535/3626] Completed WLDS in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 30.6s
[2025-12-05T20:34:54.306112] [INFO ] [sig       ] [3536/3626] Forecasting WLFC...
[2025-12-05T20:34:54.306140] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-05T20:34:54.306168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-05T20:34:54.316088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-05T20:34:54.316318] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-05T20:34:54.317056] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-05T20:34:54.317106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:54.317137] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:54.317164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:54.317220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:54.372183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:54.372791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:54.372863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:54.372895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:54.488200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:54.488292] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:54.488325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:54.488352] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:54.491410] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: UP (p=80.07%)
[2025-12-05T20:34:54.491681] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-05T20:34:54.491796] [INFO ] [sig       ] WLFC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:54.670286] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WLFC.txt
[2025-12-05T20:34:54.670429] [INFO ] [sig       ] [3536/3626] Completed WLFC in 0.4s | 2.97 sym/s | Total: 19.8m | ETA: 30.3s
[2025-12-05T20:34:54.670466] [INFO ] [sig       ] [3537/3626] Forecasting WLK...
[2025-12-05T20:34:54.670495] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-05T20:34:54.670524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-05T20:34:54.681698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-05T20:34:54.682010] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-05T20:34:54.682768] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-05T20:34:54.682817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:54.682847] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:54.682872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:54.682926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:54.739331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:54.740225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:54.740308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:54.740341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:54.857920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:54.858073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:54.858113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:54.858142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:54.861594] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-05T20:34:54.861864] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-05T20:34:54.861986] [INFO ] [sig       ] WLK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:55.000529] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WLK.txt
[2025-12-05T20:34:55.000674] [INFO ] [sig       ] [3537/3626] Completed WLK in 0.3s | 2.97 sym/s | Total: 19.8m | ETA: 30.0s
[2025-12-05T20:34:55.000712] [INFO ] [sig       ] [3538/3626] Forecasting WLKP...
[2025-12-05T20:34:55.000741] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-05T20:34:55.000769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-05T20:34:55.014860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-05T20:34:55.015148] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-05T20:34:55.015907] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-05T20:34:55.015957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:55.016005] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:55.016033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:55.016089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:55.073133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:55.073753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:55.073831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:55.073862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:55.186230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:55.186313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:55.186346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:55.186373] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:55.189322] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: DOWN (p=10.70%)
[2025-12-05T20:34:55.189586] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-05T20:34:55.189701] [INFO ] [sig       ] WLKP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:55.326255] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WLKP.txt
[2025-12-05T20:34:55.326399] [INFO ] [sig       ] [3538/3626] Completed WLKP in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 29.6s
[2025-12-05T20:34:55.326438] [INFO ] [sig       ] [3539/3626] Forecasting WMG...
[2025-12-05T20:34:55.326468] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-05T20:34:55.326497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-05T20:34:55.336963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-05T20:34:55.337238] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-05T20:34:55.338027] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-05T20:34:55.338076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:55.338106] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:55.338132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:55.338186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:55.394408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:55.395021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:55.395095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:55.395126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:55.516336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:55.516481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:55.516520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:55.516548] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:55.519947] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-05T20:34:55.520227] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-05T20:34:55.520352] [INFO ] [sig       ] WMG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:55.658092] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WMG.txt
[2025-12-05T20:34:55.658195] [INFO ] [sig       ] [3539/3626] Completed WMG in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 29.3s
[2025-12-05T20:34:55.658231] [INFO ] [sig       ] [3540/3626] Forecasting WMK...
[2025-12-05T20:34:55.658259] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-05T20:34:55.658289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-05T20:34:55.668352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-05T20:34:55.668629] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-05T20:34:55.669369] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-05T20:34:55.669417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:55.669448] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:55.669474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:55.669529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:55.727023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:55.727647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:55.727721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:55.727753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:55.846717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:55.846815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:55.846849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:55.846876] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:55.849937] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=47.58%)
[2025-12-05T20:34:55.850189] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-05T20:34:55.850305] [INFO ] [sig       ] WMK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:55.987124] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WMK.txt
[2025-12-05T20:34:55.987234] [INFO ] [sig       ] [3540/3626] Completed WMK in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 29.0s
[2025-12-05T20:34:55.987271] [INFO ] [sig       ] [3541/3626] Forecasting WMS...
[2025-12-05T20:34:55.987300] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-05T20:34:55.987328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-05T20:34:55.998162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-05T20:34:55.998414] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-05T20:34:55.999180] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-05T20:34:55.999229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:55.999260] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:55.999286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:55.999340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:56.055180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:56.055770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:56.055849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:56.055879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:56.173398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:56.173499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:56.173533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:56.173561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:56.176683] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-05T20:34:56.176937] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-05T20:34:56.177053] [INFO ] [sig       ] WMS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:56.313351] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WMS.txt
[2025-12-05T20:34:56.313458] [INFO ] [sig       ] [3541/3626] Completed WMS in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 28.6s
[2025-12-05T20:34:56.313501] [INFO ] [sig       ] [3542/3626] Forecasting WNC...
[2025-12-05T20:34:56.313530] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-05T20:34:56.313559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-05T20:34:56.323828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-05T20:34:56.324076] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-05T20:34:56.324842] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-05T20:34:56.324892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:56.324948] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:56.324975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:56.325031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:56.380333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:56.380908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:56.380978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:56.381009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:56.498213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:56.498314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:56.498348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:56.498375] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:56.501539] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2025-12-05T20:34:56.501817] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-05T20:34:56.501937] [INFO ] [sig       ] WNC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:56.636413] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WNC.txt
[2025-12-05T20:34:56.636538] [INFO ] [sig       ] [3542/3626] Completed WNC in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 28.3s
[2025-12-05T20:34:56.636593] [INFO ] [sig       ] [3543/3626] Forecasting WNEB...
[2025-12-05T20:34:56.636624] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-05T20:34:56.636653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-05T20:34:56.647713] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-05T20:34:56.648017] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-05T20:34:56.648875] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-05T20:34:56.648930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:56.648961] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:56.648986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:56.649040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:56.716692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:56.717330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:56.717410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:56.717442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:56.846168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:56.846300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:56.846344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:56.846383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:56.849766] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-05T20:34:56.850057] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-05T20:34:56.850197] [INFO ] [sig       ] WNEB: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:56.987190] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WNEB.txt
[2025-12-05T20:34:56.987295] [INFO ] [sig       ] [3543/3626] Completed WNEB in 0.4s | 2.97 sym/s | Total: 19.9m | ETA: 27.9s
[2025-12-05T20:34:56.987331] [INFO ] [sig       ] [3544/3626] Forecasting WOK...
[2025-12-05T20:34:56.987361] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-05T20:34:56.987390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-05T20:34:56.997436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-05T20:34:56.997716] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-05T20:34:56.998465] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-05T20:34:56.998514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:56.998545] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:56.998589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:56.998648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:57.053685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:57.054263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:57.054335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:57.054366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:57.159802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:57.159895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:57.159928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:57.159956] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:57.162941] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2025-12-05T20:34:57.163192] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-05T20:34:57.163307] [INFO ] [sig       ] WOK: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:57.300029] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WOK.txt
[2025-12-05T20:34:57.300159] [INFO ] [sig       ] [3544/3626] Completed WOK in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 27.6s
[2025-12-05T20:34:57.300196] [INFO ] [sig       ] [3545/3626] Forecasting WOOD...
[2025-12-05T20:34:57.300224] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-05T20:34:57.300255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-05T20:34:57.309613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-05T20:34:57.309871] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-05T20:34:57.310629] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-05T20:34:57.310678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:57.310708] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:57.310734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:57.310788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:57.366330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:57.366927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:57.367000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:57.367032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:57.468772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:57.468922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:57.468961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:57.469033] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:57.472287] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-05T20:34:57.472549] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-05T20:34:57.472685] [INFO ] [sig       ] WOOD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:57.609103] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WOOD.txt
[2025-12-05T20:34:57.609206] [INFO ] [sig       ] [3545/3626] Completed WOOD in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 27.3s
[2025-12-05T20:34:57.609242] [INFO ] [sig       ] [3546/3626] Forecasting WOOF...
[2025-12-05T20:34:57.609270] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-05T20:34:57.609299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-05T20:34:57.619806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-05T20:34:57.620049] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-05T20:34:57.620802] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-05T20:34:57.620851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:57.620884] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:57.620911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:57.620966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:57.677751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:57.678370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:57.678446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:57.678477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:57.797151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:57.797249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:57.797284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:57.797311] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:57.800383] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-05T20:34:57.800651] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-05T20:34:57.800768] [INFO ] [sig       ] WOOF: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:57.936373] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WOOF.txt
[2025-12-05T20:34:57.936486] [INFO ] [sig       ] [3546/3626] Completed WOOF in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 26.9s
[2025-12-05T20:34:57.936523] [INFO ] [sig       ] [3547/3626] Forecasting WPC...
[2025-12-05T20:34:57.936552] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-05T20:34:57.936597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-05T20:34:57.946680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-05T20:34:57.946925] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-05T20:34:57.947674] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-05T20:34:57.947723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:57.947754] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:57.947779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:57.947861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:58.003559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:58.004144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:58.004228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:58.004260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:58.121882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:58.121974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:58.122007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:58.122035] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:58.125026] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=60.39%)
[2025-12-05T20:34:58.125276] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-05T20:34:58.125389] [INFO ] [sig       ] WPC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:58.262552] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WPC.txt
[2025-12-05T20:34:58.262673] [INFO ] [sig       ] [3547/3626] Completed WPC in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 26.6s
[2025-12-05T20:34:58.262709] [INFO ] [sig       ] [3548/3626] Forecasting WPP...
[2025-12-05T20:34:58.262738] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-05T20:34:58.262768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-05T20:34:58.273158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-05T20:34:58.273414] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-05T20:34:58.274167] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-05T20:34:58.274216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:58.274246] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:58.274272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:58.274327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:58.331181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:58.331798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:58.331874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:58.331905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:58.450289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:58.450382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:58.450415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:58.450441] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:58.453464] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=85.09%)
[2025-12-05T20:34:58.453731] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-05T20:34:58.453848] [INFO ] [sig       ] WPP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:34:58.589759] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WPP.txt
[2025-12-05T20:34:58.589864] [INFO ] [sig       ] [3548/3626] Completed WPP in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 26.3s
[2025-12-05T20:34:58.589899] [INFO ] [sig       ] [3549/3626] Forecasting WRAP...
[2025-12-05T20:34:58.589927] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-05T20:34:58.589956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-05T20:34:58.599940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-05T20:34:58.600196] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-05T20:34:58.600951] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-05T20:34:58.601001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:58.601033] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:58.601072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:58.601129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:58.656052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:58.656660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:58.656731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:58.656763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:58.768723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:58.768824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:58.768858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:58.768885] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:58.771998] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-05T20:34:58.772254] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-05T20:34:58.772369] [INFO ] [sig       ] WRAP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:58.907646] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WRAP.txt
[2025-12-05T20:34:58.907749] [INFO ] [sig       ] [3549/3626] Completed WRAP in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 25.9s
[2025-12-05T20:34:58.907786] [INFO ] [sig       ] [3550/3626] Forecasting WRB...
[2025-12-05T20:34:58.907828] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-05T20:34:58.907857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-05T20:34:58.917776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-05T20:34:58.918045] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-05T20:34:58.918791] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-05T20:34:58.918840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:58.918870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:58.918896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:58.918955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:58.974284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:58.974938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:58.975013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:58.975045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:59.089419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:59.089539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:59.089597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:59.089628] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:59.092774] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=21.74%)
[2025-12-05T20:34:59.093035] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-05T20:34:59.093151] [INFO ] [sig       ] WRB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:59.229933] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WRB.txt
[2025-12-05T20:34:59.230034] [INFO ] [sig       ] [3550/3626] Completed WRB in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 25.6s
[2025-12-05T20:34:59.230069] [INFO ] [sig       ] [3551/3626] Forecasting WRBY...
[2025-12-05T20:34:59.230097] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-05T20:34:59.230125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-05T20:34:59.240404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-05T20:34:59.240683] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-05T20:34:59.241441] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-05T20:34:59.241490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:59.241520] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:59.241546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:59.241622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:59.299462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:59.300065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:59.300139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:59.300172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:59.418049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:59.418145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:59.418180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:59.418207] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:59.421286] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-05T20:34:59.421537] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-05T20:34:59.421670] [INFO ] [sig       ] WRBY: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:59.563342] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WRBY.txt
[2025-12-05T20:34:59.563447] [INFO ] [sig       ] [3551/3626] Completed WRBY in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 25.2s
[2025-12-05T20:34:59.563483] [INFO ] [sig       ] [3552/3626] Forecasting WRLD...
[2025-12-05T20:34:59.563517] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-05T20:34:59.563545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-05T20:34:59.573547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-05T20:34:59.573852] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-05T20:34:59.574619] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-05T20:34:59.574672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:59.574703] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:59.574730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:59.574787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:59.631268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:59.631869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:59.631970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:59.632004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:34:59.742268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:34:59.742408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:34:59.742446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:34:59.742474] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:34:59.745708] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-12-05T20:34:59.745961] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-05T20:34:59.746075] [INFO ] [sig       ] WRLD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:34:59.880307] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WRLD.txt
[2025-12-05T20:34:59.880420] [INFO ] [sig       ] [3552/3626] Completed WRLD in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 24.9s
[2025-12-05T20:34:59.880457] [INFO ] [sig       ] [3553/3626] Forecasting WSBC...
[2025-12-05T20:34:59.880487] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-05T20:34:59.880522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-05T20:34:59.890825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-05T20:34:59.891110] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-05T20:34:59.891869] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-05T20:34:59.891919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:34:59.891949] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:34:59.891975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:34:59.892030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:34:59.946953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:34:59.947556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:34:59.947648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:34:59.947680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:00.064381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:00.064535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:00.064591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:00.064621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:00.068062] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=13.27%)
[2025-12-05T20:35:00.068319] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-05T20:35:00.068437] [INFO ] [sig       ] WSBC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:00.202819] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WSBC.txt
[2025-12-05T20:35:00.202959] [INFO ] [sig       ] [3553/3626] Completed WSBC in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 24.6s
[2025-12-05T20:35:00.203004] [INFO ] [sig       ] [3554/3626] Forecasting WSBF...
[2025-12-05T20:35:00.203039] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-05T20:35:00.203071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-05T20:35:00.213391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-05T20:35:00.213689] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-05T20:35:00.214422] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-05T20:35:00.214471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:00.214500] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:00.214525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:00.214596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:00.269732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:00.270634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:00.270717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:00.270748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:00.388181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:00.388316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:00.388355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:00.388383] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:00.391640] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-05T20:35:00.391896] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-05T20:35:00.392022] [INFO ] [sig       ] WSBF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:00.528030] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WSBF.txt
[2025-12-05T20:35:00.528175] [INFO ] [sig       ] [3554/3626] Completed WSBF in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 24.2s
[2025-12-05T20:35:00.528212] [INFO ] [sig       ] [3555/3626] Forecasting WSC...
[2025-12-05T20:35:00.528241] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-05T20:35:00.528270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-05T20:35:00.538687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-05T20:35:00.539052] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-05T20:35:00.539829] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-05T20:35:00.539879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:00.539911] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:00.539940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:00.539998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:00.600857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:00.601696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:00.601792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:00.601840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:00.730627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:00.730781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:00.730822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:00.730851] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:00.734367] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-05T20:35:00.734661] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-05T20:35:00.734790] [INFO ] [sig       ] WSC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:00.876856] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WSC.txt
[2025-12-05T20:35:00.877021] [INFO ] [sig       ] [3555/3626] Completed WSC in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 23.9s
[2025-12-05T20:35:00.877060] [INFO ] [sig       ] [3556/3626] Forecasting WSFS...
[2025-12-05T20:35:00.877090] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-05T20:35:00.877119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-05T20:35:00.887681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-05T20:35:00.888052] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-05T20:35:00.888816] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-05T20:35:00.888866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:00.888897] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:00.888923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:00.888978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:00.943887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:00.944667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:00.944745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:00.944777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:01.055441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:01.055610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:01.055651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:01.055696] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:01.058955] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-05T20:35:01.059217] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-05T20:35:01.059339] [INFO ] [sig       ] WSFS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:01.197921] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WSFS.txt
[2025-12-05T20:35:01.198065] [INFO ] [sig       ] [3556/3626] Completed WSFS in 0.3s | 2.97 sym/s | Total: 19.9m | ETA: 23.6s
[2025-12-05T20:35:01.198105] [INFO ] [sig       ] [3557/3626] Forecasting WSM...
[2025-12-05T20:35:01.198133] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-05T20:35:01.198165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-05T20:35:01.211281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-05T20:35:01.211659] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-05T20:35:01.212494] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-05T20:35:01.212557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:01.212615] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:01.212645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:01.212702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:01.271500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:01.272357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:01.272439] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:01.272473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:01.400780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:01.400937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:01.400978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:01.401007] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:01.404378] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-05T20:35:01.404679] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-05T20:35:01.404811] [INFO ] [sig       ] WSM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:01.545303] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WSM.txt
[2025-12-05T20:35:01.545459] [INFO ] [sig       ] [3557/3626] Completed WSM in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 23.2s
[2025-12-05T20:35:01.545498] [INFO ] [sig       ] [3558/3626] Forecasting WSO...
[2025-12-05T20:35:01.545527] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-05T20:35:01.545556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-05T20:35:01.556441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-05T20:35:01.556821] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-05T20:35:01.557594] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-05T20:35:01.557646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:01.557677] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:01.557703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:01.557759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:01.618477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:01.619341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:01.619423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:01.619456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:01.743532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:01.743706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:01.743748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:01.743777] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:01.747377] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-05T20:35:01.747684] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-05T20:35:01.747843] [INFO ] [sig       ] WSO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:01.897019] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WSO.txt
[2025-12-05T20:35:01.897156] [INFO ] [sig       ] [3558/3626] Completed WSO in 0.4s | 2.97 sym/s | Total: 20.0m | ETA: 22.9s
[2025-12-05T20:35:01.897203] [INFO ] [sig       ] [3559/3626] Forecasting WTBA...
[2025-12-05T20:35:01.897236] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-05T20:35:01.897267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-05T20:35:01.908748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-05T20:35:01.909106] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-05T20:35:01.909943] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-05T20:35:01.910008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:01.910081] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:01.910115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:01.910173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:01.971031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:01.972017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:01.972111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:01.972144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:02.091535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:02.091704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:02.091745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:02.091773] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:02.095062] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-05T20:35:02.095326] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-05T20:35:02.095443] [INFO ] [sig       ] WTBA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:02.235302] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WTBA.txt
[2025-12-05T20:35:02.235448] [INFO ] [sig       ] [3559/3626] Completed WTBA in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 22.6s
[2025-12-05T20:35:02.235486] [INFO ] [sig       ] [3560/3626] Forecasting WTFC...
[2025-12-05T20:35:02.235514] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-05T20:35:02.235544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-05T20:35:02.247221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-05T20:35:02.247519] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-05T20:35:02.248349] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-05T20:35:02.248400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:02.248432] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:02.248459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:02.248533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:02.309332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:02.310104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:02.310185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:02.310218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:02.439493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:02.439664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:02.439706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:02.439736] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:02.443152] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2025-12-05T20:35:02.443421] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-05T20:35:02.443543] [INFO ] [sig       ] WTFC: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:02.592094] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WTFC.txt
[2025-12-05T20:35:02.592233] [INFO ] [sig       ] [3560/3626] Completed WTFC in 0.4s | 2.97 sym/s | Total: 20.0m | ETA: 22.2s
[2025-12-05T20:35:02.592459] [INFO ] [sig       ] [3561/3626] Forecasting WTI...
[2025-12-05T20:35:02.592488] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-05T20:35:02.592517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-05T20:35:02.605026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-05T20:35:02.605350] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-05T20:35:02.606139] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-05T20:35:02.606190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:02.606222] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:02.606248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:02.606305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:02.667309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:02.668196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:02.668279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:02.668312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:02.790689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:02.790846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:02.790886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:02.790913] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:02.794220] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=97.23%)
[2025-12-05T20:35:02.794497] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-05T20:35:02.794639] [INFO ] [sig       ] WTI: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:02.930072] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WTI.txt
[2025-12-05T20:35:02.930213] [INFO ] [sig       ] [3561/3626] Completed WTI in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 21.9s
[2025-12-05T20:35:02.930251] [INFO ] [sig       ] [3562/3626] Forecasting WTO...
[2025-12-05T20:35:02.930279] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-05T20:35:02.930309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-05T20:35:02.941672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-05T20:35:02.941988] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-05T20:35:02.942953] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-05T20:35:02.943019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:02.943049] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:02.943074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:02.943129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:02.998014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:02.998728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:02.998806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:02.998838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:03.093326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:03.093480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:03.093521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:03.093596] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:03.096920] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-05T20:35:03.097196] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-05T20:35:03.097317] [INFO ] [sig       ] WTO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:03.231988] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WTO.txt
[2025-12-05T20:35:03.232092] [INFO ] [sig       ] [3562/3626] Completed WTO in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 21.5s
[2025-12-05T20:35:03.232127] [INFO ] [sig       ] [3563/3626] Forecasting WTRG...
[2025-12-05T20:35:03.232154] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-05T20:35:03.232183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-05T20:35:03.244107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-05T20:35:03.244489] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-05T20:35:03.245444] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-05T20:35:03.245496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:03.245533] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:03.245604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:03.245686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:03.304260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:03.305172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:03.305257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:03.305290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:03.426051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:03.426212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:03.426258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:03.426292] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:03.429827] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-05T20:35:03.430105] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-05T20:35:03.430236] [INFO ] [sig       ] WTRG: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:03.571567] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WTRG.txt
[2025-12-05T20:35:03.571744] [INFO ] [sig       ] [3563/3626] Completed WTRG in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 21.2s
[2025-12-05T20:35:03.571787] [INFO ] [sig       ] [3564/3626] Forecasting WTS...
[2025-12-05T20:35:03.571830] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-05T20:35:03.571876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-05T20:35:03.583774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-05T20:35:03.584117] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-05T20:35:03.584955] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-05T20:35:03.585006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:03.585037] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:03.585064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:03.585121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:03.643183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:03.644015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:03.644114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:03.644159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:03.767049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:03.767217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:03.767257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:03.767285] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:03.770665] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-05T20:35:03.770929] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-05T20:35:03.771052] [INFO ] [sig       ] WTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:03.907433] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WTS.txt
[2025-12-05T20:35:03.907615] [INFO ] [sig       ] [3564/3626] Completed WTS in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 20.9s
[2025-12-05T20:35:03.907662] [INFO ] [sig       ] [3565/3626] Forecasting WULF...
[2025-12-05T20:35:03.907692] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-05T20:35:03.907723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-05T20:35:03.919425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-05T20:35:03.919775] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-05T20:35:03.920651] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-05T20:35:03.920713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:03.920755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:03.920792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:03.920874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:03.976950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:03.977893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:03.977979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:03.978011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:04.094657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:04.094756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:04.094792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:04.094818] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:04.097857] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-12-05T20:35:04.098116] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-05T20:35:04.098233] [INFO ] [sig       ] WULF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:04.234804] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WULF.txt
[2025-12-05T20:35:04.234920] [INFO ] [sig       ] [3565/3626] Completed WULF in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 20.5s
[2025-12-05T20:35:04.234958] [INFO ] [sig       ] [3566/3626] Forecasting WVE...
[2025-12-05T20:35:04.234986] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-05T20:35:04.235014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-05T20:35:04.246241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-05T20:35:04.246653] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-05T20:35:04.247418] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-05T20:35:04.247468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:04.247499] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:04.247524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:04.247606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:04.304475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:04.305319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:04.305400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:04.305432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:04.425943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:04.426069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:04.426104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:04.426132] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:04.429329] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: UP (p=81.93%)
[2025-12-05T20:35:04.429606] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-05T20:35:04.429725] [INFO ] [sig       ] WVE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:04.567276] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WVE.txt
[2025-12-05T20:35:04.567399] [INFO ] [sig       ] [3566/3626] Completed WVE in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 20.2s
[2025-12-05T20:35:04.567437] [INFO ] [sig       ] [3567/3626] Forecasting WWD...
[2025-12-05T20:35:04.567467] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-05T20:35:04.567497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-05T20:35:04.579216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-05T20:35:04.579521] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-05T20:35:04.580333] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-05T20:35:04.580384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:04.580414] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:04.580440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:04.580496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:04.636133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:04.636730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:04.636806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:04.636838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:04.758116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:04.758246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:04.758283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:04.758309] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:04.761614] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=17.99%)
[2025-12-05T20:35:04.761894] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-05T20:35:04.762012] [INFO ] [sig       ] WWD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:04.898400] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/WWD.txt
[2025-12-05T20:35:04.898512] [INFO ] [sig       ] [3567/3626] Completed WWD in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 19.9s
[2025-12-05T20:35:04.898548] [INFO ] [sig       ] [3568/3626] Forecasting WY...
[2025-12-05T20:35:04.898594] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-05T20:35:04.898626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-05T20:35:04.908944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-05T20:35:04.909233] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-05T20:35:04.910007] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-05T20:35:04.910066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:04.910102] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:04.910132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:04.910195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:04.965811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:04.966436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:04.966510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:04.966541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:05.079114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:05.079285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:05.079323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:05.079350] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:05.082756] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2025-12-05T20:35:05.083025] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-05T20:35:05.083143] [INFO ] [sig       ] WY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:05.221449] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WY.txt
[2025-12-05T20:35:05.221588] [INFO ] [sig       ] [3568/3626] Completed WY in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 19.5s
[2025-12-05T20:35:05.221628] [INFO ] [sig       ] [3569/3626] Forecasting WYNN...
[2025-12-05T20:35:05.221656] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-05T20:35:05.221685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-05T20:35:05.235784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-05T20:35:05.236248] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-05T20:35:05.237250] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-05T20:35:05.237313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:05.237355] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:05.237392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:05.237476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:05.305603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:05.306540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:05.306646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:05.306717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:05.431151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:05.431311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:05.431367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:05.431396] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:05.434759] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2025-12-05T20:35:05.435036] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-05T20:35:05.435162] [INFO ] [sig       ] WYNN: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:05.574002] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/WYNN.txt
[2025-12-05T20:35:05.574123] [INFO ] [sig       ] [3569/3626] Completed WYNN in 0.4s | 2.97 sym/s | Total: 20.0m | ETA: 19.2s
[2025-12-05T20:35:05.574161] [INFO ] [sig       ] [3570/3626] Forecasting XBIL...
[2025-12-05T20:35:05.574190] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-05T20:35:05.574218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-05T20:35:05.584731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-05T20:35:05.584974] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-05T20:35:05.585747] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-05T20:35:05.585798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:05.585829] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:05.585855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:05.585910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:05.641454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:05.642029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:05.642110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:05.642149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:05.734202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:05.734296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:05.734331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:05.734358] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:05.737382] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-05T20:35:05.737655] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-05T20:35:05.737771] [INFO ] [sig       ] XBIL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:05.875272] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XBIL.txt
[2025-12-05T20:35:05.875380] [INFO ] [sig       ] [3570/3626] Completed XBIL in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 18.8s
[2025-12-05T20:35:05.875416] [INFO ] [sig       ] [3571/3626] Forecasting XEL...
[2025-12-05T20:35:05.875444] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-05T20:35:05.875473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-05T20:35:05.888707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-05T20:35:05.889257] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-05T20:35:05.890255] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-05T20:35:05.890314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:05.890357] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:05.890396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:05.890461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:05.950184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:05.951287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:05.951383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:05.951420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:06.075712] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:06.075955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:06.076003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:06.076032] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:06.079987] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2025-12-05T20:35:06.080312] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-05T20:35:06.080453] [INFO ] [sig       ] XEL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:06.230732] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XEL.txt
[2025-12-05T20:35:06.230959] [INFO ] [sig       ] [3571/3626] Completed XEL in 0.4s | 2.97 sym/s | Total: 20.0m | ETA: 18.5s
[2025-12-05T20:35:06.231019] [INFO ] [sig       ] [3572/3626] Forecasting XENE...
[2025-12-05T20:35:06.231050] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-05T20:35:06.231081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-05T20:35:06.243650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-05T20:35:06.244082] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-05T20:35:06.245007] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-05T20:35:06.245059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:06.245092] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:06.245120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:06.245178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:06.303990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:06.305211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:06.305309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:06.305345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:06.423843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:06.424071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:06.424117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:06.424146] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:06.428147] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=55.88%)
[2025-12-05T20:35:06.428498] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-05T20:35:06.428664] [INFO ] [sig       ] XENE: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:06.580041] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XENE.txt
[2025-12-05T20:35:06.580287] [INFO ] [sig       ] [3572/3626] Completed XENE in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 18.2s
[2025-12-05T20:35:06.580332] [INFO ] [sig       ] [3573/3626] Forecasting XERS...
[2025-12-05T20:35:06.580365] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-05T20:35:06.580398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-05T20:35:06.592558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-05T20:35:06.592994] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-05T20:35:06.593929] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-05T20:35:06.593980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:06.594036] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:06.594065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:06.594123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:06.655989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:06.657134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:06.657226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:06.657262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:06.779795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:06.779961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:06.780004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:06.780032] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:06.783677] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2025-12-05T20:35:06.783969] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-05T20:35:06.784104] [INFO ] [sig       ] XERS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:06.925934] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XERS.txt
[2025-12-05T20:35:06.926115] [INFO ] [sig       ] [3573/3626] Completed XERS in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 17.8s
[2025-12-05T20:35:06.926175] [INFO ] [sig       ] [3574/3626] Forecasting XGN...
[2025-12-05T20:35:06.926217] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-05T20:35:06.926253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-05T20:35:06.938177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-05T20:35:06.938603] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-05T20:35:06.939501] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-05T20:35:06.939554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:06.939613] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:06.939643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:06.939699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:06.998299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:06.999121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:06.999202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:06.999235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:07.122245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:07.122414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:07.122464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:07.122500] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:07.126037] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=23.55%)
[2025-12-05T20:35:07.126337] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-05T20:35:07.126481] [INFO ] [sig       ] XGN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:07.271388] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XGN.txt
[2025-12-05T20:35:07.271539] [INFO ] [sig       ] [3574/3626] Completed XGN in 0.3s | 2.97 sym/s | Total: 20.0m | ETA: 17.5s
[2025-12-05T20:35:07.271611] [INFO ] [sig       ] [3575/3626] Forecasting XOM...
[2025-12-05T20:35:07.271649] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-05T20:35:07.271679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-05T20:35:07.283101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-05T20:35:07.283462] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-05T20:35:07.284332] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-05T20:35:07.284383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:07.284415] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:07.284440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:07.284496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:07.345800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:07.346725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:07.346808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:07.346843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:07.475933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:07.476091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:07.476135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:07.476164] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:07.479729] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=85.68%)
[2025-12-05T20:35:07.480013] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-05T20:35:07.480176] [INFO ] [sig       ] XOM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:07.627546] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XOM.txt
[2025-12-05T20:35:07.627705] [INFO ] [sig       ] [3575/3626] Completed XOM in 0.4s | 2.97 sym/s | Total: 20.1m | ETA: 17.2s
[2025-12-05T20:35:07.627747] [INFO ] [sig       ] [3576/3626] Forecasting XOMA...
[2025-12-05T20:35:07.627776] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-05T20:35:07.627823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-05T20:35:07.639166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-05T20:35:07.639488] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-05T20:35:07.640273] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-05T20:35:07.640321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:07.640381] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:07.640408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:07.640463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:07.695323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:07.695922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:07.695994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:07.696025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:07.809936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:07.810046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:07.810082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:07.810109] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:07.813186] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=18.27%)
[2025-12-05T20:35:07.813442] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-05T20:35:07.813561] [INFO ] [sig       ] XOMA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:07.949390] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XOMA.txt
[2025-12-05T20:35:07.949496] [INFO ] [sig       ] [3576/3626] Completed XOMA in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 16.8s
[2025-12-05T20:35:07.949534] [INFO ] [sig       ] [3577/3626] Forecasting XOS...
[2025-12-05T20:35:07.949568] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-05T20:35:07.949617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-05T20:35:07.960933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-05T20:35:07.961303] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-05T20:35:07.962142] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-05T20:35:07.962193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:07.962224] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:07.962250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:07.962305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:08.017639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:08.018469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:08.018556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:08.018610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:08.144360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:08.144535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:08.144596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:08.144629] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:08.148698] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-05T20:35:08.149044] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-05T20:35:08.149196] [INFO ] [sig       ] XOS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:08.295823] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XOS.txt
[2025-12-05T20:35:08.295998] [INFO ] [sig       ] [3577/3626] Completed XOS in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 16.5s
[2025-12-05T20:35:08.296050] [INFO ] [sig       ] [3578/3626] Forecasting XP...
[2025-12-05T20:35:08.296081] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-05T20:35:08.296114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-05T20:35:08.307673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-05T20:35:08.308008] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-05T20:35:08.308783] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-05T20:35:08.308832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:08.308862] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:08.308895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:08.308950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:08.363996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:08.364840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:08.364920] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:08.364952] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:08.486659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:08.486810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:08.486848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:08.486875] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:08.490168] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-05T20:35:08.490425] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-05T20:35:08.490543] [INFO ] [sig       ] XP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:08.626784] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XP.txt
[2025-12-05T20:35:08.626934] [INFO ] [sig       ] [3578/3626] Completed XP in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 16.2s
[2025-12-05T20:35:08.626972] [INFO ] [sig       ] [3579/3626] Forecasting XPEL...
[2025-12-05T20:35:08.627000] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-05T20:35:08.627029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-05T20:35:08.646125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-05T20:35:08.646553] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-05T20:35:08.647530] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-05T20:35:08.647615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:08.647658] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:08.647695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:08.647777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:08.715040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:08.715862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:08.715941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:08.715973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:08.831267] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:08.831426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:08.831465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:08.831525] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:08.834842] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=12.69%)
[2025-12-05T20:35:08.835107] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-05T20:35:08.835230] [INFO ] [sig       ] XPEL: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:08.970042] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XPEL.txt
[2025-12-05T20:35:08.970190] [INFO ] [sig       ] [3579/3626] Completed XPEL in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 15.8s
[2025-12-05T20:35:08.970229] [INFO ] [sig       ] [3580/3626] Forecasting XPO...
[2025-12-05T20:35:08.970258] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-05T20:35:08.970288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-05T20:35:08.982411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-05T20:35:08.982804] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-05T20:35:08.983562] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-05T20:35:08.983629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:08.983661] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:08.983687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:08.983744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:09.039627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:09.040473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:09.040552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:09.040629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:09.155645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:09.155804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:09.155843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:09.155890] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:09.159162] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-05T20:35:09.159422] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-05T20:35:09.159539] [INFO ] [sig       ] XPO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:09.299982] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XPO.txt
[2025-12-05T20:35:09.300136] [INFO ] [sig       ] [3580/3626] Completed XPO in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 15.5s
[2025-12-05T20:35:09.300176] [INFO ] [sig       ] [3581/3626] Forecasting XPOF...
[2025-12-05T20:35:09.300206] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-05T20:35:09.300236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-05T20:35:09.311488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-05T20:35:09.311886] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-05T20:35:09.312676] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-05T20:35:09.312727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:09.312758] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:09.312784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:09.312839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:09.368648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:09.369408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:09.369490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:09.369522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:09.489305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:09.489459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:09.489498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:09.489526] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:09.492859] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-05T20:35:09.493138] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-05T20:35:09.493266] [INFO ] [sig       ] XPOF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:09.632331] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XPOF.txt
[2025-12-05T20:35:09.632452] [INFO ] [sig       ] [3581/3626] Completed XPOF in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 15.1s
[2025-12-05T20:35:09.632491] [INFO ] [sig       ] [3582/3626] Forecasting XPON...
[2025-12-05T20:35:09.632519] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-05T20:35:09.632548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-05T20:35:09.643492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-05T20:35:09.643753] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-05T20:35:09.644507] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-05T20:35:09.644556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:09.644611] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:09.644639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:09.644694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:09.700913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:09.701842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:09.701924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:09.701973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:09.816183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:09.816341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:09.816382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:09.816410] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:09.819797] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=54.87%)
[2025-12-05T20:35:09.820067] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-05T20:35:09.820189] [INFO ] [sig       ] XPON: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:09.957352] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XPON.txt
[2025-12-05T20:35:09.957506] [INFO ] [sig       ] [3582/3626] Completed XPON in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 14.8s
[2025-12-05T20:35:09.957545] [INFO ] [sig       ] [3583/3626] Forecasting XPRO...
[2025-12-05T20:35:09.957593] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-05T20:35:09.957627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-05T20:35:09.969424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-05T20:35:09.969785] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-05T20:35:09.970629] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-05T20:35:09.970681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:09.970713] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:09.970740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:09.970795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:10.029340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:10.030299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:10.030386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:10.030422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:10.155489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:10.155663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:10.155705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:10.155734] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:10.159437] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-05T20:35:10.159734] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-05T20:35:10.159861] [INFO ] [sig       ] XPRO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:10.296385] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XPRO.txt
[2025-12-05T20:35:10.296524] [INFO ] [sig       ] [3583/3626] Completed XPRO in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 14.5s
[2025-12-05T20:35:10.296564] [INFO ] [sig       ] [3584/3626] Forecasting XRAY...
[2025-12-05T20:35:10.296612] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-05T20:35:10.296642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-05T20:35:10.307696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-05T20:35:10.308008] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-05T20:35:10.308770] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-05T20:35:10.308819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:10.308851] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:10.308893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:10.308949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:10.364292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:10.364966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:10.365041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:10.365073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:10.482635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:10.482787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:10.482826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:10.482854] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:10.486128] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-05T20:35:10.486393] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-05T20:35:10.486517] [INFO ] [sig       ] XRAY: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:10.622979] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XRAY.txt
[2025-12-05T20:35:10.623123] [INFO ] [sig       ] [3584/3626] Completed XRAY in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 14.1s
[2025-12-05T20:35:10.623161] [INFO ] [sig       ] [3585/3626] Forecasting XRX...
[2025-12-05T20:35:10.623190] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-05T20:35:10.623219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-05T20:35:10.635699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-05T20:35:10.636017] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-05T20:35:10.636794] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-05T20:35:10.636843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:10.636874] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:10.636899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:10.636954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:10.692268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:10.693122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:10.693201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:10.693232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:10.811157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:10.811305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:10.811345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:10.811372] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:10.814657] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=48.53%)
[2025-12-05T20:35:10.814918] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-05T20:35:10.815035] [INFO ] [sig       ] XRX: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:10.951092] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XRX.txt
[2025-12-05T20:35:10.951234] [INFO ] [sig       ] [3585/3626] Completed XRX in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 13.8s
[2025-12-05T20:35:10.951274] [INFO ] [sig       ] [3586/3626] Forecasting XTIA...
[2025-12-05T20:35:10.951304] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-05T20:35:10.951335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-05T20:35:10.964142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-05T20:35:10.964570] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-05T20:35:10.965453] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-05T20:35:10.965506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:10.965539] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:10.965565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:10.965644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:11.023010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:11.023860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:11.023972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:11.024007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:11.147340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:11.147491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:11.147532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:11.147561] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:11.151048] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: UP (p=69.85%)
[2025-12-05T20:35:11.151329] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-05T20:35:11.151453] [INFO ] [sig       ] XTIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:11.289987] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XTIA.txt
[2025-12-05T20:35:11.290120] [INFO ] [sig       ] [3586/3626] Completed XTIA in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 13.5s
[2025-12-05T20:35:11.290157] [INFO ] [sig       ] [3587/3626] Forecasting XTKG...
[2025-12-05T20:35:11.290185] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-05T20:35:11.290215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-05T20:35:11.301347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-05T20:35:11.301664] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-05T20:35:11.302399] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-05T20:35:11.302448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:11.302478] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:11.302505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:11.302560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:11.358122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:11.358885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:11.358962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:11.358994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:11.472236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:11.472389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:11.472430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:11.472459] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:11.475916] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=8.98%)
[2025-12-05T20:35:11.476188] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-05T20:35:11.476309] [INFO ] [sig       ] XTKG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:11.618530] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XTKG.txt
[2025-12-05T20:35:11.618693] [INFO ] [sig       ] [3587/3626] Completed XTKG in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 13.1s
[2025-12-05T20:35:11.618731] [INFO ] [sig       ] [3588/3626] Forecasting XYF...
[2025-12-05T20:35:11.618760] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-05T20:35:11.618797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-05T20:35:11.630032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-05T20:35:11.630337] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-05T20:35:11.631132] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-05T20:35:11.631187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:11.631225] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:11.631256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:11.631324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:11.687405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:11.688185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:11.688281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:11.688337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:11.802360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:11.802520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:11.802559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:11.802821] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:11.806299] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-05T20:35:11.806770] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-05T20:35:11.806891] [INFO ] [sig       ] XYF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:11.943416] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/XYF.txt
[2025-12-05T20:35:11.943531] [INFO ] [sig       ] [3588/3626] Completed XYF in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 12.8s
[2025-12-05T20:35:11.943591] [INFO ] [sig       ] [3589/3626] Forecasting XYL...
[2025-12-05T20:35:11.943631] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-05T20:35:11.943661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-05T20:35:11.954321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-05T20:35:11.954603] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-05T20:35:11.955341] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-05T20:35:11.955390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:11.955421] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:11.955446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:11.955501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:12.010939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:12.011506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:12.011597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:12.011631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:12.128937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:12.129042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:12.129078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:12.129105] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:12.132164] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=97.45%)
[2025-12-05T20:35:12.132417] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-05T20:35:12.132533] [INFO ] [sig       ] XYL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:12.272018] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/XYL.txt
[2025-12-05T20:35:12.272185] [INFO ] [sig       ] [3589/3626] Completed XYL in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 12.5s
[2025-12-05T20:35:12.272226] [INFO ] [sig       ] [3590/3626] Forecasting YALA...
[2025-12-05T20:35:12.272254] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-05T20:35:12.272283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-05T20:35:12.283551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-05T20:35:12.283817] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-05T20:35:12.284621] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-05T20:35:12.284669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:12.284700] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:12.284725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:12.284780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:12.339882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:12.340730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:12.340815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:12.340845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:12.457503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:12.457653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:12.457692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:12.457719] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:12.461018] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=55.14%)
[2025-12-05T20:35:12.461291] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-05T20:35:12.461410] [INFO ] [sig       ] YALA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:12.597204] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/YALA.txt
[2025-12-05T20:35:12.597318] [INFO ] [sig       ] [3590/3626] Completed YALA in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 12.1s
[2025-12-05T20:35:12.597355] [INFO ] [sig       ] [3591/3626] Forecasting YELP...
[2025-12-05T20:35:12.597383] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-05T20:35:12.597412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-05T20:35:12.609217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-05T20:35:12.609664] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-05T20:35:12.610472] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-05T20:35:12.610525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:12.610555] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:12.610613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:12.610670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:12.667488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:12.668418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:12.668510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:12.668542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:12.788650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:12.788818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:12.788858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:12.788885] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:12.792264] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=12.15%)
[2025-12-05T20:35:12.792528] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-05T20:35:12.792665] [INFO ] [sig       ] YELP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:12.930223] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YELP.txt
[2025-12-05T20:35:12.930346] [INFO ] [sig       ] [3591/3626] Completed YELP in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 11.8s
[2025-12-05T20:35:12.930383] [INFO ] [sig       ] [3592/3626] Forecasting YETI...
[2025-12-05T20:35:12.930411] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-05T20:35:12.930440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-05T20:35:12.941097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-05T20:35:12.941353] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-05T20:35:12.942132] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-05T20:35:12.942181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:12.942213] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:12.942238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:12.942294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:12.998763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:12.999337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:12.999413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:12.999444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:13.117360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:13.117476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:13.117512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:13.117541] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:13.120674] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=21.59%)
[2025-12-05T20:35:13.120929] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-05T20:35:13.121046] [INFO ] [sig       ] YETI: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:13.257042] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YETI.txt
[2025-12-05T20:35:13.257146] [INFO ] [sig       ] [3592/3626] Completed YETI in 0.3s | 2.97 sym/s | Total: 20.1m | ETA: 11.4s
[2025-12-05T20:35:13.257181] [INFO ] [sig       ] [3593/3626] Forecasting YMM...
[2025-12-05T20:35:13.257209] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-05T20:35:13.257238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-05T20:35:13.268624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-05T20:35:13.268875] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-05T20:35:13.269622] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-05T20:35:13.269671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:13.269728] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:13.269755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:13.269811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:13.324948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:13.325619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:13.325694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:13.325725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:13.443754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:13.443872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:13.443908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:13.443935] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:13.447106] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-05T20:35:13.447365] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-05T20:35:13.447491] [INFO ] [sig       ] YMM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:13.583354] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YMM.txt
[2025-12-05T20:35:13.583465] [INFO ] [sig       ] [3593/3626] Completed YMM in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 11.1s
[2025-12-05T20:35:13.583502] [INFO ] [sig       ] [3594/3626] Forecasting YPF...
[2025-12-05T20:35:13.583530] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-05T20:35:13.583559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-05T20:35:13.594628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-05T20:35:13.594878] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-05T20:35:13.595628] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-05T20:35:13.595677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:13.595707] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:13.595732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:13.595786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:13.651070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:13.651647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:13.651720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:13.651751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:13.771184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:13.771342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:13.771382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:13.771409] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:13.774720] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2025-12-05T20:35:13.774974] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-05T20:35:13.775088] [INFO ] [sig       ] YPF: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:13.912159] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YPF.txt
[2025-12-05T20:35:13.912290] [INFO ] [sig       ] [3594/3626] Completed YPF in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 10.8s
[2025-12-05T20:35:13.912329] [INFO ] [sig       ] [3595/3626] Forecasting YQQQ...
[2025-12-05T20:35:13.912358] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-05T20:35:13.912387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-05T20:35:13.925962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-05T20:35:13.926520] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-05T20:35:13.927452] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-05T20:35:13.927505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:13.927541] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:13.927568] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:13.927647] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:13.985640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:13.986768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:13.986866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:13.986901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:14.110167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:14.110410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:14.110456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:14.110484] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:14.114616] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: DOWN (p=9.42%)
[2025-12-05T20:35:14.115014] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-05T20:35:14.115175] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:14.257352] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YQQQ.txt
[2025-12-05T20:35:14.257541] [INFO ] [sig       ] [3595/3626] Completed YQQQ in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 10.4s
[2025-12-05T20:35:14.257599] [INFO ] [sig       ] [3596/3626] Forecasting YRD...
[2025-12-05T20:35:14.257632] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-05T20:35:14.257664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-05T20:35:14.270060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-05T20:35:14.270478] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-05T20:35:14.271350] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-05T20:35:14.271402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:14.271434] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:14.271460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:14.271518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:14.328923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:14.330041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:14.330138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:14.330170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:14.456074] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:14.456320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:14.456377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:14.456467] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:14.460787] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=95.74%)
[2025-12-05T20:35:14.461126] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-05T20:35:14.461266] [INFO ] [sig       ] YRD: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:14.604783] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/YRD.txt
[2025-12-05T20:35:14.604963] [INFO ] [sig       ] [3596/3626] Completed YRD in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 10.1s
[2025-12-05T20:35:14.605007] [INFO ] [sig       ] [3597/3626] Forecasting YSG...
[2025-12-05T20:35:14.605037] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-05T20:35:14.605068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-05T20:35:14.617396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-05T20:35:14.617877] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-05T20:35:14.618792] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-05T20:35:14.618867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:14.618900] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:14.618927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:14.618985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:14.677855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:14.678979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:14.679074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:14.679108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:14.800045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:14.800263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:14.800309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:14.800339] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:14.804129] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=43.19%)
[2025-12-05T20:35:14.804438] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-05T20:35:14.804589] [INFO ] [sig       ] YSG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:14.947165] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YSG.txt
[2025-12-05T20:35:14.947355] [INFO ] [sig       ] [3597/3626] Completed YSG in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 9.8s
[2025-12-05T20:35:14.947402] [INFO ] [sig       ] [3598/3626] Forecasting YTRA...
[2025-12-05T20:35:14.947432] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-05T20:35:14.947464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-05T20:35:14.959516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-05T20:35:14.959959] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-05T20:35:14.960839] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-05T20:35:14.960889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:14.960920] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:14.960946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:14.961004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:15.017347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:15.018411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:15.018500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:15.018533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:15.131890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:15.132118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:15.132164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:15.132192] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:15.135893] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-05T20:35:15.136176] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-05T20:35:15.136314] [INFO ] [sig       ] YTRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:15.276980] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YTRA.txt
[2025-12-05T20:35:15.277179] [INFO ] [sig       ] [3598/3626] Completed YTRA in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 9.4s
[2025-12-05T20:35:15.277221] [INFO ] [sig       ] [3599/3626] Forecasting YUM...
[2025-12-05T20:35:15.277253] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-05T20:35:15.277287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-05T20:35:15.289550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-05T20:35:15.289966] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-05T20:35:15.290831] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-05T20:35:15.290881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:15.290912] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:15.290938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:15.290995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:15.347935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:15.349044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:15.349137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:15.349168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:15.468660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:15.468883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:15.468927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:15.468957] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:15.473172] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=21.71%)
[2025-12-05T20:35:15.473487] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-05T20:35:15.473649] [INFO ] [sig       ] YUM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:15.615292] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/YUM.txt
[2025-12-05T20:35:15.615477] [INFO ] [sig       ] [3599/3626] Completed YUM in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 9.1s
[2025-12-05T20:35:15.615517] [INFO ] [sig       ] [3600/3626] Forecasting YUMC...
[2025-12-05T20:35:15.615546] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-05T20:35:15.615594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-05T20:35:15.627801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-05T20:35:15.628257] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-05T20:35:15.629115] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-05T20:35:15.629168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:15.629199] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:15.629224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:15.629281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:15.687001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:15.688121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:15.688219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:15.688253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:15.811046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:15.811319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:15.811376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:15.811406] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:15.815327] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=85.70%)
[2025-12-05T20:35:15.815642] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-05T20:35:15.815779] [INFO ] [sig       ] YUMC: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:15.956990] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/YUMC.txt
[2025-12-05T20:35:15.957235] [INFO ] [sig       ] [3600/3626] Completed YUMC in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 8.8s
[2025-12-05T20:35:15.957291] [INFO ] [sig       ] [3601/3626] Forecasting Z...
[2025-12-05T20:35:15.957323] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-05T20:35:15.957354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-05T20:35:15.970361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-05T20:35:15.970914] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-05T20:35:15.971831] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-05T20:35:15.971883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:15.971916] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:15.971944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:15.972003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:16.029216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:16.030426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:16.030529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:16.030563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:16.156275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:16.156505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:16.156585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:16.156621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:16.160359] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-05T20:35:16.160689] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-05T20:35:16.160823] [INFO ] [sig       ] Z: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:16.307428] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/Z.txt
[2025-12-05T20:35:16.307655] [INFO ] [sig       ] [3601/3626] Completed Z in 0.4s | 2.97 sym/s | Total: 20.2m | ETA: 8.4s
[2025-12-05T20:35:16.307700] [INFO ] [sig       ] [3602/3626] Forecasting ZBH...
[2025-12-05T20:35:16.307730] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-05T20:35:16.307767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-05T20:35:16.320609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-05T20:35:16.320979] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-05T20:35:16.321805] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-05T20:35:16.321855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:16.321886] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:16.321911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:16.321966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:16.376991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:16.377657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:16.377738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:16.377769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:16.493510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:16.493686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:16.493726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:16.493753] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:16.497117] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2025-12-05T20:35:16.497379] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-05T20:35:16.497519] [INFO ] [sig       ] ZBH: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:16.642724] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZBH.txt
[2025-12-05T20:35:16.642850] [INFO ] [sig       ] [3602/3626] Completed ZBH in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 8.1s
[2025-12-05T20:35:16.642888] [INFO ] [sig       ] [3603/3626] Forecasting ZBIO...
[2025-12-05T20:35:16.642916] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-05T20:35:16.642945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-05T20:35:16.653703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-05T20:35:16.653995] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-05T20:35:16.654783] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-05T20:35:16.654833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:16.654863] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:16.654889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:16.654944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:16.712744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:16.713595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:16.713706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:16.713778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:16.836391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:16.836536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:16.836590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:16.836621] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:16.839900] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-05T20:35:16.840160] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-05T20:35:16.840278] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:16.980067] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZBIO.txt
[2025-12-05T20:35:16.980193] [INFO ] [sig       ] [3603/3626] Completed ZBIO in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 7.7s
[2025-12-05T20:35:16.980230] [INFO ] [sig       ] [3604/3626] Forecasting ZBRA...
[2025-12-05T20:35:16.980259] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-05T20:35:16.980289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-05T20:35:16.990705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-05T20:35:16.990972] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-05T20:35:16.991723] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-05T20:35:16.991772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:16.991803] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:16.991829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:16.991884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:17.049223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:17.049928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:17.050004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:17.050037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:17.166160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:17.166307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:17.166365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:17.166395] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:17.169779] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=40.80%)
[2025-12-05T20:35:17.170046] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-05T20:35:17.170167] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:17.313107] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZBRA.txt
[2025-12-05T20:35:17.313240] [INFO ] [sig       ] [3604/3626] Completed ZBRA in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 7.4s
[2025-12-05T20:35:17.313277] [INFO ] [sig       ] [3605/3626] Forecasting ZD...
[2025-12-05T20:35:17.313305] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-05T20:35:17.313334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-05T20:35:17.323434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-05T20:35:17.323727] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-05T20:35:17.324472] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-05T20:35:17.324521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:17.324552] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:17.324597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:17.324654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:17.381128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:17.381822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:17.381908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:17.381942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:17.505270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:17.505442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:17.505496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:17.505535] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:17.510164] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: DOWN (p=28.15%)
[2025-12-05T20:35:17.510546] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-05T20:35:17.510734] [INFO ] [sig       ] ZD: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:17.652055] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZD.txt
[2025-12-05T20:35:17.652191] [INFO ] [sig       ] [3605/3626] Completed ZD in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 7.1s
[2025-12-05T20:35:17.652229] [INFO ] [sig       ] [3606/3626] Forecasting ZEPP...
[2025-12-05T20:35:17.652258] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-05T20:35:17.652286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-05T20:35:17.662636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-05T20:35:17.662927] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-05T20:35:17.663688] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-05T20:35:17.663736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:17.663767] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:17.663794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:17.663849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:17.718666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:17.719262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:17.719353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:17.719384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:17.826089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:17.826240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:17.826278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:17.826305] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:17.829656] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-12-05T20:35:17.829920] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-05T20:35:17.830039] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:17.966395] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZEPP.txt
[2025-12-05T20:35:17.966543] [INFO ] [sig       ] [3606/3626] Completed ZEPP in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 6.7s
[2025-12-05T20:35:17.966599] [INFO ] [sig       ] [3607/3626] Forecasting ZETA...
[2025-12-05T20:35:17.966629] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-05T20:35:17.966659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-05T20:35:17.977030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-05T20:35:17.977285] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-05T20:35:17.978074] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-05T20:35:17.978123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:17.978153] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:17.978179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:17.978233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:18.033506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:18.034095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:18.034168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:18.034200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:18.154439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:18.154603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:18.154642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:18.154670] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:18.157908] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=62.99%)
[2025-12-05T20:35:18.158164] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-05T20:35:18.158280] [INFO ] [sig       ] ZETA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:18.297392] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZETA.txt
[2025-12-05T20:35:18.297559] [INFO ] [sig       ] [3607/3626] Completed ZETA in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 6.4s
[2025-12-05T20:35:18.297629] [INFO ] [sig       ] [3608/3626] Forecasting ZEUS...
[2025-12-05T20:35:18.297659] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-05T20:35:18.297688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-05T20:35:18.308171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-05T20:35:18.308444] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-05T20:35:18.309191] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-05T20:35:18.309240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:18.309296] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:18.309326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:18.309386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:18.365182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:18.365773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:18.365856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:18.365889] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:18.484900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:18.485037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:18.485074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:18.485101] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:18.488343] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: UP (p=63.32%)
[2025-12-05T20:35:18.488616] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-05T20:35:18.488734] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:18.623500] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZEUS.txt
[2025-12-05T20:35:18.623625] [INFO ] [sig       ] [3608/3626] Completed ZEUS in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 6.1s
[2025-12-05T20:35:18.623665] [INFO ] [sig       ] [3609/3626] Forecasting ZG...
[2025-12-05T20:35:18.623695] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-05T20:35:18.623723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-05T20:35:18.637188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-05T20:35:18.637984] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-05T20:35:18.638941] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-05T20:35:18.638991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:18.639025] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:18.639051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:18.639108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:18.696479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:18.697680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:18.697796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:18.697852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:18.820702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:18.820930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:18.820976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:18.821006] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:18.824766] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=27.11%)
[2025-12-05T20:35:18.825070] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-05T20:35:18.825197] [INFO ] [sig       ] ZG: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:18.964943] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZG.txt
[2025-12-05T20:35:18.965139] [INFO ] [sig       ] [3609/3626] Completed ZG in 0.3s | 2.97 sym/s | Total: 20.2m | ETA: 5.7s
[2025-12-05T20:35:18.965183] [INFO ] [sig       ] [3610/3626] Forecasting ZGN...
[2025-12-05T20:35:18.965216] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-05T20:35:18.965248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-05T20:35:18.977655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-05T20:35:18.978339] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-05T20:35:18.979254] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-05T20:35:18.979305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:18.979372] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:18.979399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:18.979459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:19.036186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:19.037188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:19.037276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:19.037308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:19.162147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:19.162318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:19.162369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:19.162400] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:19.166129] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=2.67%)
[2025-12-05T20:35:19.166449] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-05T20:35:19.166614] [INFO ] [sig       ] ZGN: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:19.317429] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZGN.txt
[2025-12-05T20:35:19.317566] [INFO ] [sig       ] [3610/3626] Completed ZGN in 0.4s | 2.97 sym/s | Total: 20.3m | ETA: 5.4s
[2025-12-05T20:35:19.317627] [INFO ] [sig       ] [3611/3626] Forecasting ZH...
[2025-12-05T20:35:19.317656] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-05T20:35:19.317686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-05T20:35:19.329090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-05T20:35:19.329445] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-05T20:35:19.330267] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-05T20:35:19.330320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:19.330361] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:19.330392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:19.330448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:19.389900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:19.390744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:19.390827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:19.390859] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:19.511880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:19.512053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:19.512105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:19.512142] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:19.515625] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2025-12-05T20:35:19.515899] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-05T20:35:19.516023] [INFO ] [sig       ] ZH: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:19.666169] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZH.txt
[2025-12-05T20:35:19.666323] [INFO ] [sig       ] [3611/3626] Completed ZH in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 5.0s
[2025-12-05T20:35:19.666362] [INFO ] [sig       ] [3612/3626] Forecasting ZIM...
[2025-12-05T20:35:19.666391] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-05T20:35:19.666427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-05T20:35:19.679809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-05T20:35:19.680295] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-05T20:35:19.681192] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-05T20:35:19.681245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:19.681277] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:19.681302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:19.681358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:19.742921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:19.744135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:19.744241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:19.744275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:19.866598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:19.866831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:19.866879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:19.866909] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:19.870725] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=9.06%)
[2025-12-05T20:35:19.871021] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-05T20:35:19.871164] [INFO ] [sig       ] ZIM: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:20.009115] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZIM.txt
[2025-12-05T20:35:20.009365] [INFO ] [sig       ] [3612/3626] Completed ZIM in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 4.7s
[2025-12-05T20:35:20.009420] [INFO ] [sig       ] [3613/3626] Forecasting ZION...
[2025-12-05T20:35:20.009460] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-05T20:35:20.009505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-05T20:35:20.023061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-05T20:35:20.023620] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-05T20:35:20.024611] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-05T20:35:20.024674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:20.024723] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:20.024768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:20.024841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:20.086104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:20.087294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:20.087397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:20.087432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:20.219450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:20.219697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:20.219742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:20.219770] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:20.223726] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-05T20:35:20.224029] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-05T20:35:20.224167] [INFO ] [sig       ] ZION: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:20.367733] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZION.txt
[2025-12-05T20:35:20.368004] [INFO ] [sig       ] [3613/3626] Completed ZION in 0.4s | 2.97 sym/s | Total: 20.3m | ETA: 4.4s
[2025-12-05T20:35:20.368053] [INFO ] [sig       ] [3614/3626] Forecasting ZIP...
[2025-12-05T20:35:20.368084] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-05T20:35:20.368115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-05T20:35:20.380412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-05T20:35:20.380833] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-05T20:35:20.381792] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-05T20:35:20.381844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:20.381878] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:20.381905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:20.381966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:20.440636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:20.441775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:20.441874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:20.441907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:20.569247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:20.569395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:20.569442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:20.569470] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:20.572958] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: UP (p=60.00%)
[2025-12-05T20:35:20.573226] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-05T20:35:20.573355] [INFO ] [sig       ] ZIP: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:20.711594] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZIP.txt
[2025-12-05T20:35:20.711740] [INFO ] [sig       ] [3614/3626] Completed ZIP in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 4.0s
[2025-12-05T20:35:20.711778] [INFO ] [sig       ] [3615/3626] Forecasting ZLAB...
[2025-12-05T20:35:20.711807] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-05T20:35:20.711836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-05T20:35:20.725873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-05T20:35:20.726201] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-05T20:35:20.727049] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-05T20:35:20.727099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:20.727130] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:20.727156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:20.727210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:20.784449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:20.785177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:20.785254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:20.785287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:20.904710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:20.904867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:20.904906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:20.904934] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:20.908207] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2025-12-05T20:35:20.908466] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-05T20:35:20.908600] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:21.044255] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZLAB.txt
[2025-12-05T20:35:21.044416] [INFO ] [sig       ] [3615/3626] Completed ZLAB in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 3.7s
[2025-12-05T20:35:21.044454] [INFO ] [sig       ] [3616/3626] Forecasting ZM...
[2025-12-05T20:35:21.044483] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-05T20:35:21.044512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-05T20:35:21.055929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-05T20:35:21.056287] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-05T20:35:21.057083] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-05T20:35:21.057133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:21.057163] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:21.057188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:21.057241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:21.112031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:21.112834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:21.112911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:21.112943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:21.229181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:21.229336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:21.229375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:21.229402] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:21.232704] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-05T20:35:21.232970] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-05T20:35:21.233087] [INFO ] [sig       ] ZM: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:21.368293] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZM.txt
[2025-12-05T20:35:21.368421] [INFO ] [sig       ] [3616/3626] Completed ZM in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 3.4s
[2025-12-05T20:35:21.368458] [INFO ] [sig       ] [3617/3626] Forecasting ZNTL...
[2025-12-05T20:35:21.368487] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-05T20:35:21.368517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-05T20:35:21.379290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-05T20:35:21.379603] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-05T20:35:21.380344] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-05T20:35:21.380392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:21.380426] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:21.380454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:21.380509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:21.436420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:21.437113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:21.437188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:21.437219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:21.554002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:21.554167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:21.554208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:21.554234] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:21.557524] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=70.22%)
[2025-12-05T20:35:21.560692] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-05T20:35:21.560889] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:21.698560] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZNTL.txt
[2025-12-05T20:35:21.698702] [INFO ] [sig       ] [3617/3626] Completed ZNTL in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 3.0s
[2025-12-05T20:35:21.698740] [INFO ] [sig       ] [3618/3626] Forecasting ZS...
[2025-12-05T20:35:21.698769] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-05T20:35:21.698799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-05T20:35:21.709658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-05T20:35:21.709918] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-05T20:35:21.710676] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-05T20:35:21.710725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:21.710755] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:21.710781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:21.710836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:21.769278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:21.769956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:21.770034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:21.770067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:21.893039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:21.893193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:21.893232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:21.893262] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:21.896704] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: UP (p=91.22%)
[2025-12-05T20:35:21.896970] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-05T20:35:21.897097] [INFO ] [sig       ] ZS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:22.035474] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZS.txt
[2025-12-05T20:35:22.035615] [INFO ] [sig       ] [3618/3626] Completed ZS in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 2.7s
[2025-12-05T20:35:22.035656] [INFO ] [sig       ] [3619/3626] Forecasting ZTO...
[2025-12-05T20:35:22.035684] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-05T20:35:22.035714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-05T20:35:22.046737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-05T20:35:22.047011] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-05T20:35:22.047769] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-05T20:35:22.047837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:22.047870] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:22.047899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:22.047955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:22.104489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:22.105134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:22.105208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:22.105239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:22.223662] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:22.223808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:22.223854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:22.223881] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:22.227133] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-05T20:35:22.227388] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-05T20:35:22.227508] [INFO ] [sig       ] ZTO: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:22.364766] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZTO.txt
[2025-12-05T20:35:22.364887] [INFO ] [sig       ] [3619/3626] Completed ZTO in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 2.4s
[2025-12-05T20:35:22.364925] [INFO ] [sig       ] [3620/3626] Forecasting ZTS...
[2025-12-05T20:35:22.364953] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-05T20:35:22.364982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-05T20:35:22.375961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-05T20:35:22.376241] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-05T20:35:22.377010] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-05T20:35:22.377059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:22.377089] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:22.377116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:22.377170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:22.433028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:22.433691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:22.433765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:22.433831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:22.555413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:22.555559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:22.555614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:22.555643] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:22.558951] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-05T20:35:22.559207] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-05T20:35:22.559327] [INFO ] [sig       ] ZTS: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:22.697346] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZTS.txt
[2025-12-05T20:35:22.697471] [INFO ] [sig       ] [3620/3626] Completed ZTS in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 2.0s
[2025-12-05T20:35:22.697508] [INFO ] [sig       ] [3621/3626] Forecasting ZUMZ...
[2025-12-05T20:35:22.697537] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-05T20:35:22.697567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-05T20:35:22.708345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-05T20:35:22.708704] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-05T20:35:22.709452] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-05T20:35:22.709511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:22.709563] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:22.709622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:22.709678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:22.765711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:22.766338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:22.766411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:22.766442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:22.884496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:22.884661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:22.884702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:22.884728] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:22.887999] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=74.69%)
[2025-12-05T20:35:22.888263] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-05T20:35:22.888380] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:23.026072] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZUMZ.txt
[2025-12-05T20:35:23.026196] [INFO ] [sig       ] [3621/3626] Completed ZUMZ in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 1.7s
[2025-12-05T20:35:23.026234] [INFO ] [sig       ] [3622/3626] Forecasting ZURA...
[2025-12-05T20:35:23.026262] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-05T20:35:23.026290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-05T20:35:23.036849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-05T20:35:23.037107] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-05T20:35:23.037902] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-05T20:35:23.037952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:23.037983] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:23.038009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:23.038064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:23.096880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:23.097619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:23.097693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:23.097725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:23.217179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:23.217331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:23.217370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:23.217398] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:23.220740] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2025-12-05T20:35:23.220999] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-05T20:35:23.221116] [INFO ] [sig       ] ZURA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:23.358487] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZURA.txt
[2025-12-05T20:35:23.358629] [INFO ] [sig       ] [3622/3626] Completed ZURA in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 1.3s
[2025-12-05T20:35:23.358668] [INFO ] [sig       ] [3623/3626] Forecasting ZVIA...
[2025-12-05T20:35:23.358699] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-05T20:35:23.358727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-05T20:35:23.369618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-05T20:35:23.369918] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-05T20:35:23.370726] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-05T20:35:23.370777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:23.370810] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:23.370839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:23.370898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:23.428130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:23.428787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:23.428862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:23.428898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:23.551741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:23.551880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:23.551920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:23.551948] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:23.555205] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=58.00%)
[2025-12-05T20:35:23.555460] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-05T20:35:23.555593] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:23.696780] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZVIA.txt
[2025-12-05T20:35:23.696963] [INFO ] [sig       ] [3623/3626] Completed ZVIA in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 1.0s
[2025-12-05T20:35:23.697019] [INFO ] [sig       ] [3624/3626] Forecasting ZVRA...
[2025-12-05T20:35:23.697060] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-05T20:35:23.697099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-05T20:35:23.707885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-05T20:35:23.708194] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-05T20:35:23.709043] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-05T20:35:23.709095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:23.709126] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:23.709153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:23.709210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:23.767391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:23.768104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:23.768180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:23.768213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:23.884897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:23.885047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:23.885085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:23.885113] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:23.888422] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-05T20:35:23.888701] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-05T20:35:23.888824] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:24.039427] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZVRA.txt
[2025-12-05T20:35:24.039558] [INFO ] [sig       ] [3624/3626] Completed ZVRA in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 0.7s
[2025-12-05T20:35:24.039635] [INFO ] [sig       ] [3625/3626] Forecasting ZWS...
[2025-12-05T20:35:24.039666] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-05T20:35:24.039697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-05T20:35:24.050511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-05T20:35:24.050846] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-05T20:35:24.051638] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-05T20:35:24.051689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:24.051721] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:24.051748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:24.051805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:24.107600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:24.108268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:24.108346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:24.108378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:24.228193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:24.228341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:24.228380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:24.228407] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:24.231807] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2025-12-05T20:35:24.232065] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-05T20:35:24.232182] [INFO ] [sig       ] ZWS: Forecast for 2025-12-05: UP (sign=1.00)
[2025-12-05T20:35:24.369923] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-08	1 -> ./output/forecasts/individual/2025-12-08/ZWS.txt
[2025-12-05T20:35:24.370043] [INFO ] [sig       ] [3625/3626] Completed ZWS in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 0.3s
[2025-12-05T20:35:24.370079] [INFO ] [sig       ] [3626/3626] Forecasting ZYME...
[2025-12-05T20:35:24.370106] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-05T20:35:24.370136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-05T20:35:24.381097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-05T20:35:24.381381] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-05T20:35:24.382162] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-05T20:35:24.382212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-05T20:35:24.382243] [DEBUG] [FORECASTER] Starting train method
[2025-12-05T20:35:24.382269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-05T20:35:24.382324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-05T20:35:24.438589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-05T20:35:24.439218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-05T20:35:24.439291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-05T20:35:24.439322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-05T20:35:24.563862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-05T20:35:24.563989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-05T20:35:24.564031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-05T20:35:24.564058] [INFO ] [FORECASTER] Training complete
[2025-12-05T20:35:24.567326] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-05T20:35:24.567604] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-05T20:35:24.567741] [INFO ] [sig       ] ZYME: Forecast for 2025-12-05: DOWN (sign=0.00)
[2025-12-05T20:35:24.703333] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-08	0 -> ./output/forecasts/individual/2025-12-08/ZYME.txt
[2025-12-05T20:35:24.703446] [INFO ] [sig       ] [3626/3626] Completed ZYME in 0.3s | 2.97 sym/s | Total: 20.3m | ETA: 0.0s
[2025-12-05T20:35:24.703482] [INFO ] [sig       ] ==================================================
[2025-12-05T20:35:24.703513] [INFO ] [sig       ] Forecasts complete: 3626/3626 symbols succeeded
[2025-12-05T20:35:24.703544] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-05T20:35:24.703607] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-05T20:35:24.703854] [INFO ] [sig       ] Found 39 forecast dates to process
[2025-12-05T20:35:24.703890] [INFO ] [sig       ] [1/39] Processing report for 2025-10-10...
[2025-12-05T20:35:24.703925] [INFO ] [sig       ] [1/39] Report for 2025-10-10 already exists, skipping...
[2025-12-05T20:35:24.703953] [INFO ] [sig       ] [2/39] Processing report for 2025-10-13...
[2025-12-05T20:35:24.704011] [INFO ] [sig       ] [2/39] Report for 2025-10-13 already exists, skipping...
[2025-12-05T20:35:24.704040] [INFO ] [sig       ] [3/39] Processing report for 2025-10-14...
[2025-12-05T20:35:24.704075] [INFO ] [sig       ] [3/39] Report for 2025-10-14 already exists, skipping...
[2025-12-05T20:35:24.704102] [INFO ] [sig       ] [4/39] Processing report for 2025-10-15...
[2025-12-05T20:35:24.704133] [INFO ] [sig       ] [4/39] Report for 2025-10-15 already exists, skipping...
[2025-12-05T20:35:24.704159] [INFO ] [sig       ] [5/39] Processing report for 2025-10-16...
[2025-12-05T20:35:24.704190] [INFO ] [sig       ] [5/39] Report for 2025-10-16 already exists, skipping...
[2025-12-05T20:35:24.704215] [INFO ] [sig       ] [6/39] Processing report for 2025-10-17...
[2025-12-05T20:35:24.704246] [INFO ] [sig       ] [6/39] Report for 2025-10-17 already exists, skipping...
[2025-12-05T20:35:24.704271] [INFO ] [sig       ] [7/39] Processing report for 2025-10-20...
[2025-12-05T20:35:24.704301] [INFO ] [sig       ] [7/39] Report for 2025-10-20 already exists, skipping...
[2025-12-05T20:35:24.704326] [INFO ] [sig       ] [8/39] Processing report for 2025-10-21...
[2025-12-05T20:35:24.704356] [INFO ] [sig       ] [8/39] Report for 2025-10-21 already exists, skipping...
[2025-12-05T20:35:24.704382] [INFO ] [sig       ] [9/39] Processing report for 2025-10-22...
[2025-12-05T20:35:24.704411] [INFO ] [sig       ] [9/39] Report for 2025-10-22 already exists, skipping...
[2025-12-05T20:35:24.704436] [INFO ] [sig       ] [10/39] Processing report for 2025-10-23...
[2025-12-05T20:35:24.704466] [INFO ] [sig       ] [10/39] Report for 2025-10-23 already exists, skipping...
[2025-12-05T20:35:24.704491] [INFO ] [sig       ] [11/39] Processing report for 2025-10-24...
[2025-12-05T20:35:24.704524] [INFO ] [sig       ] [11/39] Report for 2025-10-24 already exists, skipping...
[2025-12-05T20:35:24.704551] [INFO ] [sig       ] [12/39] Processing report for 2025-10-27...
[2025-12-05T20:35:24.704601] [INFO ] [sig       ] [12/39] Report for 2025-10-27 already exists, skipping...
[2025-12-05T20:35:24.704629] [INFO ] [sig       ] [13/39] Processing report for 2025-10-28...
[2025-12-05T20:35:24.704659] [INFO ] [sig       ] [13/39] Report for 2025-10-28 already exists, skipping...
[2025-12-05T20:35:24.704687] [INFO ] [sig       ] [14/39] Processing report for 2025-10-30...
[2025-12-05T20:35:24.704717] [INFO ] [sig       ] [14/39] Report for 2025-10-30 already exists, skipping...
[2025-12-05T20:35:24.704742] [INFO ] [sig       ] [15/39] Processing report for 2025-10-31...
[2025-12-05T20:35:24.704771] [INFO ] [sig       ] [15/39] Report for 2025-10-31 already exists, skipping...
[2025-12-05T20:35:24.704796] [INFO ] [sig       ] [16/39] Processing report for 2025-11-03...
[2025-12-05T20:35:24.704826] [INFO ] [sig       ] [16/39] Report for 2025-11-03 already exists, skipping...
[2025-12-05T20:35:24.704857] [INFO ] [sig       ] [17/39] Processing report for 2025-11-04...
[2025-12-05T20:35:24.704889] [INFO ] [sig       ] [17/39] Report for 2025-11-04 already exists, skipping...
[2025-12-05T20:35:24.704914] [INFO ] [sig       ] [18/39] Processing report for 2025-11-05...
[2025-12-05T20:35:24.704944] [INFO ] [sig       ] [18/39] Report for 2025-11-05 already exists, skipping...
[2025-12-05T20:35:24.704970] [INFO ] [sig       ] [19/39] Processing report for 2025-11-06...
[2025-12-05T20:35:24.705000] [INFO ] [sig       ] [19/39] Report for 2025-11-06 already exists, skipping...
[2025-12-05T20:35:24.705025] [INFO ] [sig       ] [20/39] Processing report for 2025-11-07...
[2025-12-05T20:35:24.705054] [INFO ] [sig       ] [20/39] Report for 2025-11-07 already exists, skipping...
[2025-12-05T20:35:24.705079] [INFO ] [sig       ] [21/39] Processing report for 2025-11-10...
[2025-12-05T20:35:24.705110] [INFO ] [sig       ] [21/39] Report for 2025-11-10 already exists, skipping...
[2025-12-05T20:35:24.705135] [INFO ] [sig       ] [22/39] Processing report for 2025-11-11...
[2025-12-05T20:35:24.705164] [INFO ] [sig       ] [22/39] Report for 2025-11-11 already exists, skipping...
[2025-12-05T20:35:24.705189] [INFO ] [sig       ] [23/39] Processing report for 2025-11-12...
[2025-12-05T20:35:24.705218] [INFO ] [sig       ] [23/39] Report for 2025-11-12 already exists, skipping...
[2025-12-05T20:35:24.705243] [INFO ] [sig       ] [24/39] Processing report for 2025-11-13...
[2025-12-05T20:35:24.705272] [INFO ] [sig       ] [24/39] Report for 2025-11-13 already exists, skipping...
[2025-12-05T20:35:24.705297] [INFO ] [sig       ] [25/39] Processing report for 2025-11-17...
[2025-12-05T20:35:24.705327] [INFO ] [sig       ] [25/39] Report for 2025-11-17 already exists, skipping...
[2025-12-05T20:35:24.705352] [INFO ] [sig       ] [26/39] Processing report for 2025-11-18...
[2025-12-05T20:35:24.705381] [INFO ] [sig       ] [26/39] Report for 2025-11-18 already exists, skipping...
[2025-12-05T20:35:24.705406] [INFO ] [sig       ] [27/39] Processing report for 2025-11-19...
[2025-12-05T20:35:24.705435] [INFO ] [sig       ] [27/39] Report for 2025-11-19 already exists, skipping...
[2025-12-05T20:35:24.705460] [INFO ] [sig       ] [28/39] Processing report for 2025-11-20...
[2025-12-05T20:35:24.705490] [INFO ] [sig       ] [28/39] Report for 2025-11-20 already exists, skipping...
[2025-12-05T20:35:24.705518] [INFO ] [sig       ] [29/39] Processing report for 2025-11-21...
[2025-12-05T20:35:24.705549] [INFO ] [sig       ] [29/39] Report for 2025-11-21 already exists, skipping...
[2025-12-05T20:35:24.705591] [INFO ] [sig       ] [30/39] Processing report for 2025-11-24...
[2025-12-05T20:35:24.705624] [INFO ] [sig       ] [30/39] Report for 2025-11-24 already exists, skipping...
[2025-12-05T20:35:24.705649] [INFO ] [sig       ] [31/39] Processing report for 2025-11-25...
[2025-12-05T20:35:24.705679] [INFO ] [sig       ] [31/39] Report for 2025-11-25 already exists, skipping...
[2025-12-05T20:35:24.705704] [INFO ] [sig       ] [32/39] Processing report for 2025-11-26...
[2025-12-05T20:35:24.705734] [INFO ] [sig       ] [32/39] Report for 2025-11-26 already exists, skipping...
[2025-12-05T20:35:24.705759] [INFO ] [sig       ] [33/39] Processing report for 2025-11-28...
[2025-12-05T20:35:24.705789] [INFO ] [sig       ] [33/39] Report for 2025-11-28 already exists, skipping...
[2025-12-05T20:35:24.705815] [INFO ] [sig       ] [34/39] Processing report for 2025-12-01...
[2025-12-05T20:35:24.705846] [INFO ] [sig       ] [34/39] Report for 2025-12-01 already exists, skipping...
[2025-12-05T20:35:24.705871] [INFO ] [sig       ] [35/39] Processing report for 2025-12-02...
[2025-12-05T20:35:24.705900] [INFO ] [sig       ] [35/39] Report for 2025-12-02 already exists, skipping...
[2025-12-05T20:35:24.705925] [INFO ] [sig       ] [36/39] Processing report for 2025-12-03...
[2025-12-05T20:35:24.705955] [INFO ] [sig       ] [36/39] Report for 2025-12-03 already exists, skipping...
[2025-12-05T20:35:24.705979] [INFO ] [sig       ] [37/39] Processing report for 2025-12-04...
[2025-12-05T20:35:24.706024] [INFO ] [sig       ] [37/39] Report for 2025-12-04 already exists, skipping...
[2025-12-05T20:35:24.706053] [INFO ] [sig       ] [38/39] Processing report for 2025-12-05...
[2025-12-05T20:35:24.706089] [INFO ] [sig       ] [38/39] Report for 2025-12-05 already exists, skipping...
[2025-12-05T20:35:24.706116] [INFO ] [sig       ] [39/39] Processing report for 2025-12-08...
[2025-12-05T20:35:24.775736] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.775873] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.776135] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.776434] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.776506] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.776789] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.777050] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.777122] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.777405] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.777663] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.777954] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.778244] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.778484] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.778554] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.778865] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.779164] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.779418] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.779489] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.779715] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.779997] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.780279] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.780519] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.780824] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.781108] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.781399] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.781468] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.781750] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.781990] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.782242] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.782526] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.782829] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.783065] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.783335] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.783594] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-05T20:35:24.783889] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.784143] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.784432] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.784688] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.784923] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.785209] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.785462] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.785697] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.785768] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.785826] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.785884] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.786122] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.786365] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.786650] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.786934] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.787004] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.787277] [DEBUG] [LOCAL     ] Loaded configuration for MBX: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.787558] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.787853] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.788150] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.788432] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.788715] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.788998] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.789257] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.789504] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.789810] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.790080] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.790312] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.790596] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.790917] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.791000] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.791077] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.791383] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.791793] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.792061] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.792448] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.793114] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.793402] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.793734] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.793989] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.794244] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.794317] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.794550] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.794864] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.795149] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.795436] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.795723] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.796007] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.796290] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.796535] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.796825] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.797108] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.797393] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.797637] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.797943] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.798017] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.798264] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.798565] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.798837] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.799103] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.799347] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.799644] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.799886] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.800170] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.800408] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.800692] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.800975] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.801045] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.801286] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.801357] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.801633] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.801883] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.802117] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.802186] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.802431] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.802672] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.802749] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.802808] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.803031] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.803314] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.803385] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.803658] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.803728] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.803950] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.804236] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.804308] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.804604] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.804890] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.805144] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.805428] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.805498] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.805564] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.805863] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.806117] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-05T20:35:24.806187] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.806248] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.806474] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.806758] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.806993] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.807287] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.807521] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.807843] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.808136] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.808421] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.808720] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.808788] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-05T20:35:24.809013] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.809085] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.809142] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.809434] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.809700] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.809984] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.810246] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.810547] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.810855] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.811121] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.811190] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.811414] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.811665] [DEBUG] [LOCAL     ] Loaded configuration for LASE: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.811922] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.812206] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.812439] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.812673] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.812962] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.813197] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.813429] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.813681] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.813918] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.814205] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.814441] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.814726] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.814973] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.815250] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.815535] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.815854] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.816136] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-05T20:35:24.816421] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.816706] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.816778] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.817049] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.817119] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.817339] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.817619] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.817691] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.817978] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.818228] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.818296] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.818606] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.818901] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.819149] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.819218] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.819483] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.819565] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.819854] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.820099] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.820375] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.820443] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.820663] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.820897] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.821140] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.821419] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.821487] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.821722] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.821791] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.822058] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.822335] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.822404] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.822622] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.822692] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.822750] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.823017] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.823243] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.823486] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.823557] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.823636] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.823695] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.823915] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.824160] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.824435] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.824504] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.824840] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.825071] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.825332] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.825403] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.825630] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.825915] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.826201] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.826453] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.826749] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.826819] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.827097] [DEBUG] [LOCAL     ] Loaded configuration for DVAX: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.827337] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.827622] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.827911] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.828206] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.828500] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.828610] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.828903] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.828973] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.829223] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.829295] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.829533] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.829813] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.830137] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.830208] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.830433] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.830720] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.831002] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.831236] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.831487] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.831736] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.832027] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.832321] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.832393] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.832451] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.832509] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.832743] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.832814] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.833054] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.833339] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.833591] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.833877] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.834156] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.834441] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.834511] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.834595] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.834879] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.835168] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.835404] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.835699] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.835770] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.836046] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.836334] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.836602] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.836841] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.837130] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.837362] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.837608] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.837882] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.838172] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.838423] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.838700] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.838940] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.839193] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.839262] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.839497] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-05T20:35:24.839606] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.839913] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.840207] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.840275] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.840333] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.840630] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.840700] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.840986] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.841237] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.841527] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.841800] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.841870] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.842143] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.842401] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.842697] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.842980] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.843052] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.843113] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.843335] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.843406] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.843650] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.843900] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.843971] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.844221] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.844458] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.844743] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.845027] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.845280] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.845532] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.845793] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.846081] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.846366] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.846620] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.846870] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.847151] [DEBUG] [LOCAL     ] Loaded configuration for MOB: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.847396] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.847648] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.847909] [DEBUG] [LOCAL     ] Loaded configuration for RIME: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.848172] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.848459] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.848724] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.849011] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.849294] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.849609] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.849858] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.850107] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.850763] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.851016] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.851302] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.851603] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.851891] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.852189] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.852474] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.852733] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.852989] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.853062] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-05T20:35:24.853308] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.853566] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.853840] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.853918] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.854145] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.854385] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.854619] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.854903] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.855155] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.855436] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.855691] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.855942] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.856015] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.856265] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.856530] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.856814] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.857105] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.857179] [DEBUG] [LOCAL     ] Loaded configuration for JAMF: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.857240] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.857465] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.857551] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.857631] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.857897] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.858188] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.858473] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.858544] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.858846] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2025-12-05T20:35:24.859099] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.859387] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.859643] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.859937] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.860180] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.860464] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.860701] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.860773] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.861049] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-05T20:35:24.861300] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.861605] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.861680] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.861954] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.862202] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.862502] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.862808] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.862879] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.863115] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.863352] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.863637] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.863923] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.864211] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.864494] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.864562] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.864865] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-05T20:35:24.865119] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.865356] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.865608] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.865893] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.866175] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.866409] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.866697] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.866985] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.867268] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.867337] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.867596] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.867895] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.868136] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.868423] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-05T20:35:24.868710] [DEBUG] [LOCAL     ] Loaded configuration for RPTX: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.868780] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.869005] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.869239] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.869470] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.869722] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.869955] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.870205] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.870440] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.870728] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.870966] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.871205] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.871277] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.871521] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.871832] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.871904] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.872154] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.872390] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.872678] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.872963] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.873034] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.873310] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.873556] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.873649] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.873934] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.874186] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.874258] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.874504] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.874779] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.875066] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.875354] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.875606] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.875846] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.876142] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.876212] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.876269] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.876543] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.876853] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.877136] [DEBUG] [LOCAL     ] Loaded configuration for FRSX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.877370] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.877653] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-05T20:35:24.877910] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.878152] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.878405] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.878659] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.878943] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.879227] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.879467] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.879753] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.879821] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.880098] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.880357] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.880605] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.880895] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.881178] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.881461] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.881713] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-05T20:35:24.881997] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.882288] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.882594] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.882850] [DEBUG] [LOCAL     ] Loaded configuration for HCTI: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.883085] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.883379] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.883647] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.883718] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.883992] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.884063] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.884123] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.884349] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.884634] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.884868] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.885122] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.885194] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.885437] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.885727] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.885962] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.886248] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.886481] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.886732] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.886967] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.887217] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.887287] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.887560] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.887884] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.887956] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.888185] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.888436] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.888674] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.888912] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.889204] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.889275] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.889335] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.889611] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.889862] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.890114] [DEBUG] [LOCAL     ] Loaded configuration for MBIO: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.890348] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.890653] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.890724] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.891019] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.891326] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.891399] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.891637] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.891874] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.892127] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.892414] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.892485] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.892711] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.892783] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.893024] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.893309] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.893584] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.893841] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.894126] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.894200] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.894443] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.894727] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.894977] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.895213] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.895507] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.895600] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.895852] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.896158] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.896461] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.896751] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.897041] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.897321] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.897393] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.897646] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.897718] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.897996] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.898283] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.898517] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.898789] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.899075] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.899324] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.899623] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.899692] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.899916] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.900166] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.900424] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.900659] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.900727] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.900968] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-05T20:35:24.901036] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.901278] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.901348] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-05T20:35:24.901632] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.901877] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.902114] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.902352] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.902424] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.902650] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.902935] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.903173] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.903470] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.903778] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.904050] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.904344] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.904636] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.904870] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.905154] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.905440] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.905676] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.905918] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.906201] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.906500] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.906757] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.907008] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.907262] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.907333] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.907557] [DEBUG] [LOCAL     ] Loaded configuration for APM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.907841] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.907912] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.908160] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.908412] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.908650] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.908903] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.909185] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.909420] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.909489] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.909764] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.910046] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.910328] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.910597] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.910845] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.911120] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.911396] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.911641] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.911927] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.912217] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.912452] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.912741] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.913024] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.913096] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.913371] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.913663] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.913898] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.914149] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.914385] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.914639] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.914924] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.915159] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.915393] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.915652] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.915904] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.915976] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.916255] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.916510] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.916766] [DEBUG] [LOCAL     ] Loaded configuration for CNXC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.917056] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.917340] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.917592] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.917666] [DEBUG] [LOCAL     ] Loaded configuration for DOOO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.917896] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.917967] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.918200] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.918435] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.918682] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.918754] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.919036] [DEBUG] [LOCAL     ] Loaded configuration for REVG: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.919280] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.919596] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.919912] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.920196] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.920448] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.920704] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.920943] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.921180] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.921467] [DEBUG] [LOCAL     ] Loaded configuration for APOS: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.921715] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.922008] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.922379] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.922452] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.922705] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.922951] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.923217] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.923509] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-05T20:35:24.923773] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2025-12-05T20:35:24.924082] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.924319] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.924602] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.924903] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.925164] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.925403] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.925702] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.925939] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.926173] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.926409] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.926696] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.926986] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.927227] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.927478] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.927550] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.927822] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.927902] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.928198] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.928269] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.928553] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.928866] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2025-12-05T20:35:24.929153] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.929390] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.929647] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.929905] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.930147] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.930219] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.930494] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.930778] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.931015] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.931248] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.931533] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.931622] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.931690] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.931973] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.932258] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.932499] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.932752] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.932988] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.933270] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.933506] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.933603] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.933851] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.934108] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.934362] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.934616] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.934866] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.935117] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.935352] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.935423] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.935707] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.935990] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.936284] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.936601] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.936843] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.937125] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.937411] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.937698] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.937769] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.938046] [DEBUG] [LOCAL     ] Loaded configuration for LAKE: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.938288] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.938357] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.938603] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.938839] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.938909] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.939183] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.939466] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-05T20:35:24.939700] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.939983] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.940271] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.940566] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.940889] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.940962] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.941236] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.941486] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.941769] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.942057] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.942350] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.942604] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.942846] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.943098] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.943382] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.943672] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.943912] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.944198] [DEBUG] [LOCAL     ] Loaded configuration for PNFP: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.944270] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.944513] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.944819] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.945072] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.945313] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.945549] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.945824] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.946060] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2025-12-05T20:35:24.946300] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.946535] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.946629] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.946913] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.947199] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.947453] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.947743] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.947837] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.947903] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.948186] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.948258] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.948318] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.948563] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.948875] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.949165] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2025-12-05T20:35:24.949418] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.949706] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.949991] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.950065] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-05T20:35:24.950310] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.950608] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.950844] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.951128] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-05T20:35:24.951378] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.951622] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.951905] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.952190] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.952472] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.952714] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.952971] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.953258] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.953329] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.953608] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.953846] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.953916] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.954193] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.954428] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.954681] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.954965] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.955037] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.955311] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.955550] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.955810] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.956042] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.956325] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.956610] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2025-12-05T20:35:24.956846] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.957130] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.957413] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.957670] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.957966] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.958206] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.958499] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.958754] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.959039] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.959109] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2025-12-05T20:35:24.959333] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.959601] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.959852] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.959921] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.960195] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.960264] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.960512] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.960788] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.961069] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.961319] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.961552] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.961806] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.962090] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.962372] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.962441] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2025-12-05T20:35:24.962665] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.962898] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.963132] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.963380] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.963639] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.963708] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.963989] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.964228] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.964462] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.964533] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.964778] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.965062] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.965313] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.965603] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.965842] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.966076] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.966326] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.966397] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.966643] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.966931] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-05T20:35:24.967218] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.967453] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.967705] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-05T20:35:24.967946] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.968236] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.968472] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.968724] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.969008] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.969294] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-05T20:35:24.969555] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.969814] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.970099] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.970171] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.970396] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-05T20:35:24.970686] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-05T20:35:24.970975] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-05T20:35:24.971212] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-05T20:35:24.971463] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.971534] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.971837] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.972091] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.972375] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.972611] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.972897] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.972968] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.973194] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.973478] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.973763] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.974048] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.974298] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.974370] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.974431] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.974664] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.974944] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.975013] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.975072] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.975131] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.975399] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.975699] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.976011] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.976083] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.976481] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.976756] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-05T20:35:24.976827] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.977069] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.977140] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.977402] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.977715] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.978003] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.978332] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.978402] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-05T20:35:24.978669] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.978922] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.978992] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.979049] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.979342] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.979648] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.979901] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.980153] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.980417] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.980664] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.980975] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2025-12-05T20:35:24.981223] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.981487] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.981757] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.982005] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.982301] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.982585] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.982890] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.983191] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.983489] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.983782] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.983855] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.984110] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.984181] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.984240] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.984533] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.984804] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.984875] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.985164] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2025-12-05T20:35:24.985462] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.985762] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.986009] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.986281] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.986548] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.986641] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-05T20:35:24.986714] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.986964] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.987252] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.987486] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.987554] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.987838] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.988137] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.988387] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.988454] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.988740] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.989027] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.989311] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.989548] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-05T20:35:24.989813] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-05T20:35:24.990079] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.990331] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.990619] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.990923] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2025-12-05T20:35:24.991220] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.991510] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.991769] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.992030] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.992281] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.992589] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.992843] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.993081] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.993330] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.993620] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.993855] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-05T20:35:24.994144] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.994385] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2025-12-05T20:35:24.994621] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.994687] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-05T20:35:24.994964] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.995204] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-05T20:35:24.995526] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.995839] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.996148] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.996418] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.996672] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-05T20:35:24.996740] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-05T20:35:24.996979] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-05T20:35:24.997275] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-05T20:35:24.997512] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-05T20:35:24.997841] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-05T20:35:24.998107] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.998343] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-05T20:35:24.998627] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.998911] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.999139] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2025-12-05T20:35:24.999204] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2025-12-05T20:35:24.999456] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-05T20:35:24.999528] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-05T20:35:24.999804] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.000091] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.000387] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.000453] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.000740] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-05T20:35:25.001001] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.001284] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.001540] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.001808] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.001875] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.002122] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.002356] [DEBUG] [LOCAL     ] Loaded configuration for PFE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.002604] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.002674] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.002731] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.003009] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.003294] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.003529] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.003618] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.003899] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.004148] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.004398] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.004682] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.004940] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.005007] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.005234] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.005519] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.005608] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.005851] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.006086] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.006319] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.006385] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.006665] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.006732] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.007011] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.007261] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.007510] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.007777] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.008093] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.008330] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.008601] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.008842] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.008907] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.009137] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.009422] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.009719] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.009785] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.010059] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.010124] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.010401] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.010694] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.010761] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.011046] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.011335] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.011401] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.011459] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.011847] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.012145] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.012469] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.012778] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.013124] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.013451] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.013780] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.014074] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.014322] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.014617] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.014856] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.015098] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.015170] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.015393] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.015458] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.015709] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.015777] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.015833] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.016060] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.016293] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.016555] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.016844] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.016919] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.017146] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.017437] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.017678] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.017964] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.018250] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.018537] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.018624] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.018908] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.019195] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.019493] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.019800] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.020104] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.020389] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.020625] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.020915] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.020981] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.021229] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.021494] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.021792] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.022032] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.022293] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.022545] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.022815] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.023091] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.023386] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.023452] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.023683] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.023923] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.023990] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.024270] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.024561] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.024846] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.025097] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.025348] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.025617] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.025906] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.026158] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.026223] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.026499] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.026569] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.026868] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.027154] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.027438] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.027727] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.027995] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.028283] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.028545] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.028828] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.029081] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.029147] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.029393] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.029655] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.029895] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.030186] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.030252] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.030502] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.030741] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.031173] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.031539] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.031857] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.032207] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.032511] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.032775] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.033075] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.033143] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.033424] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.033729] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.034141] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.034380] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.034633] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.034699] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.034973] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.035207] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.035272] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.035516] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.035775] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.036061] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.036342] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.036628] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.036860] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.037142] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.037426] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.037494] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.037773] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.037865] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.037923] [DEBUG] [LOCAL     ] Loaded configuration for JDZG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.038174] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.038426] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.038685] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.038968] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.039219] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.039462] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.039718] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.040003] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.040287] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.040543] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.040818] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.041108] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.041396] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.041687] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.041983] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.042268] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.042529] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.042618] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.042874] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.043130] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.043392] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.043650] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.043717] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.044003] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.044259] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.044508] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.044594] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.044833] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.045121] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.045377] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.045633] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.045868] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.046151] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.046387] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.046641] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.046891] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.047125] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.047408] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.047693] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.047989] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.048277] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.048596] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.048893] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.048959] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.049239] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.049523] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.049797] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.050053] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.050314] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.050615] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.050690] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.050936] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.051193] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.051448] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.051702] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.051939] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.052004] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.052239] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.052478] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.052544] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.052849] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.053087] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.053340] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.053408] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.053672] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.053738] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.054016] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.054267] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.054550] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.054859] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.055095] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.055348] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.055600] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.055858] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.055924] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.056172] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.056425] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.056665] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.056952] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.057202] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.057450] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.057737] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.058013] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.058249] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.058496] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.058771] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.059032] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.059283] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.059349] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.059609] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.059904] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.060191] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.060431] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.060670] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.060905] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.061189] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.061433] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.061727] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.061977] [DEBUG] [LOCAL     ] Loaded configuration for PRO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.062211] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.062446] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.062699] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.062981] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.063232] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.063513] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.063818] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.064102] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.064338] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.064591] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.064879] [DEBUG] [LOCAL     ] Loaded configuration for TECX: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.064945] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.065188] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.065472] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.065705] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.065770] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.066045] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.066110] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.066390] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.066456] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.066738] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.067021] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.067273] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.067556] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.067973] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.068058] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.068300] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.068368] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.068664] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.068916] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.069211] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.069456] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.069699] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.069989] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.070419] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.070731] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.070974] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.071042] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.071278] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.071597] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.071845] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.072108] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-05T20:35:25.072370] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.072666] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.072961] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.073255] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.073491] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.073561] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.073832] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.074068] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.074301] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.074535] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.074806] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.075094] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.075160] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.075409] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.075696] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.075986] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.076236] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.076527] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.076790] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.077043] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.077333] [DEBUG] [LOCAL     ] Loaded configuration for QQQY: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.077406] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.077671] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.077971] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.078215] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.078453] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.078520] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.078812] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.079095] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.079345] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.079410] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.079637] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.079927] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.080158] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.080440] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.080732] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.080966] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.081199] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.081490] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.081591] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.081854] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.082137] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.082370] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.082611] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.082899] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.083183] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.083467] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.083755] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.084004] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.084238] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.084488] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.084772] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.085061] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.085313] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.085606] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.085861] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.086112] [DEBUG] [LOCAL     ] Loaded configuration for SOPA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.086394] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.086635] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.086876] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.087157] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.087390] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.087669] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.087972] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.088274] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.088341] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.088632] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.088703] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.088932] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.089167] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.089401] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.089665] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.089968] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.090228] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.090295] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.090564] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.090855] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.091094] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.091328] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.091622] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.091688] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.091999] [DEBUG] [LOCAL     ] Loaded configuration for BFIN: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.092258] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.092522] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.092828] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.093080] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.093360] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.093652] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.093935] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.094219] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.094285] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.094528] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.094783] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.095017] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.095083] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.095307] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.095373] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.095625] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.095863] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.096147] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.096382] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.096664] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.096915] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.096981] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.097257] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.097322] [DEBUG] [LOCAL     ] Loaded configuration for ERNA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.097608] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.097904] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.097971] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.098202] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.098454] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.098740] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.098991] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.099240] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.099550] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.099834] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.100121] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.100411] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.100669] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.100739] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.100968] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.101034] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.101311] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.101601] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.101871] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.102118] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.102356] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.102604] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.102682] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.102739] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.103009] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.103253] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.103528] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.103617] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.103870] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.104148] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.104420] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.104732] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.104799] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.104857] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.105151] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.105404] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.105674] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.105739] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.106013] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.106079] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.106136] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.106193] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.106249] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.106537] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.106626] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.106689] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.106987] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.107254] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.107515] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.107775] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.107865] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.108115] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.108383] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.108640] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.108909] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.108974] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.109269] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.109553] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.109893] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.110144] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.110429] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.110493] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.110774] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.110844] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.111106] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.111407] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.111719] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.112035] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.112103] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.112356] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.112633] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.112917] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.113203] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.113269] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.113498] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.113797] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.113865] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.113923] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.113980] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.114035] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.114282] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.114597] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.114862] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.115106] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.115392] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.115679] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.115931] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.116185] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.116470] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.116756] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.116997] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.117297] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.117363] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.117420] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.117647] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.117718] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.117955] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.118260] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.118326] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.118612] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.118881] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.119183] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.119490] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.119593] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.119665] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.119929] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.120236] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.120492] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.120557] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.120812] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.121064] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.121130] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.121413] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.121696] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.121965] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.122222] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.122507] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.122609] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.122840] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.122906] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.123132] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.123206] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.123433] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.123717] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.123783] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.124026] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.124257] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.124509] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.124779] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.125067] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.125300] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.125542] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.125853] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.125919] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.126165] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.126468] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.126727] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.126793] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.127086] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.127152] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.127401] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.127656] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.127917] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.128211] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.128508] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.128828] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.129085] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.129367] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.129432] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.129490] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.129737] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.129802] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.130035] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.130321] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.130387] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.130445] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.130714] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.130779] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.131058] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.131344] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.131597] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.131670] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.131953] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.132210] [DEBUG] [LOCAL     ] Loaded configuration for ABL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.132276] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.132332] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.132593] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.132664] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.132942] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.133008] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.133249] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.133498] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.133785] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.133857] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.133914] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.134177] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.134445] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.134699] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.134967] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.135033] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.135335] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.135402] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.135710] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.135978] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.136231] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.136297] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.136594] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.136886] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.136966] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.137024] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.137270] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.137524] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.137787] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.137874] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.138161] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.138416] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.138706] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.138957] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.139239] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.139472] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.139740] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.139978] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.140250] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.140553] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.140642] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.140942] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.141007] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.141308] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.141608] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.141884] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.142149] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.142410] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.142647] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.142903] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.143205] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.143439] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.143706] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.143958] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.144214] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.144498] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.144762] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.145046] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.145328] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.145594] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.145848] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.146082] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.146331] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.146626] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.146911] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.147194] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.147258] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.147542] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.147872] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.148127] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.148367] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.148631] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.148920] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.149199] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.149432] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.149680] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.149961] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.150242] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.150308] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.150551] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.150830] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.151088] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.151155] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.151398] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.151682] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.151977] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.152043] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.152331] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.152619] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.152859] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.153141] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.153397] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.153685] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.153750] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.153997] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.154296] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.154534] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.154622] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.154854] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.155137] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.155369] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.155434] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.155708] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.155958] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.156188] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.156472] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.156769] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.157050] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.157283] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-05T20:35:25.157513] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.157773] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.158056] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.158404] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.158767] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.159037] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.159338] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.159604] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.159863] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.160124] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.160361] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.160426] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.160736] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.161041] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.161107] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.161349] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.161609] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.161938] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.162212] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.162279] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.162337] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.162622] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.162889] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.162963] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.163251] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.163512] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.163790] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.164080] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.164367] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.164600] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.164837] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.165074] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.165355] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.165605] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.165855] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.166103] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.166342] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.166593] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.166845] [DEBUG] [LOCAL     ] Loaded configuration for SPNS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.166910] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.167136] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.167367] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.167653] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.167897] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.167963] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.168019] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.168075] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.168358] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.168660] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.168724] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.169019] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.169267] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.169557] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.169819] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.170104] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.170344] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.170632] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.170931] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.171002] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.171060] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.171116] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.171352] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.171650] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.171906] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.172284] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.172352] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.172597] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.172861] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.173107] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.173353] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.173601] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.173894] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.174182] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.174418] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.174655] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.174890] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.175172] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.175237] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.175464] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.175717] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.176001] [DEBUG] [LOCAL     ] Loaded configuration for BIOX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.176285] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.176599] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.176876] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.177111] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.177394] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.177685] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-05T20:35:25.177947] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.178014] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.178298] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.178536] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.178625] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.178863] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.179116] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.179354] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.179609] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.179844] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.180099] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.180384] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.180680] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.180746] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.181025] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.181325] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.181611] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.181862] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.182146] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.182401] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.182467] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.182748] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.182999] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.183279] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.183532] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.183628] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.183864] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.184158] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.184409] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.184643] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.184892] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.185141] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.185391] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.185682] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.185920] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.185986] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2025-12-05T20:35:25.186260] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.186494] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.186777] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.187073] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.187304] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.187551] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.187822] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.188064] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.188297] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.188608] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.188863] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.189118] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.189192] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.189439] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.189730] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.190017] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.190300] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.190366] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.190620] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.190888] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.191157] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.191440] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.191506] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.191751] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.192051] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.192299] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.192599] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.192896] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.192961] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.193205] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.193507] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.193793] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.194057] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.194354] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.194603] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.194857] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.195105] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.195358] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.195424] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.195479] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.195814] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.196091] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.196404] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.196664] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.196935] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.197248] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.197497] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.197564] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.197896] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.197965] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.198258] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.198599] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.198864] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.199175] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.199469] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.200456] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.200717] [DEBUG] [LOCAL     ] Loaded configuration for NXC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.200965] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.201210] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.201504] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.201830] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.202101] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.202357] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.202628] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.202937] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.203196] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.203482] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.203774] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.203840] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.204072] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.204357] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.204611] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.204853] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.205104] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.205170] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.205417] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.205729] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.206012] [DEBUG] [LOCAL     ] Loaded configuration for LLYVK: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.206263] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.206500] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.206588] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.206876] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.207159] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.207444] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.207699] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.207942] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.208185] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.208474] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.208748] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.209003] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.209295] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.209597] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.209837] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.209903] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.210180] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.210431] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.210666] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.210952] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.211208] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.211273] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.211518] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.211830] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.211897] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.211953] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.212231] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.212297] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.212354] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.212643] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.212709] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.212945] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.213011] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.213291] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.213542] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.213848] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.214134] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.214387] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.214452] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.214702] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.214939] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.215174] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.215458] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.215758] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.216041] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.216323] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.216594] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.216837] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.217162] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.217230] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.217493] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.217754] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.218019] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.218282] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.218349] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.218611] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.218906] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2025-12-05T20:35:25.218974] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.219252] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.219318] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.219591] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.219675] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.219910] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.219975] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.220271] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.220545] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.220806] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.221096] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.221347] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.221617] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.221874] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.222118] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.222353] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.222418] [DEBUG] [LOCAL     ] Loaded configuration for MMC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.222664] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.222894] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.223183] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.223470] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.223741] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.223809] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.224057] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.224307] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.224557] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.224831] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.225115] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.225367] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.225601] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.225667] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.225900] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.226134] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.226419] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.226701] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.226766] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.226823] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.226879] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.227124] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.227405] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.227663] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.227934] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.228183] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.228477] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.228752] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.229043] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.229299] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.229602] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.229901] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.230141] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.230430] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.230713] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.230958] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.231022] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.231294] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.231547] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.231855] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.231922] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.232153] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.232396] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.232460] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.232737] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.233016] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.233080] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.233316] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.233380] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.233436] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.233660] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.233904] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.234140] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.234417] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.234695] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.234974] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.235215] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.235490] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.235554] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-05T20:35:25.235813] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.236087] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.236314] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.236548] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.236824] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.237052] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.237278] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.237518] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.237822] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.238061] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.238126] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.238356] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.238421] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.238715] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.239001] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.239231] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.239517] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.239788] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.240074] [DEBUG] [LOCAL     ] Loaded configuration for UTWO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.240326] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.240592] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.240853] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.241132] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.241359] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.241600] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.241886] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.242143] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.242427] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.242678] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.242959] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.243209] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.243465] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.243749] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.244034] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.244318] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.244616] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.244856] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.245139] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.245204] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.245262] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.245489] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.245724] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.245956] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.246188] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.246423] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.246727] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.246794] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.247070] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.247353] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.247634] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.247925] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.248167] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.248453] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.248716] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.248782] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.248839] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.249067] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.249348] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.249414] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.249655] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.249941] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.250177] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.250509] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.250807] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.251057] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.251323] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.251599] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.251848] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.252090] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-05T20:35:25.252350] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.252642] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.252889] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.253147] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.253212] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.253489] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.253745] [DEBUG] [LOCAL     ] Loaded configuration for BSMP: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.254030] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.254095] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.254355] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.254603] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.254856] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.255145] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.255379] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.255639] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.255894] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.256128] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.256195] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.256423] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.256710] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.256775] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.257052] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.257286] [DEBUG] [LOCAL     ] Loaded configuration for QD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.257545] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.257650] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.257905] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.258200] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.258487] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.258742] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.258978] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.259229] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.259295] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.259537] [DEBUG] [LOCAL     ] Loaded configuration for ASNS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.259870] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.260107] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.260391] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.260642] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.260875] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.260939] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.261220] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.261505] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.261781] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.262065] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.262130] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.262359] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.262643] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.262935] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.263194] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.263434] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.263719] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.264000] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.264234] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.264516] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.264814] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.265097] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.265377] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.265666] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.265923] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.266172] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.266237] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.266462] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.266744] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.266809] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.267083] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.267149] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.267424] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.267488] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.267713] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.267949] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.268015] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.268270] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.268505] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.268742] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.269428] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.269689] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.269985] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.270228] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.270481] [DEBUG] [LOCAL     ] Loaded configuration for LDSF: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.270545] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.270806] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.270886] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.270944] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.271233] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.271465] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.271756] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.272009] [DEBUG] [LOCAL     ] Loaded configuration for PTIX: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.272291] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.272598] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.272851] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.273082] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.273147] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.273529] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.273931] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.274228] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.274486] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.274746] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.274978] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.275226] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.275475] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.275740] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.276066] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.276321] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.276626] [DEBUG] [LOCAL     ] Loaded configuration for OPAD: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.276937] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.277210] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.277477] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.277742] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.277830] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.278071] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.278333] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.278644] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.278930] [DEBUG] [LOCAL     ] Loaded configuration for SWZ: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.279262] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.279565] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.279870] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.280151] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.280478] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.280610] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.280702] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.280956] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.281246] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.281538] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.281848] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.282088] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.282384] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.282641] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.282880] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.283172] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.283413] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.283671] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.283971] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.284238] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.284525] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.284803] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.285053] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.285121] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.285404] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.285643] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.285881] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.285951] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.286182] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.286471] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.286759] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.286994] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.287275] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.287343] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.287627] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.287697] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.287940] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.288204] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.288442] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.288784] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.288852] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.289151] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.289443] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.289524] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.289800] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.290090] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.290335] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.290622] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.290869] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.291106] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.291361] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.291431] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.291723] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.292010] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.292299] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.292612] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.292878] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.292950] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.293227] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.293295] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.293527] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.293622] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.293855] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.294139] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.294391] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.294459] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.294725] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.294795] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.295077] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.295145] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.295204] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.295483] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.295553] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.295859] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.296159] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.296450] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.296704] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.296942] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.297228] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.297483] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.297785] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.298076] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.298377] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.298444] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.298510] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.298806] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.299065] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.299350] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.299595] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.299907] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.299987] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.300046] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.300277] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.300344] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.300595] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.300680] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.300971] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.301226] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.301467] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.301723] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.302008] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.302247] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.302537] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.302812] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.302879] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.303122] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.303370] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.303616] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.303907] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.304142] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.304456] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.304756] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.305046] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.305302] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.305595] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.305887] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.306126] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.306390] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.306683] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.306751] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.306983] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.307270] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.307559] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.307910] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.308170] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.308429] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.308748] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.309043] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.309338] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.309650] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.309890] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.310123] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.310189] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.310430] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.310723] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.311026] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.311318] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.311588] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.311859] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.312129] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.312393] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.312481] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.312545] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.312852] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.313090] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.313326] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.313609] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.313905] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.313973] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.314217] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.314285] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.314342] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.314604] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.314844] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.315096] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.315386] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.315654] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.315920] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.316165] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.316447] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.316699] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.316958] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.317212] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.317280] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.317351] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.317605] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.317860] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.317932] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.318170] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.318237] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.318527] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.318830] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.319074] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.319344] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.319651] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.319939] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.320196] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.320479] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.320774] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.321017] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.321256] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.321536] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.321807] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.322051] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.322120] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.322408] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.322719] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.323019] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.323088] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.323374] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.323641] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.323928] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.324213] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.324288] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.324347] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.324626] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.324881] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.325116] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.325354] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.325646] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.325889] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.326135] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.326388] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.326685] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.326977] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.327238] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.327493] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.327786] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-05T20:35:25.328057] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.328314] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.328556] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.328849] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.329114] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.329354] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.329651] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.329937] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.330222] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.330506] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.330817] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.330887] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.330947] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.331225] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.331476] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.331734] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.331971] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.332039] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.332315] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.332551] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.332875] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.333163] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.333230] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.333465] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.333764] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.334056] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.334124] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.334372] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.334618] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.334910] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.335146] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.335396] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.335665] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.335980] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.336224] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.336506] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.336795] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.337086] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.337379] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.337620] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.337911] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.338169] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.338451] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.338709] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.339025] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.339285] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.339608] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.339685] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.339744] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.340015] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.340347] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.340679] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.340953] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.341274] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-05T20:35:25.341564] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.341904] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.342241] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.342564] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.342878] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.343193] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.343622] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.344044] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.344120] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.344378] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.344449] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.344751] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.344822] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.345119] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.345377] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.345645] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.345923] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.346173] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.346238] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.346526] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.346613] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.346874] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.347115] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.347352] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.347642] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.347960] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.348218] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.348287] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.348563] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.348899] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.349166] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.349234] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.349501] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.349775] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.350017] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.350253] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.350549] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.350827] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.351068] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.351355] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.351680] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.351967] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.352034] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.352333] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.352646] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.352910] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.353183] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.353496] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.353858] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.354142] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.354428] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.354754] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.355074] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.355391] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.355718] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.355995] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.356310] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.356621] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.356690] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.356941] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.357198] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.357286] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.357345] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.357626] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.357929] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-05T20:35:25.357998] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.358054] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.358341] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.358597] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.358666] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.358945] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.359181] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.359468] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.359738] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.360020] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.360301] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.360537] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.360796] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-05T20:35:25.360863] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.360919] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.361198] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.361432] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.361731] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.361803] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.362075] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.362302] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.362555] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.362829] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.363113] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.363399] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.363465] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.363742] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.364035] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.364286] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.364521] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.364776] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.364843] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.365072] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.365304] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.365601] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.365834] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.366069] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.366302] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.366555] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.366642] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.366871] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.367152] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.367438] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.367728] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.367794] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.368056] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.368342] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.368595] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.368825] [DEBUG] [LOCAL     ] Loaded configuration for BIAF: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.369055] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.369332] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.369397] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.369454] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.369700] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.369990] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.370056] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.370120] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.370397] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.370678] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.370931] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.371181] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.371431] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.371713] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.371957] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.372249] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.372491] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.372557] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.372876] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.372947] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2025-12-05T20:35:25.373191] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.373422] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.373687] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.373973] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.374204] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.374488] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.374554] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.374859] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.375144] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.375428] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.375717] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.375971] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.376255] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.376497] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.376827] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.377062] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.377345] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.377609] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.377877] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.378166] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.378469] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.378735] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.378989] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.379273] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.379533] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.379878] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.380117] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.380404] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.380671] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.380953] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.381189] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.381254] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.381481] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.381560] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.381643] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.381699] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.381949] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.382184] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.382468] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.382719] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.382952] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.383018] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.383298] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.383364] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.383631] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.383903] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.384150] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.384433] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.384734] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.384984] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.385265] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.385494] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.385564] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.385836] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.386069] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.386302] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.386614] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.386912] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.387196] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.387484] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.387746] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.388060] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.388351] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.388625] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.388887] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.389180] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.389435] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.389697] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.389983] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.390063] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.390292] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.390358] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.390641] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.390869] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.391098] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.391344] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.391604] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.391927] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.392198] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.392449] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.392746] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.393024] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.393323] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.393615] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.393906] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.393976] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.394303] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.394687] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.394936] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.395198] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.395268] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.395546] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.395658] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.395939] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.396221] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.396461] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.396723] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.396971] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.397219] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.397501] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.397752] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.398036] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.398105] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.398345] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.398413] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.398691] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.398922] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.399199] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.399482] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.399745] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.400034] [DEBUG] [LOCAL     ] Loaded configuration for APVO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.400271] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.400506] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.400829] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.401112] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.401181] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.401240] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.401481] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.401729] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.401961] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.402242] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.402566] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.402859] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.403115] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.403345] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.403633] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.403885] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.404116] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.404185] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.404456] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.404705] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.405013] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.405256] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.405492] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-05T20:35:25.405562] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.405884] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.406187] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.406440] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.406530] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.406783] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.407096] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.407344] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.407593] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.407848] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.408086] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.408155] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.408395] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.408468] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.408759] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.408991] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.409223] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.409290] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.409349] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.409406] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.409643] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.409881] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.410115] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.410362] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.410430] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.410671] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.410740] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.410798] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.411077] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.411145] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.411418] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.411486] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.411718] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.411785] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.411844] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.412117] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.412402] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.412658] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.412939] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.413188] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.413421] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.413714] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.413964] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.414243] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.414319] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.414607] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.414863] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.414938] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.415168] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.415461] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.415764] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.415997] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.416240] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.416517] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.416865] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.416938] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.417211] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.417446] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.417720] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.418030] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.418319] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.418551] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.418641] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.418916] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.419166] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.419446] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.419748] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.420031] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.420284] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.420542] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.420854] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.421138] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.421424] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.421658] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.421892] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.422140] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.422393] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.422669] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.422955] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.423203] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.423491] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.423559] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.423870] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.424102] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.424382] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.424641] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.424895] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.425135] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.425383] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.425634] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.425702] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.425976] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.426259] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.426551] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.426664] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.426919] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.426992] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.427055] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.427346] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.427598] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.427847] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.428139] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.428389] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.428679] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.428907] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.429132] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.429403] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.429694] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.429977] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.430258] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.430541] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.430796] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.431028] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.431278] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.431560] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.431862] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.432095] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.432163] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.432403] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.432471] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2025-12-05T20:35:25.432716] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.432789] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.433065] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.433348] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.433646] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.433923] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.433989] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.434256] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.434481] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.434767] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.434836] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.435070] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.435305] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.435373] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-05T20:35:25.435432] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.435661] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.435945] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.436198] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.436485] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.436741] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.437003] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.437289] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.437355] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.437414] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.437655] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.437940] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.438194] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.438261] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.438519] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.438797] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.439081] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.439328] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.439634] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.439921] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.439990] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.440218] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.440451] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.440736] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.441010] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.441295] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.441593] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.441829] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.442064] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.442297] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.442546] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.442842] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.443096] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.443165] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.443224] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.443467] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.443718] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.443786] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.444059] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.444292] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.444593] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.444665] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.444727] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.445010] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.445267] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.445558] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.445666] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.445745] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.446026] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.446277] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.446512] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.446601] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.446666] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.446902] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.447145] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.447429] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.447670] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.447927] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.448186] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.448258] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.448319] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.448590] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.448859] [DEBUG] [LOCAL     ] Loaded configuration for GIFI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.448927] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.449153] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.449439] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.449517] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.449615] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.449899] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.450183] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.450252] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.450538] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.450794] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.451045] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.451113] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.451174] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.451232] [DEBUG] [LOCAL     ] Loaded configuration for BLNK: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.451511] [DEBUG] [LOCAL     ] Loaded configuration for MRSN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.451810] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.452095] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.452330] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.452597] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.452890] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.453131] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.453380] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.453664] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.453734] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.453988] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.454057] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.454330] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.454594] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.454677] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.454968] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.455039] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.455315] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.455384] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.455611] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.455898] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.456140] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.456393] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.456638] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.456943] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.457208] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.457439] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.457720] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.458036] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.458352] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.458647] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.458887] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.459171] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.459453] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.459522] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.459790] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.459859] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.459919] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.460146] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.460380] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.460612] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.460892] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.460960] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.461205] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.461492] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.461813] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.462099] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.462329] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.462604] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.462851] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.463101] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.463170] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.463397] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.463658] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.463913] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.464199] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.464268] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.464328] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.464609] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.464856] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.465149] [DEBUG] [LOCAL     ] Loaded configuration for TRUE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.465439] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.465670] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.465918] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.466166] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.466414] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.466701] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.466948] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.467243] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.467317] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.467544] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.467634] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.467916] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.467986] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.468229] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.468298] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.468602] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.468927] [DEBUG] [LOCAL     ] Loaded configuration for MEGL: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.469233] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.469322] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.469603] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.469903] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.470194] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.470262] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.470506] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.470597] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.470826] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.471058] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.471295] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.471600] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.471884] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.471952] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.472010] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.472282] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.472518] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.472799] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.473122] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.473382] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.473632] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.473915] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.473982] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.474204] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.474437] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.474727] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.474967] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.475251] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.475545] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.475809] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.475879] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.476155] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.476404] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.476474] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.476556] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.476826] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.477077] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.477353] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.477647] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.477903] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.477974] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.478221] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.478470] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.478538] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.478626] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.478853] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.479138] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.479407] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.479683] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.479757] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.480043] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.480328] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.480613] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.480844] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.480912] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.481184] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.481434] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.481683] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.481926] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.482217] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.482503] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.482813] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.483065] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.483326] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.483598] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.483668] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-05T20:35:25.483921] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.484180] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.484460] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.484732] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.485037] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.485337] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.485627] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.485902] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.486003] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.486282] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.486625] [DEBUG] [LOCAL     ] Loaded configuration for MKL: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.486947] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.487273] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.487373] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.487659] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.487957] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.488231] [DEBUG] [LOCAL     ] Loaded configuration for BNY: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.488308] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.488370] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.488629] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.488897] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.489128] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.489377] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.489634] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.489866] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.489934] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.490160] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.490442] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-05T20:35:25.490510] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.490771] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.490842] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.491128] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.491366] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.491599] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.491674] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.491904] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.492193] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.492441] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.492698] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.492979] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.493226] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.493295] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.493529] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.493841] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.494141] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.494393] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.494624] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.494849] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.495072] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.495344] [DEBUG] [LOCAL     ] Loaded configuration for BNZI: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.495628] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.495699] [DEBUG] [LOCAL     ] Loaded configuration for CRIS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.495939] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.496169] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.496446] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.496710] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.496996] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.497245] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.497476] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.497546] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.497792] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.497893] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.498143] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.498423] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.498668] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.498951] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.499239] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.499527] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.499838] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.500148] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.500452] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.500740] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.500995] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.501060] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.501288] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.501354] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.501649] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.501972] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.502300] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.502631] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.502930] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.503204] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.503480] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.503604] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.503894] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-05T20:35:25.504187] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.504510] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.504840] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.505121] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.505400] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.505650] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.505885] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.506132] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.506389] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.506662] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.506909] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.507138] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.507386] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-05T20:35:25.507677] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.507925] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.508163] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.508409] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.508696] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.508762] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.508818] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.509056] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.509335] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.509606] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.509890] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.509956] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.510233] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.510506] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.510782] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.511022] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.511297] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.511364] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.511421] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.511476] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.511748] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.511974] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.512218] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.512495] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.512749] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.512999] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.513064] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.513333] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.513628] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.513879] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.514128] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.514194] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.514414] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.514690] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.514917] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.514982] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.515248] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.515536] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.515641] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.515865] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.516108] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.516352] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.516629] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.516907] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.517185] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.517251] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.517519] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.517836] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.518075] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.518352] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.518642] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.518713] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.518770] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.519008] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.519284] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.519519] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.519624] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.519921] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.520153] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.520399] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.520630] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.520908] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.520974] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.521195] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.521471] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.521755] [DEBUG] [LOCAL     ] Loaded configuration for BTM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.522033] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.522274] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.522341] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.522397] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.522683] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.522926] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.523168] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.523412] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.523689] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.523754] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.523811] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.523869] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.524154] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.524398] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.524624] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.524899] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.525174] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.525402] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.525699] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-05T20:35:25.525960] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.526249] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.526316] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.526540] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.526844] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.527089] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.527333] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.527399] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.527620] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.527685] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.527929] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.527997] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.528236] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.528525] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.528848] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.529126] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.529353] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.529609] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.529899] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.530128] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.530356] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.530632] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.530881] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.531108] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.531172] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.531229] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.531496] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.531744] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.531810] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.532101] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.532347] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.532625] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.532871] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.533096] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.533161] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.533397] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.533688] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.533916] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.534164] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.534230] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.534470] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.534716] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.534958] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.535233] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.535513] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2025-12-05T20:35:25.535765] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.536041] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.536284] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.536528] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.536774] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.537002] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.537277] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.537607] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.537872] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.538161] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.538449] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.538738] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.538998] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.539284] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.539514] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.539762] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.539990] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.540236] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.540519] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.540788] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.541064] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.541308] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.541545] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.541649] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.541707] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.541762] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.542030] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.542274] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.542500] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.542733] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.543010] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.543293] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.543615] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2025-12-05T20:35:25.543884] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.544133] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.544388] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.544628] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.544915] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.545146] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.545428] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.545660] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.545906] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.545971] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.546243] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.546487] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.546734] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.547014] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.547242] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.547308] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.547544] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.547827] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.548062] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.548342] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.548621] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.548902] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.549179] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.549410] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.549640] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.549705] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.549926] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.550173] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.550401] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.550651] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.550891] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.551114] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.551335] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.551400] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.551671] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.551896] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.552135] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.552415] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.552770] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.553021] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.553267] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.553513] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.553815] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.554062] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.554129] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.554367] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.554433] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.554725] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.554790] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.555030] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.555096] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.555365] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.555594] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.555823] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.556049] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.556276] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.556342] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.556399] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.556620] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.556886] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.557154] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.557401] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.557631] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.557697] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2025-12-05T20:35:25.557980] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.558266] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.558496] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.558565] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.558856] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.559129] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.559396] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.559626] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.559906] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.560183] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.560416] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.560666] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.560960] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.561195] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.561260] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.561534] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.561842] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.561907] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.562186] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.562440] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.562719] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.562965] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.563214] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.563461] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.563690] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.563965] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.564211] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.564276] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.564545] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.564844] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.565121] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.565364] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.565659] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.565939] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.566186] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.566252] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.566541] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.566792] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.567017] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.567245] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.567471] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.567747] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.568106] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.568199] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.568425] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.568708] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.568994] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.569060] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.569297] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.569557] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.569645] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.569917] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.569983] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.570219] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.570495] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.570771] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.571018] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.571294] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.571589] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.571835] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.572108] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.572333] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.572560] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.572824] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.572889] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.573109] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-05T20:35:25.573383] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.573610] [DEBUG] [LOCAL     ] Loaded configuration for PSQH: 6 features, 90.0% accuracy
[2025-12-05T20:35:25.573837] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.574110] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.574366] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.574603] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.574895] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.575126] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.575405] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.575636] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.575916] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.576162] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.576408] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.576688] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.576971] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.577252] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.577481] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-05T20:35:25.577757] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.578012] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.578258] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.578535] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.578791] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.579072] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.579304] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.579534] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.579799] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.580029] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.580095] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.580153] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.580391] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.580456] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.580678] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.580955] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.581182] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.581409] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.581686] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.581915] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.581981] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.582251] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.582481] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.582708] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.583006] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.583073] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.583294] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.583586] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.583873] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.584157] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.584384] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.584624] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.584863] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.585093] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.585368] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.585641] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-05T20:35:25.585889] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.585955] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.586011] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.586230] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.586474] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.586749] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.586822] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.587043] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2025-12-05T20:35:25.587325] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.587601] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.587838] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.588093] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.588376] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.588440] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.588670] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.588735] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.588980] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.589256] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.589501] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.589727] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.590007] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.590233] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.590460] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.590690] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.590755] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.590812] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.591088] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.591386] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.591641] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.591879] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.592156] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.592222] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.592500] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.592566] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.592836] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.593065] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.593312] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2025-12-05T20:35:25.593539] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.593934] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.594213] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.594460] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.594741] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.594969] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.595216] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.595503] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.595754] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.595985] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.596264] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.596492] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.596774] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.597056] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.597299] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.597375] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.597651] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.597717] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.597945] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.598224] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.598461] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.598723] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.598806] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.598865] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-05T20:35:25.599100] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.599167] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.599225] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-05T20:35:25.599496] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.599566] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.599825] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.600073] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.600139] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-05T20:35:25.600429] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.600682] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.600749] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-05T20:35:25.600992] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-05T20:35:25.601237] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.601481] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.601546] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.601838] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.601904] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.601962] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.602252] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.602330] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.602390] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-05T20:35:25.602642] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.602895] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.603176] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.603410] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-05T20:35:25.603645] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.603713] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.603939] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.604008] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.604257] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.604534] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.604841] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.604910] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-05T20:35:25.604969] [DEBUG] [LOCAL     ] Loaded configuration for ELWS: 1 features, 60.0% accuracy
[2025-12-05T20:35:25.605029] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.605302] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.605553] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.605811] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-05T20:35:25.606063] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.606343] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-05T20:35:25.606593] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.606848] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.607134] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.607203] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.607445] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2025-12-05T20:35:25.607725] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.607975] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.608046] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-05T20:35:25.608292] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.608544] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-05T20:35:25.608848] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.609081] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.609366] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2025-12-05T20:35:25.609653] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.609908] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-05T20:35:25.609976] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.610235] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.610483] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-05T20:35:25.610559] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.610819] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2025-12-05T20:35:25.611067] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-05T20:35:25.611135] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-05T20:35:25.611358] [DEBUG] [LOCAL     ] Loaded configuration for CIO: 2 features, 60.0% accuracy
[2025-12-05T20:35:25.611602] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.611671] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2025-12-05T20:35:25.611896] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-05T20:35:25.612175] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-05T20:35:25.612421] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.612706] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-05T20:35:25.613007] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-05T20:35:25.613243] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-05T20:35:25.613524] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-05T20:35:25.613615] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-05T20:35:25.614861] [INFO ] [LOCAL     ] Saved consolidated report: 3626 forecasts -> ./output/forecasts/full/2025-12-08.txt
[2025-12-05T20:35:25.614908] [INFO ] [sig       ] [39/39] Successfully generated report for 2025-12-08: 3626 entries
[2025-12-05T20:35:25.614939] [INFO ] [sig       ] ==================================================
[2025-12-05T20:35:25.614966] [INFO ] [sig       ] Report generation complete: 39/39 reports succeeded
[2025-12-05T20:35:26.346023] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-05T20:35:26.346191] [INFO ] [sig       ] Email notification sent
[2025-12-05T20:35:26.346775] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-05T20:35:26.346923] [INFO ] [STATE     ] Last completion updated: 2025-12-05T20:35:26.346836